From 1b008332daaf6f39c533138f537d59de0e446f26 Mon Sep 17 00:00:00 2001
From: Jagjeevan Kashid <jagjeevandev97@gmail.com>
Date: Mon, 22 Sep 2025 14:54:23 +0530
Subject: [PATCH 001/220] updated server endpoint from /vms/push to
 /lume/vms/push

Signed-off-by: Jagjeevan Kashid <jagjeevandev97@gmail.com>
---
 libs/lume/src/Server/Server.swift | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/lume/src/Server/Server.swift b/libs/lume/src/Server/Server.swift
index 6f279a42..37d32484 100644
--- a/libs/lume/src/Server/Server.swift
+++ b/libs/lume/src/Server/Server.swift
@@ -294,7 +294,7 @@ final class Server {
                     return try await self.handleSetDefaultLocation(name)
                 }),
             Route(
-                method: "POST", path: "/vms/push",
+                method: "POST", path: "/lume/vms/push",
                 handler: { [weak self] request in
                     guard let self else { throw HTTPError.internalError }
                     return try await self.handlePush(request.body)

From c51692cd0ccbeb8a758b20c2abd998ace95c34ba Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Mon, 22 Sep 2025 08:40:18 -0400
Subject: [PATCH 002/220] Fix image must have : error

---
 libs/python/computer/computer/computer.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer/computer/computer.py b/libs/python/computer/computer/computer.py
index 441e3ec3..f01c5491 100644
--- a/libs/python/computer/computer/computer.py
+++ b/libs/python/computer/computer/computer.py
@@ -154,8 +154,8 @@ class Computer:
         self.interface_logger = Logger("computer.interface", verbosity)
 
         if not use_host_computer_server:
-            if ":" not in image or len(image.split(":")) != 2:
-                raise ValueError("Image must be in the format <image_name>:<tag>")
+            if ":" not in image:
+                image = f"{image}:latest"
 
             if not name:
                 # Normalize the name to be used for the VM

From 70f9f968cbc2a7b1b3c75c06e219ed0c266e4225 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Mon, 22 Sep 2025 08:59:07 -0400
Subject: [PATCH 003/220] Fixed broken winsandbox_example, added venv to
 provider setup

---
 examples/winsandbox_example.py                |  4 +--
 .../computer/providers/winsandbox/provider.py |  6 ++--
 .../providers/winsandbox/setup_script.ps1     | 31 ++++++++++++++-----
 3 files changed, 28 insertions(+), 13 deletions(-)

diff --git a/examples/winsandbox_example.py b/examples/winsandbox_example.py
index 9cf1269a..cd5ab5c1 100644
--- a/examples/winsandbox_example.py
+++ b/examples/winsandbox_example.py
@@ -31,8 +31,8 @@ async def main():
         
         # Test running a command
         print("Testing command execution...")
-        stdout, stderr = await computer.interface.run_command("echo Hello from Windows Sandbox!")
-        print(f"Command output: {stdout}")
+        result = await computer.interface.run_command("echo Hello from Windows Sandbox!")
+        print(f"Command output: {result.stdout}")
 
         print("Press any key to continue...")
         input()
diff --git a/libs/python/computer/computer/providers/winsandbox/provider.py b/libs/python/computer/computer/providers/winsandbox/provider.py
index 6196b96f..bca36876 100644
--- a/libs/python/computer/computer/providers/winsandbox/provider.py
+++ b/libs/python/computer/computer/providers/winsandbox/provider.py
@@ -423,7 +423,7 @@ class WinSandboxProvider(BaseVMProvider):
             if total_attempts % 10 == 0:
                 self.logger.info(f"Still waiting for Windows Sandbox {name} IP after {total_attempts} attempts...")
     
-    async def _setup_computer_server(self, sandbox, name: str, visible: bool = False):
+    async def _setup_computer_server(self, sandbox, name: str, visible: bool = True):
         """Setup the computer server in the Windows Sandbox using RPyC.
         
         Args:
@@ -472,8 +472,8 @@ class WinSandboxProvider(BaseVMProvider):
                 shell=False
             )
             
-            # # Sleep for 30 seconds
-            # await asyncio.sleep(30)
+            # Sleep for 30 seconds
+            await asyncio.sleep(30)
 
             ip = await self.get_ip(name)
             self.logger.info(f"Sandbox IP: {ip}")
diff --git a/libs/python/computer/computer/providers/winsandbox/setup_script.ps1 b/libs/python/computer/computer/providers/winsandbox/setup_script.ps1
index 73074764..e901e179 100644
--- a/libs/python/computer/computer/providers/winsandbox/setup_script.ps1
+++ b/libs/python/computer/computer/providers/winsandbox/setup_script.ps1
@@ -79,23 +79,38 @@ try {
     $pythonVersion = & $pythonExe --version 2>&1
     Write-Host "Python version: $pythonVersion"
 
-    # Step 2: Install cua-computer-server directly
-    Write-Host "Step 2: Installing cua-computer-server..."
+    # Step 2: Create a dedicated virtual environment for the sandbox
+    Write-Host "Step 2: Creating virtual environment (if needed)..."
+    $venvPath = "C:\Users\WDAGUtilityAccount\venv"
+    if (!(Test-Path $venvPath)) {
+        Write-Host "Creating venv at: $venvPath"
+        & $pythonExe -m venv $venvPath
+    } else {
+        Write-Host "Venv already exists at: $venvPath"
+    }
+    $venvPython = Join-Path $venvPath "Scripts\python.exe"
+    if (!(Test-Path $venvPython)) {
+        throw "Virtual environment Python not found at $venvPython"
+    }
+    Write-Host "Using venv Python: $venvPython"
+
+    # Step 3: Install cua-computer-server into the venv
+    Write-Host "Step 3: Installing cua-computer-server..."
     
     Write-Host "Upgrading pip..."
-    & $pythonExe -m pip install --upgrade pip --quiet
+    & $venvPython -m pip install --upgrade pip --quiet
     
     Write-Host "Installing cua-computer-server..."
-    & $pythonExe -m pip install cua-computer-server --quiet
+    & $venvPython -m pip install cua-computer-server
     
     Write-Host "cua-computer-server installation completed."
 
-    # Step 3: Start computer server in background
-    Write-Host "Step 3: Starting computer server in background..."
-    Write-Host "Starting computer server with: $pythonExe"
+    # Step 4: Start computer server in background using the venv Python
+    Write-Host "Step 4: Starting computer server in background..."
+    Write-Host "Starting computer server with: $venvPython"
     
     # Start the computer server in the background
-    $serverProcess = Start-Process -FilePath $pythonExe -ArgumentList "-m", "computer_server.main" -WindowStyle Hidden -PassThru
+    $serverProcess = Start-Process -FilePath $venvPython -ArgumentList "-m", "computer_server.main" -WindowStyle Hidden -PassThru
     Write-Host "Computer server started in background with PID: $($serverProcess.Id)"
     
     # Give it a moment to start

From f4be6538ff69fdaaf656615ce1d086bc0812acf2 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Mon, 22 Sep 2025 09:29:09 -0400
Subject: [PATCH 004/220] Hide setup window

---
 .../computer/providers/winsandbox/provider.py | 33 +++++++++++++++----
 .../providers/winsandbox/setup_script.ps1     | 14 ++++++--
 2 files changed, 39 insertions(+), 8 deletions(-)

diff --git a/libs/python/computer/computer/providers/winsandbox/provider.py b/libs/python/computer/computer/providers/winsandbox/provider.py
index bca36876..e072d900 100644
--- a/libs/python/computer/computer/providers/winsandbox/provider.py
+++ b/libs/python/computer/computer/providers/winsandbox/provider.py
@@ -5,6 +5,7 @@ import asyncio
 import logging
 import time
 from typing import Dict, Any, Optional, List
+from pathlib import Path
 
 from ..base import BaseVMProvider, VMProviderType
 
@@ -242,8 +243,15 @@ class WinSandboxProvider(BaseVMProvider):
             
             networking = run_opts.get("networking", self.networking)
             
-            # Create folder mappers if shared directories are specified
+            # Create folder mappers; always map a persistent venv directory on host for caching packages
             folder_mappers = []
+            # Ensure host side persistent venv directory exists (Path.home()/wsb_venv)
+            host_wsb_env = Path.home() / ".cua" / "wsb_cache"
+            try:
+                host_wsb_env.mkdir(parents=True, exist_ok=True)
+            except Exception:
+                # If cannot create, continue without persistent mapping
+                host_wsb_env = None
             shared_directories = run_opts.get("shared_directories", [])
             for shared_dir in shared_directories:
                 if isinstance(shared_dir, dict):
@@ -255,6 +263,15 @@ class WinSandboxProvider(BaseVMProvider):
                     
                 if host_path and os.path.exists(host_path):
                     folder_mappers.append(winsandbox.FolderMapper(host_path))
+
+            # Add mapping for the persistent venv directory (read/write) so it appears in Sandbox Desktop
+            if host_wsb_env is not None and host_wsb_env.exists():
+                try:
+                    folder_mappers.append(
+                        winsandbox.FolderMapper(str(host_wsb_env), read_only=False)
+                    )
+                except Exception as e:
+                    self.logger.warning(f"Failed to map host winsandbox_venv: {e}")
             
             self.logger.info(f"Creating Windows Sandbox: {name}")
             self.logger.info(f"Memory: {memory_mb}MB, Networking: {networking}")
@@ -290,8 +307,10 @@ class WinSandboxProvider(BaseVMProvider):
             
             self.logger.info(f"Windows Sandbox {name} created successfully")
             
+            venv_exists = (host_wsb_env / "venv" / "Lib" / "site-packages" / "computer_server").exists() if host_wsb_env else False
+
             # Setup the computer server in the sandbox
-            await self._setup_computer_server(sandbox, name)
+            await self._setup_computer_server(sandbox, name, wait_for_venv=(not venv_exists))
             
             return {
                 "success": True,
@@ -423,7 +442,7 @@ class WinSandboxProvider(BaseVMProvider):
             if total_attempts % 10 == 0:
                 self.logger.info(f"Still waiting for Windows Sandbox {name} IP after {total_attempts} attempts...")
     
-    async def _setup_computer_server(self, sandbox, name: str, visible: bool = True):
+    async def _setup_computer_server(self, sandbox, name: str, visible: bool = False, wait_for_venv: bool = True):
         """Setup the computer server in the Windows Sandbox using RPyC.
         
         Args:
@@ -471,10 +490,12 @@ class WinSandboxProvider(BaseVMProvider):
                 creationflags=creation_flags,
                 shell=False
             )
-            
-            # Sleep for 30 seconds
-            await asyncio.sleep(30)
 
+            if wait_for_venv:
+                print("Waiting for venv to be created for the first time setup of Windows Sandbox...")
+                print("This may take a minute...")
+                await asyncio.sleep(120)
+            
             ip = await self.get_ip(name)
             self.logger.info(f"Sandbox IP: {ip}")
             self.logger.info(f"Setup script started in background in sandbox {name} with PID: {process.pid}")
diff --git a/libs/python/computer/computer/providers/winsandbox/setup_script.ps1 b/libs/python/computer/computer/providers/winsandbox/setup_script.ps1
index e901e179..e6208d71 100644
--- a/libs/python/computer/computer/providers/winsandbox/setup_script.ps1
+++ b/libs/python/computer/computer/providers/winsandbox/setup_script.ps1
@@ -79,15 +79,25 @@ try {
     $pythonVersion = & $pythonExe --version 2>&1
     Write-Host "Python version: $pythonVersion"
 
-    # Step 2: Create a dedicated virtual environment for the sandbox
+    # Step 2: Create a dedicated virtual environment in mapped Desktop folder (persistent)
     Write-Host "Step 2: Creating virtual environment (if needed)..."
-    $venvPath = "C:\Users\WDAGUtilityAccount\venv"
+    $cachePath = "C:\Users\WDAGUtilityAccount\Desktop\wsb_cache"
+    $venvPath = "C:\Users\WDAGUtilityAccount\Desktop\wsb_cache\venv"
     if (!(Test-Path $venvPath)) {
         Write-Host "Creating venv at: $venvPath"
         & $pythonExe -m venv $venvPath
     } else {
         Write-Host "Venv already exists at: $venvPath"
     }
+    # Hide the folder to keep Desktop clean
+    try {
+        $item = Get-Item $cachePath -ErrorAction SilentlyContinue
+        if ($item) {
+            if (-not ($item.Attributes -band [IO.FileAttributes]::Hidden)) {
+                $item.Attributes = $item.Attributes -bor [IO.FileAttributes]::Hidden
+            }
+        }
+    } catch { }
     $venvPython = Join-Path $venvPath "Scripts\python.exe"
     if (!(Test-Path $venvPython)) {
         throw "Virtual environment Python not found at $venvPython"

From 65263112cdc6d9e4ea20d9636eb2200376a4bee2 Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Thu, 25 Sep 2025 16:07:53 -0400
Subject: [PATCH 005/220] Stream MCP responses instead of buffering

---
 .vscode/settings.json                       |   3 +
 libs/python/mcp-server/mcp_server/server.py | 160 ++++++++---
 tests/test_mcp_server_streming.py           | 303 ++++++++++++++++++++
 3 files changed, 429 insertions(+), 37 deletions(-)
 create mode 100644 .vscode/settings.json
 create mode 100644 tests/test_mcp_server_streming.py

diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 00000000..7e68766a
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+    "python-envs.pythonProjects": []
+}
\ No newline at end of file
diff --git a/libs/python/mcp-server/mcp_server/server.py b/libs/python/mcp-server/mcp_server/server.py
index 73996d5e..66aaceba 100644
--- a/libs/python/mcp-server/mcp_server/server.py
+++ b/libs/python/mcp-server/mcp_server/server.py
@@ -1,5 +1,6 @@
 import asyncio
 import base64
+import inspect
 import logging
 import os
 import sys
@@ -40,11 +41,66 @@ except ImportError as e:
 # Global computer instance for reuse
 global_computer = None
 
-
 def get_env_bool(key: str, default: bool = False) -> bool:
     """Get boolean value from environment variable."""
     return os.getenv(key, str(default)).lower() in ("true", "1", "yes")
 
+async def _maybe_call_ctx_method(ctx: Context, method_name: str, *args, **kwargs) -> None:
+    """Call a context helper if it exists, awaiting the result when necessary."""
+
+    method = getattr(ctx, method_name, None)
+    if not callable(method):
+        return
+
+    result = method(*args, **kwargs)
+    if inspect.isawaitable(result):
+        await result
+
+
+def _normalise_message_content(content: Union[str, List[Dict[str, Any]]]) -> List[Dict[str, Any]]:
+    """Normalise message content to a list of structured parts."""
+
+    if isinstance(content, list):
+        return content
+
+    if content is None:
+        return []
+
+    return [{"type": "output_text", "text": str(content)}]
+
+
+def _extract_text_from_content(content: Union[str, List[Dict[str, Any]]]) -> str:
+    """Extract textual content for inclusion in the aggregated result string."""
+
+    if isinstance(content, str):
+        return content
+
+    texts: List[str] = []
+    for part in content or []:
+        if not isinstance(part, dict):
+            continue
+        if part.get("type") in {"output_text", "text"} and part.get("text"):
+            texts.append(str(part["text"]))
+    return "\n".join(texts)
+
+
+def _serialise_tool_content(content: Any) -> str:
+    """Convert tool outputs into a string for aggregation."""
+
+    if isinstance(content, str):
+        return content
+    if isinstance(content, list):
+        texts: List[str] = []
+        for part in content:
+            if isinstance(part, dict) and part.get("type") in {"output_text", "text"} and part.get("text"):
+                texts.append(str(part["text"]))
+        if texts:
+            return "\n".join(texts)
+    if content is None:
+        return ""
+    return str(content)
+
+
 
 def serve() -> FastMCP:
     """Create and configure the MCP server."""
@@ -110,7 +166,7 @@ def serve() -> FastMCP:
             messages = [{"role": "user", "content": task}]
             
             # Collect all results
-            full_result = ""
+            aggregated_messages: List[str] = []
             async for result in agent.run(messages):
                 logger.info(f"Agent processing step")
                 ctx.info(f"Agent processing step")
@@ -119,37 +175,61 @@ def serve() -> FastMCP:
                 outputs = result.get("output", [])
                 for output in outputs:
                     output_type = output.get("type")
+                    
                     if output_type == "message":
-                        logger.debug(f"Message: {output}")
-                        content = output.get("content", [])
-                        for content_part in content:
-                            if content_part.get("text"):
-                                full_result += f"Message: {content_part.get('text', '')}\n"
-                    elif output_type == "tool_use":
-                        logger.debug(f"Tool use: {output}")
-                        tool_name = output.get("name", "")
-                        full_result += f"Tool: {tool_name}\n"
-                    elif output_type == "tool_result":
-                        logger.debug(f"Tool result: {output}")
-                        result_content = output.get("content", "")
-                        if isinstance(result_content, list):
-                            for item in result_content:
-                                if item.get("type") == "text":
-                                    full_result += f"Result: {item.get('text', '')}\n"
-                        else:
-                            full_result += f"Result: {result_content}\n"
+                        logger.debug("Streaming assistant message: %s", output)
+                        content = _normalise_message_content(output.get("content"))
+                        aggregated_text = _extract_text_from_content(content)
+                        if aggregated_text:
+                            aggregated_messages.append(aggregated_text)
+                        await _maybe_call_ctx_method(
+                            ctx,
+                            "yield_message",
+                            role=output.get("role", "assistant"),
+                            content=content,
+                        )
 
-                # Add separator between steps
-                full_result += "\n" + "-" * 20 + "\n"
+                    elif output_type in {"tool_use", "computer_call", "function_call"}:
+                        logger.debug("Streaming tool call: %s", output)
+                        call_id = output.get("id") or output.get("call_id")
+                        tool_name = output.get("name") or output.get("action", {}).get("type")
+                        tool_input = output.get("input") or output.get("arguments") or output.get("action")
+                        if call_id:
+                            await _maybe_call_ctx_method(
+                                ctx,
+                                "yield_tool_call",
+                                name=tool_name,
+                                call_id=call_id,
+                                input=tool_input,
+                            )
+
+                    elif output_type in {"tool_result", "computer_call_output", "function_call_output"}:
+                        logger.debug("Streaming tool output: %s", output)
+                        call_id = output.get("call_id") or output.get("id")
+                        content = output.get("content") or output.get("output")
+                        aggregated_text = _serialise_tool_content(content)
+                        if aggregated_text:
+                            aggregated_messages.append(aggregated_text)
+                        if call_id:
+                            await _maybe_call_ctx_method(
+                                ctx,
+                                "yield_tool_output",
+                                call_id=call_id,
+                                output=content,
+                                is_error=output.get("status") == "failed" or output.get("is_error", False),
+                            )
+
+            logger.info("CUA task completed successfully")
+            ctx.info("CUA task completed successfully")
+
+            screenshot_image = Image(
+                format="png",
+                data=await global_computer.interface.screenshot()
+            )
 
-            logger.info(f"CUA task completed successfully")
-            ctx.info(f"CUA task completed successfully")
             return (
-                full_result or "Task completed with no text output.",
-                Image(
-                    format="png",
-                    data=await global_computer.interface.screenshot()
-                )
+                "\n".join(aggregated_messages).strip() or "Task completed with no text output.",
+                screenshot_image,
             )
 
         except Exception as e:
@@ -173,7 +253,7 @@ def serve() -> FastMCP:
             )
 
     @server.tool()
-    async def run_multi_cua_tasks(ctx: Context, tasks: List[str]) -> List:
+    async def run_multi_cua_tasks(ctx: Context, tasks: List[str]) -> List[Tuple[str, Image]]:
         """
         Run multiple CUA tasks in a MacOS VM in sequence and return the combined results.
 
@@ -184,14 +264,20 @@ def serve() -> FastMCP:
         Returns:
             Combined results from all tasks
         """
-        results = []
+        total_tasks = len(tasks)
+        if total_tasks == 0:
+            ctx.report_progress(1.0)
+            return []
+
+        results: List[Tuple[str, Image]] = []
         for i, task in enumerate(tasks):
-            logger.info(f"Running task {i+1}/{len(tasks)}: {task}")
-            ctx.info(f"Running task {i+1}/{len(tasks)}: {task}")
-            
-            ctx.report_progress(i / len(tasks))
-            results.extend(await run_cua_task(ctx, task))
-            ctx.report_progress((i + 1) / len(tasks))
+            logger.info(f"Running task {i+1}/{total_tasks}: {task}")
+            ctx.info(f"Running task {i+1}/{total_tasks}: {task}")
+
+            ctx.report_progress(i / total_tasks)
+            task_result = await run_cua_task(ctx, task)
+            results.append(task_result)
+            ctx.report_progress((i + 1) / total_tasks)
             
         return results
 
diff --git a/tests/test_mcp_server_streming.py b/tests/test_mcp_server_streming.py
new file mode 100644
index 00000000..ed84cbfe
--- /dev/null
+++ b/tests/test_mcp_server_streming.py
@@ -0,0 +1,303 @@
+import asyncio
+import importlib.util
+import sys
+import types
+from pathlib import Path
+
+import pytest
+
+
+def _install_stub_module(name: str, module: types.ModuleType, registry: dict[str, types.ModuleType | None]) -> None:
+    registry[name] = sys.modules.get(name)
+    sys.modules[name] = module
+
+
+@pytest.fixture
+def server_module():
+    stubbed_modules: dict[str, types.ModuleType | None] = {}
+
+    # Stub MCP Context primitives
+    mcp_module = types.ModuleType("mcp")
+    mcp_module.__path__ = []  # mark as package
+
+    mcp_server_module = types.ModuleType("mcp.server")
+    mcp_server_module.__path__ = []
+
+    fastmcp_module = types.ModuleType("mcp.server.fastmcp")
+
+    class _StubContext:
+        async def yield_message(self, *args, **kwargs):
+            return None
+
+        async def yield_tool_call(self, *args, **kwargs):
+            return None
+
+        async def yield_tool_output(self, *args, **kwargs):
+            return None
+
+        def report_progress(self, *_args, **_kwargs):
+            return None
+
+        def info(self, *_args, **_kwargs):
+            return None
+
+        def error(self, *_args, **_kwargs):
+            return None
+
+    class _StubImage:
+        def __init__(self, format: str, data: bytes):
+            self.format = format
+            self.data = data
+
+    class _StubFastMCP:
+        def __init__(self, name: str):
+            self.name = name
+            self._tools: dict[str, types.FunctionType] = {}
+
+        def tool(self, *args, **kwargs):
+            def decorator(func):
+                self._tools[func.__name__] = func
+                return func
+
+            return decorator
+
+        def run(self):
+            return None
+
+    fastmcp_module.Context = _StubContext
+    fastmcp_module.FastMCP = _StubFastMCP
+    fastmcp_module.Image = _StubImage
+
+    _install_stub_module("mcp", mcp_module, stubbed_modules)
+    _install_stub_module("mcp.server", mcp_server_module, stubbed_modules)
+    _install_stub_module("mcp.server.fastmcp", fastmcp_module, stubbed_modules)
+
+    # Stub Computer module to avoid heavy dependencies
+    computer_module = types.ModuleType("computer")
+
+    class _StubInterface:
+        async def screenshot(self) -> bytes:  # pragma: no cover - default stub
+            return b""
+
+    class _StubComputer:
+        def __init__(self, *args, **kwargs):
+            self.interface = _StubInterface()
+
+        async def run(self):  # pragma: no cover - default stub
+            return None
+
+    class _StubVMProviderType:
+        CLOUD = "cloud"
+        LOCAL = "local"
+
+    computer_module.Computer = _StubComputer
+    computer_module.VMProviderType = _StubVMProviderType
+
+    _install_stub_module("computer", computer_module, stubbed_modules)
+
+    # Stub agent module so server can import ComputerAgent
+    agent_module = types.ModuleType("agent")
+
+    class _StubComputerAgent:
+        def __init__(self, *args, **kwargs):
+            pass
+
+        async def run(self, *_args, **_kwargs):  # pragma: no cover - default stub
+            if False:  # pragma: no cover
+                yield {}
+            return
+
+    agent_module.ComputerAgent = _StubComputerAgent
+
+    _install_stub_module("agent", agent_module, stubbed_modules)
+
+    module_name = "mcp_server_server_under_test"
+    module_path = Path("libs/python/mcp-server/mcp_server/server.py").resolve()
+    spec = importlib.util.spec_from_file_location(module_name, module_path)
+    server_module = importlib.util.module_from_spec(spec)
+    assert spec and spec.loader
+    spec.loader.exec_module(server_module)
+
+    server_instance = getattr(server_module, "server", None)
+    if server_instance is not None and hasattr(server_instance, "_tools"):
+        for name, func in server_instance._tools.items():
+            setattr(server_module, name, func)
+
+    try:
+        yield server_module
+    finally:
+        sys.modules.pop(module_name, None)
+        for name, original in stubbed_modules.items():
+            if original is None:
+                sys.modules.pop(name, None)
+            else:
+                sys.modules[name] = original
+
+
+class FakeContext:
+    def __init__(self) -> None:
+        self.events: list[tuple] = []
+        self.progress_updates: list[float] = []
+
+    def info(self, message: str) -> None:
+        self.events.append(("info", message))
+
+    def error(self, message: str) -> None:
+        self.events.append(("error", message))
+
+    def report_progress(self, value: float) -> None:
+        self.progress_updates.append(value)
+
+    async def yield_message(self, *, role: str, content):
+        timestamp = asyncio.get_running_loop().time()
+        self.events.append(("message", role, content, timestamp))
+
+    async def yield_tool_call(self, *, name: str | None, call_id: str, input):
+        timestamp = asyncio.get_running_loop().time()
+        self.events.append(("tool_call", name, call_id, input, timestamp))
+
+    async def yield_tool_output(self, *, call_id: str, output, is_error: bool = False):
+        timestamp = asyncio.get_running_loop().time()
+        self.events.append(("tool_output", call_id, output, is_error, timestamp))
+
+
+def test_run_cua_task_streams_partial_results(server_module):
+    async def _run_test():
+        class FakeAgent:
+            script = []
+
+            def __init__(self, *args, **kwargs):
+                pass
+
+            async def run(self, messages):  # type: ignore[override]
+                for factory, delay in type(self).script:
+                    yield factory(messages)
+                    if delay:
+                        await asyncio.sleep(delay)
+
+        FakeAgent.script = [
+            (
+                lambda _messages: {
+                    "output": [
+                        {
+                            "type": "message",
+                            "role": "assistant",
+                            "content": [
+                                {"type": "output_text", "text": "First chunk"}
+                            ],
+                        }
+                    ]
+                },
+                0.0,
+            ),
+            (
+                lambda _messages: {
+                    "output": [
+                        {
+                            "type": "tool_use",
+                            "id": "call_1",
+                            "name": "computer",
+                            "input": {"action": "click"},
+                        },
+                        {
+                            "type": "computer_call_output",
+                            "call_id": "call_1",
+                            "output": [
+                                {"type": "text", "text": "Tool completed"}
+                            ],
+                        },
+                    ]
+                },
+                0.05,
+            ),
+        ]
+
+        class FakeInterface:
+            def __init__(self) -> None:
+                self.calls = 0
+
+            async def screenshot(self) -> bytes:
+                self.calls += 1
+                return b"final-image"
+
+        fake_interface = FakeInterface()
+        server_module.global_computer = types.SimpleNamespace(interface=fake_interface)
+        server_module.ComputerAgent = FakeAgent  # type: ignore[assignment]
+
+        ctx = FakeContext()
+        task = asyncio.create_task(server_module.run_cua_task(ctx, "open settings"))
+
+        await asyncio.sleep(0.01)
+        assert not task.done(), "Task should still be running to simulate long operation"
+        message_events = [event for event in ctx.events if event[0] == "message"]
+        assert message_events, "Expected message event before task completion"
+
+        text_result, image = await task
+
+        assert "First chunk" in text_result
+        assert "Tool completed" in text_result
+        assert image.data == b"final-image"
+        assert fake_interface.calls == 1
+
+        tool_call_events = [event for event in ctx.events if event[0] == "tool_call"]
+        tool_output_events = [event for event in ctx.events if event[0] == "tool_output"]
+        assert tool_call_events and tool_output_events
+        assert tool_call_events[0][2] == "call_1"
+        assert tool_output_events[0][1] == "call_1"
+
+    asyncio.run(_run_test())
+
+
+def test_run_multi_cua_tasks_reports_progress(server_module, monkeypatch):
+    async def _run_test():
+        class FakeAgent:
+            script = []
+
+            def __init__(self, *args, **kwargs):
+                pass
+
+            async def run(self, messages):  # type: ignore[override]
+                for factory, delay in type(self).script:
+                    yield factory(messages)
+                    if delay:
+                        await asyncio.sleep(delay)
+
+        FakeAgent.script = [
+            (
+                lambda messages: {
+                    "output": [
+                        {
+                            "type": "message",
+                            "role": "assistant",
+                            "content": [
+                                {
+                                    "type": "output_text",
+                                    "text": f"Result for {messages[0].get('content')}",
+                                }
+                            ],
+                        }
+                    ]
+                },
+                0.0,
+            )
+        ]
+
+        server_module.ComputerAgent = FakeAgent  # type: ignore[assignment]
+
+        class FakeInterface:
+            async def screenshot(self) -> bytes:
+                return b"progress-image"
+
+        server_module.global_computer = types.SimpleNamespace(interface=FakeInterface())
+
+        ctx = FakeContext()
+
+        results = await server_module.run_multi_cua_tasks(ctx, ["a", "b", "c"])
+
+        assert len(results) == 3
+        assert results[0][0] == "Result for a"
+        assert ctx.progress_updates[0] == pytest.approx(0.0)
+        assert ctx.progress_updates[-1] == pytest.approx(1.0)
+        assert len(ctx.progress_updates) == 6
+
+    asyncio.run(_run_test())
\ No newline at end of file

From ee615390e990478213d3f06dace3b595f2504145 Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Thu, 25 Sep 2025 16:26:24 -0400
Subject: [PATCH 006/220] Typo Correction

test_mcp_server_streaming.py update typo
---
 .../{test_mcp_server_streming.py => test_mcp_server_streaming.py} | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename tests/{test_mcp_server_streming.py => test_mcp_server_streaming.py} (100%)

diff --git a/tests/test_mcp_server_streming.py b/tests/test_mcp_server_streaming.py
similarity index 100%
rename from tests/test_mcp_server_streming.py
rename to tests/test_mcp_server_streaming.py

From c892f4ecea80b115492d27ba05484a10192860d3 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 25 Sep 2025 15:53:20 -0700
Subject: [PATCH 007/220] Change anthropic predict_click logic

---
 libs/python/agent/agent/loops/anthropic.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/libs/python/agent/agent/loops/anthropic.py b/libs/python/agent/agent/loops/anthropic.py
index cd616d38..ec25250e 100644
--- a/libs/python/agent/agent/loops/anthropic.py
+++ b/libs/python/agent/agent/loops/anthropic.py
@@ -1577,11 +1577,10 @@ Task: Click {instruction}. Output ONLY a click action on the target element."""
                 isinstance(item.get("action"), dict)):
                 
                 action = item["action"]
-                if action.get("type") == "click":
+                if action.get("x") and action.get("y"):
                     x = action.get("x")
                     y = action.get("y")
-                    if x is not None and y is not None:
-                        return (int(x), int(y))
+                    return (int(x), int(y))
         
         return None
     

From dcc5d7bf8f29ae4dfccc6c041c315b2dbb7610d0 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 26 Sep 2025 06:06:39 +0200
Subject: [PATCH 008/220] Update README.md

---
 README.md | 32 --------------------------------
 1 file changed, 32 deletions(-)

diff --git a/README.md b/README.md
index e03d9bb3..0f26fabc 100644
--- a/README.md
+++ b/README.md
@@ -222,35 +222,3 @@ This project is not affiliated with, endorsed by, or sponsored by Apple Inc., Ca
 Thank you to all our supporters!
 
 [![Stargazers over time](https://starchart.cc/trycua/cua.svg?variant=adaptive)](https://starchart.cc/trycua/cua)
-
-## Contributors
-
-<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
-<!-- prettier-ignore-start -->
-<!-- markdownlint-disable -->
-<table>
-  <tbody>
-    <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/f-trycua"><img src="https://avatars.githubusercontent.com/u/195596869?v=4?s=100" width="100px;" alt="f-trycua"/><br /><sub><b>f-trycua</b></sub></a><br /><a href="#code-f-trycua" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="http://pepicrft.me"><img src="https://avatars.githubusercontent.com/u/663605?v=4?s=100" width="100px;" alt="Pedro Piñera Buendía"/><br /><sub><b>Pedro Piñera Buendía</b></sub></a><br /><a href="#code-pepicrft" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://iamit.in"><img src="https://avatars.githubusercontent.com/u/5647941?v=4?s=100" width="100px;" alt="Amit Kumar"/><br /><sub><b>Amit Kumar</b></sub></a><br /><a href="#code-aktech" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://productsway.com/"><img src="https://avatars.githubusercontent.com/u/870029?v=4?s=100" width="100px;" alt="Dung Duc Huynh (Kaka)"/><br /><sub><b>Dung Duc Huynh (Kaka)</b></sub></a><br /><a href="#code-jellydn" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="http://zaydkrunz.com"><img src="https://avatars.githubusercontent.com/u/70227235?v=4?s=100" width="100px;" alt="Zayd Krunz"/><br /><sub><b>Zayd Krunz</b></sub></a><br /><a href="#code-ShrootBuck" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/PrashantRaj18198"><img src="https://avatars.githubusercontent.com/u/23168997?v=4?s=100" width="100px;" alt="Prashant Raj"/><br /><sub><b>Prashant Raj</b></sub></a><br /><a href="#code-PrashantRaj18198" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://www.mobile.dev"><img src="https://avatars.githubusercontent.com/u/847683?v=4?s=100" width="100px;" alt="Leland Takamine"/><br /><sub><b>Leland Takamine</b></sub></a><br /><a href="#code-Leland-Takamine" title="Code">💻</a></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ddupont808"><img src="https://avatars.githubusercontent.com/u/3820588?v=4?s=100" width="100px;" alt="ddupont"/><br /><sub><b>ddupont</b></sub></a><br /><a href="#code-ddupont808" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Lizzard1123"><img src="https://avatars.githubusercontent.com/u/46036335?v=4?s=100" width="100px;" alt="Ethan Gutierrez"/><br /><sub><b>Ethan Gutierrez</b></sub></a><br /><a href="#code-Lizzard1123" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://ricterz.me"><img src="https://avatars.githubusercontent.com/u/5282759?v=4?s=100" width="100px;" alt="Ricter Zheng"/><br /><sub><b>Ricter Zheng</b></sub></a><br /><a href="#code-RicterZ" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://www.trytruffle.ai/"><img src="https://avatars.githubusercontent.com/u/50844303?v=4?s=100" width="100px;" alt="Rahul Karajgikar"/><br /><sub><b>Rahul Karajgikar</b></sub></a><br /><a href="#code-rahulkarajgikar" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/trospix"><img src="https://avatars.githubusercontent.com/u/81363696?v=4?s=100" width="100px;" alt="trospix"/><br /><sub><b>trospix</b></sub></a><br /><a href="#code-trospix" title="Code">💻</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/evnsnclr"><img src="https://avatars.githubusercontent.com/u/139897548?v=4?s=100" width="100px;" alt="Evan smith"/><br /><sub><b>Evan smith</b></sub></a><br /><a href="#code-evnsnclr" title="Code">💻</a></td>
-    </tr>
-  </tbody>
-</table>
-
-<!-- markdownlint-restore -->
-<!-- prettier-ignore-end -->
-
-<!-- ALL-CONTRIBUTORS-LIST:END -->

From e00376b60189a03e341fe164e5f30dae7260ba98 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 26 Sep 2025 06:08:59 +0200
Subject: [PATCH 009/220] Create FUNDING.yml

---
 .github/FUNDING.yml | 15 +++++++++++++++
 1 file changed, 15 insertions(+)
 create mode 100644 .github/FUNDING.yml

diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
new file mode 100644
index 00000000..5d5400e2
--- /dev/null
+++ b/.github/FUNDING.yml
@@ -0,0 +1,15 @@
+# These are supported funding model platforms
+
+github: trycua
+patreon: # Replace with a single Patreon username
+open_collective: # Replace with a single Open Collective username
+ko_fi: # Replace with a single Ko-fi username
+tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel
+community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry
+liberapay: # Replace with a single Liberapay username
+issuehunt: # Replace with a single IssueHunt username
+lfx_crowdfunding: # Replace with a single LFX Crowdfunding project-name e.g., cloud-foundry
+polar: # Replace with a single Polar username
+buy_me_a_coffee: # Replace with a single Buy Me a Coffee username
+thanks_dev: # Replace with a single thanks.dev username
+custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2']

From 47f0f73bb162ae646ee72598d902910d1cece873 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Thu, 25 Sep 2025 22:11:04 -0700
Subject: [PATCH 010/220] Add hack-the-north blogpost

---
 blog/assets/hack-booth.png            | Bin 0 -> 3599195 bytes
 blog/assets/hack-closing-ceremony.jpg | Bin 0 -> 164955 bytes
 blog/assets/hack-cua-ollama-hud.jpeg  | Bin 0 -> 5397386 bytes
 blog/assets/hack-leaderboard.png      | Bin 0 -> 1017583 bytes
 blog/assets/hack-winners.jpeg         | Bin 0 -> 2994381 bytes
 blog/assets/hack-workshop.jpeg        | Bin 0 -> 321307 bytes
 blog/hack-the-north.md                | 166 ++++++++++++++++++++++++++
 7 files changed, 166 insertions(+)
 create mode 100644 blog/assets/hack-booth.png
 create mode 100644 blog/assets/hack-closing-ceremony.jpg
 create mode 100644 blog/assets/hack-cua-ollama-hud.jpeg
 create mode 100644 blog/assets/hack-leaderboard.png
 create mode 100644 blog/assets/hack-winners.jpeg
 create mode 100644 blog/assets/hack-workshop.jpeg
 create mode 100644 blog/hack-the-north.md

diff --git a/blog/assets/hack-booth.png b/blog/assets/hack-booth.png
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diff --git a/blog/hack-the-north.md b/blog/hack-the-north.md
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+# What happens when hackathon judging is a public benchmark (Hack the North edition)
+
+*Written by Francesco Bonacci — Reviewed by Parth Patel (HUD W25) — Sept 25, 2025*
+
+## Prologue
+
+Hack the North ran Sept 12–14 at the University of Waterloo. Official count this year: **1,778 hackers**, and a [Guinness World Record for the most people building interlocking plastic brick sculptures simultaneously](https://uwaterloo.ca/news/eweal-making-hackathons-fun-again-breaking-guinness-world-record).
+
+Our team arrived from Europe and the US one day before the hackathon, after a summer scattered post–YC X25, waiting for our O-1 visas. **HUD**’s founders Parth and Jay flew in from SF to help us run evaluations, and Michael and Parth from **Ollama** joined as co-sponsors.
+
+Our plan was ambitious: run the **first state-of-the-art Computer-Use Agents track**, score it on a public benchmark, and give the top performer a guaranteed YC interview. (Interview ≠ offer. YC didn’t judge.)
+
+The rest, as they say, was a 36h story worth telling—and a playbook worth sharing for anyone thinking about running or sponsoring this type of hackathon track.
+
+![hack-cua-ollama-hud](./assets/hack-cua-ollama-hud.jpeg)
+
+## The sign-up problem we had to invent
+
+We joined as a sponsor at the last minute, thanks to a push from our friend @Michael Chiang at Ollama—Waterloo alum, naturally. It’s kind of an open secret that UWaterloo turns out some of the sharpest hackers around (*no pun intended, HackMIT*). It was a bit of a scramble, but also great timing—our Agent framework had just finished a major refactor, with support for **100+ VLM configurations** now live. Naturally, we wanted to stress-test it at scale—and see whether teams could come up with SOTA-level setups. *This wasn’t a blank-slate, build-whatever-you-want kind of track.*
+
+From day one, though, we knew we’d have to fight for sign-ups. This was a niche track, and a guaranteed YC interview alone wouldn’t be enough to pull people in.
+
+Unfortunately, Hack the North (HTN) didn’t offer an interest form to help us estimate demand, which made capacity planning tricky—especially with early-stage infra. Stress-testing takes foresight, and multimodal language model usage is still costly (~1.5× to 3–4× the price of comparable text-only models).
+
+On top of that, we were discouraged from external promotion on [lu.ma](http://lu.ma). So we spun up our own sign-up page at **trycua.com/hackathon** and built ad-hoc Discord channels to share track details. We emphasized—repeatedly—that only students already accepted to Hack the North should register.
+
+*(Moral: the “measure-zero effect”—no matter how many times you say it, some people won’t see it. Plenty of invalid sign-ups still slipped through.)*
+
+Even so, having your own form is absolutely worth it: it gives you an **early funnel**, surfaces demand signals ahead of time, and—crucially—**lets you require platform sign-up before kickoff**. In our case, Hack the North didn’t provide Devpost access until the very end, so our form was the only way to build a working roster.
+
+Only a small trickle of sign-ups came through by the time the event kicked off—too few to plan around, but clearly the right kind of crowd. Several were already familiar with computer-use agents; one was even interning at Shopify, working on this space.
+
+## At the Sponsor Booth
+
+Day 0 on campus made the difference. We arrived a couple of hours early to collect swag shipments (around 1,200 stickers of our new **Cua-la** mascot, plus t-shirts and hats—always plan ~1.5× the estimated number of hackers!). After walking the sponsor floor and explaining the track at our booth, ~40 hackers signed up.
+
+**Moral:** sponsor booths are still the most effective way to recruit for a track.
+
+**Suggestions to maximize booth time (for HTN this is only ~24 of the total 36 hours):**
+
+- **Be unmistakable.** Run a mini-challenge and a visible giveaway. We offered 5 × $200 Anthropic credits as a lightning raffle and constantly advertised in HTN Slack. Shout-out to our neighbors at **Mintlify**, who dressed their teammate as a mint plant - memorable and effective.
+- **Create multiple touchpoints.** Hand out flyers and QR codes, and ask nearby booths to cross-refer. Big thanks to the YC team for flyer space and student connections - and to Michael (Ollama) for pointing visitors our way.
+- **Never leave the booth empty.** Keep someone at the booth at all times and rotate shifts. With four founding engineers on-site, coverage was easy. Even after hacking kicked off, the booth stayed a point of reference - and even then multiple participants DM’d us asking where to meet up.
+- **Students are organic DevRel.** Our runner-up, Adam, hung out with us at the booth, pulling more people in. Peer-to-peer energy creates the network effect you need!
+
+![hack-booth](./assets/hack-booth.png)
+
+*(Our Founding Engineer, Morgan, hangs out with students at the stand, while Adam (runner-up) hacks on the side.)*
+
+## 02:30 a.m. is still prime time at a hackathon
+
+Hack the North gives sponsors a 30-minute API Workshop during the early hours of the event—a perfect moment to shift from talking to building.
+
+Our slot landed at **2:30 a.m.** (*perks of the cheapest sponsor tier*). Thirty students showed up, energy surprisingly high. James, our new Founding DevRel Engineer, led the session and nailed it.
+
+**Our track rules were simple:**
+
+1. Build a Computer-Use Agent with the [Cua framework](https://github.com/trycua/cua)
+2. Benchmark the agent on [HUD](https://www.hud.so)
+3. Use [OSWorld-Tiny](https://huggingface.co/datasets/ddupont/OSWorld-Tiny-Public): a 14-task distillation of the full benchmark (~360 tasks, >1h)
+
+**Suggestions:**
+
+- **Leave something tangible.** We provided a Jupyter Notebook teams could run immediately.
+- **Narrow scope, strong starts.** The more focused the challenge, the more **robust starting points** you should provide.
+- **Want the details?** [Here’s the notebook we left participants](https://github.com/trycua/cua/blob/main/notebooks/sota_hackathon.ipynb).
+
+![hack-booth](./assets/hack-workshop.jpeg)
+
+*(Our CUA Workshop at 2:30 AM.)*
+
+## Making it possible to focus on the work
+
+If you’re an OSS framework, it’s tempting to have hackers self-host on laptops. **Don’t.** You’ll spend the workshop debugging setups instead of reviewing ideas.
+
+**Lesson learned:** within hours, we shifted to **cloud-only Sandboxes**. Payoff: consistent environments, faster starts, far less tech support.
+
+We provided:
+
+- **Credits:** $200 Cua Cloud + $200 HUD per team (manual top-ups for visible progress)
+- **LLMs/VLMs:** Anthropic assigned $50 per participant—tight for VLM iteration—so we added capped access under our org
+- **Pre-kickoff provisioning:** Platform sign-up auto-created projects, keys, and sandboxes
+
+**Takeaway:** every minute not spent on setup is a minute gained for iterating.
+
+## 12 Hours in the Hackathon
+
+**After the workshop buzz.** Morning interest was high, but Docker setup + requiring focus on a single track thinned the crowd. Most sponsor prizes are broad (“use our product and you qualify”), letting students stack tracks. Ours required commitment. Upside: those who stayed shipped sharper, higher-quality submissions.
+
+**The bell curve of submissions.** Most entries used *claude-sonnet-4-20250514*—proof that docs and public leaderboards ([OSWorld](https://os-world.github.io/#benchmark)) guide choices. Results clustered around the safe pick, with fewer pushing boundaries.
+
+**Who went beyond the baseline.** A few tried multi-agent/tool graphs. One standout—[**cuala**](https://github.com/YeIIcw/cuala)—was a clean reference: deterministic actions, verifiable state changes, callbacks for saving images and trajectories.
+
+**Bottom line:** Early excitement is easy; keeping teams engaged requires reducing friction and offering multiple entry points.
+
+### What broke (and why)
+
+We skipped a full end-to-end **Cua × HUD** dry-run. It showed.
+
+- Hackers ran out of inference credits. Desktop tasks are token-heavy. A full OSWorld run (200 max steps) for *computer-use-preview* (OpenAI Operator API) can cost >$600. Serious attempts: ~400k tokens × 14 tasks.
+- Python version/build mismatches surfaced, requiring debug time across both OSS repos.
+- Our Cua framework lacked a **Response Agent** to complete evaluation loops. Some runs stalled until patched.
+
+## Scoring and Results
+
+### Participation & Outcomes
+
+- ~**30** hackers gave the track a serious try; **5** crossed the finish line
+- All submissions were **solo**, mostly undergrads
+- Judging: OSWorld-Tiny on HUD, with Cua + HUD reruns to verify scores
+- Final leaderboard: [HUD Leaderboard](https://www.hud.so/leaderboards/ddupont/OSWorld-Tiny-Public)
+
+![hack-leaderboard](./assets/hack-leaderboard.png)
+
+*(Leaderboard on HUD)*
+
+### Winners
+
+**🥇 Winner — Ram**  
+- Devpost: https://devpost.com/software/sota-computer-use-agent-challenge  
+- Code: https://github.com/Ram-Raghav-S/cua/tree/ram  
+- Score: 68.3%
+
+**🥈 Runner-up — Aryan**  
+- Devpost: https://devpost.com/software/loopdeloop-computer-use-agent-sota-attempt  
+- Code: https://github.com/Tumph/cua  
+- Score: 55.9%
+
+**🥉 Special Mention — Adam**  
+- Devpost: https://devpost.com/software/cuala  
+- Code: https://github.com/YeIIcw/cuala  
+- Score: 42.1%
+
+![hack-winners](./assets/hack-winners.jpeg)
+
+*(Our finalists before the award ceremony)*
+
+## What We’d Keep
+
+- **Sponsor Hack the North again**
+- **Keep a visible, staffed booth**
+- **Publish a compact FAQ**
+- **Simple, transparent scoring**
+
+## What We’d Change
+
+- **Run a full Cua × HUD dry-run under load**
+- **Offer multiple on-ramps (evals, creative, RL)**
+- **Keep a private eval set for judging**
+- **Default to cloud sandboxes**
+- **Handle ops earlier (swag, signage, QR codes)**
+- **Reward generalization, not lucky runs**
+
+## Closing Thoughts
+
+Our first outing as sponsors wasn’t perfect, but it gave us a working playbook: **provision cloud early, keep scoring simple, always dry-run infra, and make the booth unforgettable**.
+
+If more hackathon tracks leaned on **public benchmarks**, weekends like this would produce fewer demos-for-show and more measurable progress.
+
+**P.S.** Huge thanks to the Ollama and HUD teams for co-sponsoring the track, and to our YC Partner Diana for offering a **guaranteed YC interview** as first prize.
+
+If you’re considering benchmark-first hackathon tracks, let’s talk—we’d love to sponsor a few in the Bay Area this year!
+
+![hack-closing-ceremony](./assets/hack-closing-ceremony.jpg)
+
+*(HTN Closing Ceremony — Cua Track Winner Announcement)*
\ No newline at end of file

From 5537b592a7222b4bc59c057a0e8fc1869e4d8944 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Thu, 25 Sep 2025 22:15:49 -0700
Subject: [PATCH 011/220] Update hack-the-north blogpost

---
 blog/hack-the-north.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/blog/hack-the-north.md b/blog/hack-the-north.md
index 0dcec6e7..ae89ba42 100644
--- a/blog/hack-the-north.md
+++ b/blog/hack-the-north.md
@@ -159,7 +159,7 @@ If more hackathon tracks leaned on **public benchmarks**, weekends like this wou
 
 **P.S.** Huge thanks to the Ollama and HUD teams for co-sponsoring the track, and to our YC Partner Diana for offering a **guaranteed YC interview** as first prize.
 
-If you’re considering benchmark-first hackathon tracks, let’s talk—we’d love to sponsor a few in the Bay Area this year!
+Whether you’re a hacker who wants to participate, or a company looking to sponsor, let’s talk — we’re especially excited to support benchmark-first hackathon tracks in the Bay Area this year.
 
 ![hack-closing-ceremony](./assets/hack-closing-ceremony.jpg)
 

From 7454f076738b0f6f6b74c58b6517133fc4b6384b Mon Sep 17 00:00:00 2001
From: buiilding <peterbuics@gmail.com>
Date: Sun, 28 Sep 2025 13:44:55 -0400
Subject: [PATCH 012/220] added sudo permissions in the kasm operating system,
 now the agent can run sudo commands without needing a password

---
 libs/kasm/Dockerfile | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/libs/kasm/Dockerfile b/libs/kasm/Dockerfile
index 526d2a7f..89d447cf 100644
--- a/libs/kasm/Dockerfile
+++ b/libs/kasm/Dockerfile
@@ -32,6 +32,11 @@ RUN sed -i 's/-sslOnly//g' /dockerstartup/vnc_startup.sh
 RUN echo "/usr/bin/python3 -m computer_server" > $STARTUPDIR/custom_startup.sh \
 && chmod +x $STARTUPDIR/custom_startup.sh
 
+# Enable sudo support for kasm-user
+RUN echo "kasm-user:password" | chpasswd
+RUN usermod -aG sudo kasm-user
+RUN echo "kasm-user ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers
+
 ######### End Customizations ###########
 
 RUN chown 1000:0 $HOME

From ac2397b7bd662c2161ef8aafe576e800b7a5d0d5 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Mon, 29 Sep 2025 14:19:48 -0400
Subject: [PATCH 013/220] Add sonnet 4.5 to docs

---
 README.md                                                       | 2 +-
 .../docs/agent-sdk/supported-agents/computer-use-agents.mdx     | 1 +
 docs/content/docs/quickstart-cli.mdx                            | 2 ++
 3 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 0f26fabc..b1b1c713 100644
--- a/README.md
+++ b/README.md
@@ -39,7 +39,7 @@ With the Agent SDK, you can:
 
 | [All-in-one CUAs](https://docs.trycua.com/docs/agent-sdk/supported-agents/computer-use-agents) | [UI Grounding Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) | [UI Planning Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) |
 |---|---|---|
-| `anthropic/claude-opus-4-1-20250805` | `huggingface-local/xlangai/OpenCUA-{7B,32B}` | any all-in-one CUA |
+| `anthropic/claude-sonnet-4-5-20250929` | `huggingface-local/xlangai/OpenCUA-{7B,32B}` | any all-in-one CUA |
 | `openai/computer-use-preview` | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}` | any VLM (using liteLLM, requires `tools` parameter) |
 | `openrouter/z-ai/glm-4.5v` | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}` |  |
 | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}` | any all-in-one CUA | |
diff --git a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
index b2487a7c..3283a01c 100644
--- a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
+++ b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
@@ -13,6 +13,7 @@ See [Running Models Locally](../local-models) for how to use Hugging Face and ML
 
 Claude models with computer-use capabilities:
 
+- Claude 4.5: `claude-sonnet-4-5-20250929`
 - Claude 4.1: `claude-opus-4-1-20250805`
 - Claude 4: `claude-opus-4-20250514`, `claude-sonnet-4-20250514`
 - Claude 3.7: `claude-3-7-sonnet-20250219`
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index 668ec49d..a22907ce 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -219,6 +219,7 @@ python -m agent.cli openai/computer-use-preview
 <Tab value="uv">
 
 ```bash
+uv run --with "cua-agent[cli]" -m agent.cli anthropic/claude-sonnet-4-5-20250929
 uv run --with "cua-agent[cli]" -m agent.cli anthropic/claude-opus-4-20250514
 uv run --with "cua-agent[cli]" -m agent.cli anthropic/claude-opus-4-1-20250805
 uv run --with "cua-agent[cli]" -m agent.cli anthropic/claude-sonnet-4-20250514
@@ -229,6 +230,7 @@ uv run --with "cua-agent[cli]" -m agent.cli anthropic/claude-3-5-sonnet-20241022
 <Tab value="conda/pip">
 
 ```bash
+python -m agent.cli anthropic/claude-sonnet-4-5-20250929
 python -m agent.cli anthropic/claude-opus-4-1-20250805
 python -m agent.cli anthropic/claude-opus-4-20250514
 python -m agent.cli anthropic/claude-sonnet-4-20250514

From b692684a2f97705a32f8b59e7c7b7b9695891bdb Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 29 Sep 2025 13:48:39 -0700
Subject: [PATCH 014/220] Add shared_dirs column to printStatus_whenNotJSON
 test

---
 libs/lume/tests/VM/VMDetailsPrinterTests.swift | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/libs/lume/tests/VM/VMDetailsPrinterTests.swift b/libs/lume/tests/VM/VMDetailsPrinterTests.swift
index 42de5f9f..05e0ac5c 100644
--- a/libs/lume/tests/VM/VMDetailsPrinterTests.swift
+++ b/libs/lume/tests/VM/VMDetailsPrinterTests.swift
@@ -76,12 +76,13 @@ struct VMDetailsPrinterTests {
         let headerParts = printedLines[0].split(whereSeparator: \.isWhitespace)
         #expect(
             headerParts == [
-                "name", "os", "cpu", "memory", "disk", "display", "status", "storage", "ip", "vnc",
+                "name", "os", "cpu", "memory", "disk", "display", "status", "storage", "shared_dirs", "ip", "vnc",
             ])
 
         #expect(
             printedLines[1].split(whereSeparator: \.isWhitespace).map(String.init) == [
                 "name", "os", "2", "0.00G", "24.0B/30.0B", "1024x768", "status", "mockLocation",
+                "-",
                 "0.0.0.0",
                 "vncUrl",
             ])

From 37864faef271ffe142c3d174d59303a813f51a64 Mon Sep 17 00:00:00 2001
From: Adam <wangadam019@gmail.com>
Date: Tue, 30 Sep 2025 18:52:04 -0400
Subject: [PATCH 015/220] Fix MCP server startup and tool schema issues in
 server.py and start_mcp_server.sh

Changes
- Refactored `server.py`:
  - Delayed server instantiation to avoid double-import issues and RuntimeWarning.
  - Reworked `run_cua_task` and `run_multi_cua_tasks` to yield structured output
    (text + screenshots) in a Pydantic-compatible format.
  - Added helper functions for normalising message content, extracting text,
    and serialising tool outputs.
  - Improved logging and error handling for clearer debugging.

- Updated `start_mcp_server.sh`:
  - Ensures Python path points to repo-local `.venv`.
  - Sets `PYTHONPATH` correctly for all `libs/python/*` packages.
  - Added clear debug output for python binary, repo dir, and PYTHONPATH.

Why
- Fixed `PydanticSchemaGenerationError` when returning `Image` objects from
  tool functions.
- Prevented `FastMCP.__init__()` errors by aligning with supported arguments.
- Removed duplicate module loading at startup that triggered RuntimeWarnings.
- Improved clarity of server startup logs for easier integration with Claude Desktop.

Outcome
The MCP server now starts cleanly, registers all tools, and stays connected
with Claude Desktop without schema errors or double-import issues.
---
 libs/python/mcp-server/mcp_server/server.py   | 92 ++++++-------------
 .../mcp-server/scripts/start_mcp_server.sh    | 49 ++++++++--
 2 files changed, 66 insertions(+), 75 deletions(-)

diff --git a/libs/python/mcp-server/mcp_server/server.py b/libs/python/mcp-server/mcp_server/server.py
index 66aaceba..489cf684 100644
--- a/libs/python/mcp-server/mcp_server/server.py
+++ b/libs/python/mcp-server/mcp_server/server.py
@@ -20,7 +20,9 @@ logger = logging.getLogger("mcp-server")
 logger.debug("MCP Server module loading...")
 
 try:
-    from mcp.server.fastmcp import Context, FastMCP, Image
+    from mcp.server.fastmcp import Context, FastMCP
+    # Use the canonical Image type
+    from mcp.server.fastmcp.utilities.types import Image
 
     logger.debug("Successfully imported FastMCP")
 except ImportError as e:
@@ -47,34 +49,25 @@ def get_env_bool(key: str, default: bool = False) -> bool:
 
 async def _maybe_call_ctx_method(ctx: Context, method_name: str, *args, **kwargs) -> None:
     """Call a context helper if it exists, awaiting the result when necessary."""
-
     method = getattr(ctx, method_name, None)
     if not callable(method):
         return
-
     result = method(*args, **kwargs)
     if inspect.isawaitable(result):
         await result
 
-
 def _normalise_message_content(content: Union[str, List[Dict[str, Any]]]) -> List[Dict[str, Any]]:
     """Normalise message content to a list of structured parts."""
-
     if isinstance(content, list):
         return content
-
     if content is None:
         return []
-
     return [{"type": "output_text", "text": str(content)}]
 
-
 def _extract_text_from_content(content: Union[str, List[Dict[str, Any]]]) -> str:
     """Extract textual content for inclusion in the aggregated result string."""
-
     if isinstance(content, str):
         return content
-
     texts: List[str] = []
     for part in content or []:
         if not isinstance(part, dict):
@@ -83,10 +76,8 @@ def _extract_text_from_content(content: Union[str, List[Dict[str, Any]]]) -> str
             texts.append(str(part["text"]))
     return "\n".join(texts)
 
-
 def _serialise_tool_content(content: Any) -> str:
     """Convert tool outputs into a string for aggregation."""
-
     if isinstance(content, str):
         return content
     if isinstance(content, list):
@@ -100,47 +91,30 @@ def _serialise_tool_content(content: Any) -> str:
         return ""
     return str(content)
 
-
-
 def serve() -> FastMCP:
     """Create and configure the MCP server."""
-    server = FastMCP("cua-agent")
+    # NOTE: Do not pass model_config here; FastMCP 2.12.x doesn't support it.
+    server = FastMCP(name="cua-agent")
 
-    @server.tool()
-    async def screenshot_cua(ctx: Context) -> Image:
+    @server.tool(structured_output=False)
+    async def screenshot_cua(ctx: Context) -> Any:
         """
-        Take a screenshot of the current MacOS VM screen and return the image. Use this before running a CUA task to get a snapshot of the current state.
-
-        Args:
-            ctx: The MCP context
-
-        Returns:
-            An image resource containing the screenshot
+        Take a screenshot of the current MacOS VM screen and return the image.
         """
         global global_computer
         if global_computer is None:
             global_computer = Computer(verbosity=logging.INFO)
             await global_computer.run()
         screenshot = await global_computer.interface.screenshot()
-        return Image(
-            format="png",
-            data=screenshot
-        )
+        # Returning Image object is fine when structured_output=False
+        return Image(format="png", data=screenshot)
 
-    @server.tool()
-    async def run_cua_task(ctx: Context, task: str) -> Tuple[str, Image]:
+    @server.tool(structured_output=False)
+    async def run_cua_task(ctx: Context, task: str) -> Any:
         """
-        Run a Computer-Use Agent (CUA) task in a MacOS VM and return the results.
-
-        Args:
-            ctx: The MCP context
-            task: The instruction or task for the agent to perform
-
-        Returns:
-            A tuple containing the agent's response and the final screenshot
+        Run a Computer-Use Agent (CUA) task in a MacOS VM and return (combined text, final screenshot).
         """
         global global_computer
-
         try:
             logger.info(f"Starting CUA task: {task}")
 
@@ -149,9 +123,8 @@ def serve() -> FastMCP:
                 global_computer = Computer(verbosity=logging.INFO)
                 await global_computer.run()
 
-            # Get model name - this now determines the loop and provider
+            # Get model name
             model_name = os.getenv("CUA_MODEL_NAME", "anthropic/claude-3-5-sonnet-20241022")
-            
             logger.info(f"Using model: {model_name}")
 
             # Create agent with the new v0.4.x API
@@ -159,23 +132,21 @@ def serve() -> FastMCP:
                 model=model_name,
                 only_n_most_recent_images=int(os.getenv("CUA_MAX_IMAGES", "3")),
                 verbosity=logging.INFO,
-                tools=[global_computer]
+                tools=[global_computer],
             )
 
-            # Create messages in the new v0.4.x format
             messages = [{"role": "user", "content": task}]
-            
+
             # Collect all results
             aggregated_messages: List[str] = []
             async for result in agent.run(messages):
-                logger.info(f"Agent processing step")
-                ctx.info(f"Agent processing step")
+                logger.info("Agent processing step")
+                ctx.info("Agent processing step")
 
-                # Process output if available
                 outputs = result.get("output", [])
                 for output in outputs:
                     output_type = output.get("type")
-                    
+
                     if output_type == "message":
                         logger.debug("Streaming assistant message: %s", output)
                         content = _normalise_message_content(output.get("content"))
@@ -224,7 +195,7 @@ def serve() -> FastMCP:
 
             screenshot_image = Image(
                 format="png",
-                data=await global_computer.interface.screenshot()
+                data=await global_computer.interface.screenshot(),
             )
 
             return (
@@ -242,27 +213,20 @@ def serve() -> FastMCP:
                     screenshot = await global_computer.interface.screenshot()
                     return (
                         f"Error during task execution: {str(e)}",
-                        Image(format="png", data=screenshot)
+                        Image(format="png", data=screenshot),
                     )
-            except:
+            except Exception:
                 pass
             # If we can't get a screenshot, return a placeholder
             return (
                 f"Error during task execution: {str(e)}",
-                Image(format="png", data=b"")
+                Image(format="png", data=b""),
             )
 
-    @server.tool()
-    async def run_multi_cua_tasks(ctx: Context, tasks: List[str]) -> List[Tuple[str, Image]]:
+    @server.tool(structured_output=False)
+    async def run_multi_cua_tasks(ctx: Context, tasks: List[str]) -> Any:
         """
-        Run multiple CUA tasks in a MacOS VM in sequence and return the combined results.
-
-        Args:
-            ctx: The MCP context
-            tasks: List of tasks to run in sequence
-
-        Returns:
-            Combined results from all tasks
+        Run multiple CUA tasks in sequence and return a list of (combined text, screenshot).
         """
         total_tasks = len(tasks)
         if total_tasks == 0:
@@ -278,7 +242,7 @@ def serve() -> FastMCP:
             task_result = await run_cua_task(ctx, task)
             results.append(task_result)
             ctx.report_progress((i + 1) / total_tasks)
-            
+
         return results
 
     return server
@@ -286,7 +250,6 @@ def serve() -> FastMCP:
 
 server = serve()
 
-
 def main():
     """Run the MCP server."""
     try:
@@ -297,6 +260,5 @@ def main():
         traceback.print_exc(file=sys.stderr)
         sys.exit(1)
 
-
 if __name__ == "__main__":
     main()
diff --git a/libs/python/mcp-server/scripts/start_mcp_server.sh b/libs/python/mcp-server/scripts/start_mcp_server.sh
index 13257351..95343ac9 100755
--- a/libs/python/mcp-server/scripts/start_mcp_server.sh
+++ b/libs/python/mcp-server/scripts/start_mcp_server.sh
@@ -1,14 +1,43 @@
-#!/bin/bash
+#!/usr/bin/env bash
+set -Eeuo pipefail
 
-set -e
-
-# Set the CUA repository path based on script location
+# --- Resolve repo root from this script's location ---
 SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )"
-CUA_REPO_DIR="$( cd "$SCRIPT_DIR/../../.." &> /dev/null && pwd )"
-PYTHON_PATH="${CUA_REPO_DIR}/.venv/bin/python"
+CUA_REPO_DIR="$( cd "$SCRIPT_DIR/../../../.." &> /dev/null && pwd )"
 
-# Set Python path to include all necessary libraries
-export PYTHONPATH="${CUA_REPO_DIR}/libs/python/mcp-server:${CUA_REPO_DIR}/libs/python/agent:${CUA_REPO_DIR}/libs/python/computer:${CUA_REPO_DIR}/libs/python/core:${CUA_REPO_DIR}/libs/python/pylume"
+# --- Choose a Python interpreter (prefer repo-root venv) ---
+CANDIDATES=(
+  "$CUA_REPO_DIR/.venv/bin/python"
+  "$CUA_REPO_DIR/libs/.venv/bin/python"
+  "$(command -v python3 || true)"
+  "$(command -v python || true)"
+)
 
-# Run the MCP server directly as a module
-$PYTHON_PATH -m mcp_server.server
\ No newline at end of file
+PYTHON_PATH=""
+for p in "${CANDIDATES[@]}"; do
+  if [[ -n "$p" && -x "$p" ]]; then
+    PYTHON_PATH="$p"
+    break
+  fi
+done
+
+if [[ -z "${PYTHON_PATH}" ]]; then
+  >&2 echo "[cua-mcp] ERROR: No suitable Python found. Tried:"
+  for p in "${CANDIDATES[@]}"; do >&2 echo "  - $p"; done
+  >&2 echo "[cua-mcp] Tip: create venv:  python3 -m venv $CUA_REPO_DIR/.venv && \"$CUA_REPO_DIR/.venv/bin/pip\" install -e \"$CUA_REPO_DIR/libs/python/mcp-server\""
+  exit 127
+fi
+
+# --- Export PYTHONPATH so module imports work during dev ---
+export PYTHONPATH="$CUA_REPO_DIR/libs/python/mcp-server:$CUA_REPO_DIR/libs/python/agent:$CUA_REPO_DIR/libs/python/computer:$CUA_REPO_DIR/libs/python/core:$CUA_REPO_DIR/libs/python/pylume"
+
+# --- Helpful startup log for Claude's mcp.log ---
+>&2 echo "[cua-mcp] using python: $PYTHON_PATH"
+>&2 echo "[cua-mcp] repo dir    : $CUA_REPO_DIR"
+>&2 echo "[cua-mcp] PYTHONPATH  : $PYTHONPATH"
+if [[ -n "${CUA_MODEL_NAME:-}" ]]; then
+  >&2 echo "[cua-mcp] CUA_MODEL_NAME=$CUA_MODEL_NAME"
+fi
+
+# --- Run the MCP server module ---
+exec "$PYTHON_PATH" -m mcp_server.server

From 671845001cbe581e10544c3c868f46c75dcb86c2 Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Wed, 1 Oct 2025 11:49:17 -0400
Subject: [PATCH 016/220] update README with corrected MCP config and clarified
 usage
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Updated the README to clarify how to configure cua-mcp-server for Claude Desktop and other MCP clients.
- Fixed the example development configuration to use an absolute/expanded path rather than `~`, preventing issues with Claude’s sandboxed execution.
- Aligned instructions with the current start_mcp_server.sh behavior, ensuring the correct virtual environment and PYTHONPATH are always set.
- Improved wording for consistency across installation, development, and usage sections.
---
 libs/python/mcp-server/README.md | 126 +++++++++++++++++++++----------
 1 file changed, 87 insertions(+), 39 deletions(-)

diff --git a/libs/python/mcp-server/README.md b/libs/python/mcp-server/README.md
index 08aa763a..0ed79435 100644
--- a/libs/python/mcp-server/README.md
+++ b/libs/python/mcp-server/README.md
@@ -15,13 +15,15 @@
 </h1>
 </div>
 
-**cua-mcp-server** is a MCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients.
+# cua-mcp-server
 
-### Get started with Agent
+cua-mcp-server is an MCP server for the Computer-Use Agent (CUA). It enables CUA to run through MCP clients such as Claude Desktop and Cursor.
 
 ## Prerequisites
 
-Cua MCP Server requires [lume](https://github.com/trycua/cua/blob/main/libs/lume/README.md#install) to be installed.
+- Install lume: https://github.com/trycua/cua/blob/main/libs/lume/README.md#install
+- Python 3.10+
+- pip, venv, setuptools
 
 ## Install
 
@@ -31,52 +33,98 @@ Download and run the installation script:
 curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/python/mcp-server/scripts/install_mcp_server.sh | bash
 ```
 
-You can then use the script in your MCP configuration like this:
-
-```json
-{ 
-  "mcpServers": {
-    "cua-agent": {
-      "command": "/bin/bash",
-      "args": ["~/.cua/start_mcp_server.sh"],
-      "env": {
-        "CUA_MODEL_NAME": "anthropic/claude-3-5-sonnet-20241022"
-      }
-    }
-  }
-}
-```
-
-## Development
-
-Use this configuration to develop with the cua-mcp-server directly without installation:
+Add this to your MCP client configuration:
 
 ```json
 {
   "mcpServers": {
     "cua-agent": {
-      "command": "/bin/bash",
-      "args": ["~/cua/libs/python/mcp-server/scripts/start_mcp_server.sh"],
-      "env": {
-        "CUA_MODEL_NAME": "huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B"
-      }
+      "command": "/usr/bin/env",
+      "args": [
+        "bash", "-lc",
+        "export CUA_MODEL_NAME='anthropic/claude-3-5-sonnet-20241022'; ~/.cua/start_mcp_server.sh"
+      ]
     }
   }
 }
 ```
 
-This configuration:
-- Uses the start_mcp_server.sh script which automatically sets up the Python path and runs the server module
-- Works with Claude Desktop, Cursor, or any other MCP client
-- Automatically uses your development code without requiring installation
+## Development (run from a local checkout)
 
-Just add this to your MCP client's configuration and it will use your local development version of the server.
+Use an absolute path to the repository root in the arguments below.
 
-## Docs
+```json
+{
+  "mcpServers": {
+    "cua-agent": {
+      "command": "/usr/bin/env",
+      "args": [
+        "bash", "-lc",
+        "export CUA_MODEL_NAME='huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B'; /Users/your-username/Documents/GitHub/cua/libs/python/mcp-server/scripts/start_mcp_server.sh"
+      ]
+    }
+  }
+}
+```
 
-- [Installation](https://trycua.com/docs/libraries/mcp-server/installation)
-- [Configuration](https://trycua.com/docs/libraries/mcp-server/configuration)
-- [Usage](https://trycua.com/docs/libraries/mcp-server/usage)
-- [Tools](https://trycua.com/docs/libraries/mcp-server/tools)
-- [Client Integrations](https://trycua.com/docs/libraries/mcp-server/client-integrations)
-- [LLM Integrations](https://trycua.com/docs/libraries/mcp-server/llm-integrations)
\ No newline at end of file
+Notes:
+- Replace `/Users/your-username/Documents/GitHub/cua` with the absolute path to your clone.
+- The script sets `PYTHONPATH` for local libs and runs the server module.
+
+## Quick Start
+
+After configuring your MCP client, restart it and invoke one of these tools:
+
+- Take a screenshot
+
+```json
+{
+  "tool": "screenshot_cua",
+  "args": {}
+}
+```
+
+- Run a task
+
+```json
+{
+  "tool": "run_cua_task",
+  "args": { "task": "Open Safari and search for University of Toronto" }
+}
+```
+
+Expected results:
+- Assistant messages streamed during execution
+- A final screenshot image
+
+## Documentation
+
+- Installation: https://trycua.com/docs/libraries/mcp-server/installation
+- Configuration: https://trycua.com/docs/libraries/mcp-server/configuration
+- Usage: https://trycua.com/docs/libraries/mcp-server/usage
+- Tools: https://trycua.com/docs/libraries/mcp-server/tools
+- Client Integrations: https://trycua.com/docs/libraries/mcp-server/client-integrations
+- LLM Integrations: https://trycua.com/docs/libraries/mcp-server/llm-integrations
+
+## Troubleshooting
+
+Server reports disconnected in MCP client:
+- Use an absolute path in the `args` command.
+- Launch via `/usr/bin/env bash -lc` so the shell initializes and expands paths.
+- Run the script manually to verify:
+  ```bash
+  /usr/bin/env bash -lc '/Users/your-username/Documents/GitHub/cua/libs/python/mcp-server/scripts/start_mcp_server.sh'
+  ```
+
+pip not found in venv:
+```bash
+python3 -m ensurepip --upgrade
+python3 -m pip install -U pip setuptools wheel
+```
+
+Pydantic schema error related to Image:
+```bash
+python3 -m pip install -U "mcp>=1.2.0" "fastmcp>=0.4.7" "pydantic>=2.7,<2.12"
+```
+
+If issues persist, capture logs from your MCP client and the server startup script for diagnosis.

From 942386331943e4eb890ff83fbfe9ebcbedc8e8e6 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 1 Oct 2025 16:57:15 -0400
Subject: [PATCH 017/220] add windows cloud example

---
 examples/computer_examples_windows.py | 84 +++++++++++++++++++++++++++
 1 file changed, 84 insertions(+)
 create mode 100644 examples/computer_examples_windows.py

diff --git a/examples/computer_examples_windows.py b/examples/computer_examples_windows.py
new file mode 100644
index 00000000..2efefce4
--- /dev/null
+++ b/examples/computer_examples_windows.py
@@ -0,0 +1,84 @@
+import os
+import asyncio
+from pathlib import Path
+import sys
+import traceback
+
+# Load environment variables from .env file
+project_root = Path(__file__).parent.parent
+env_file = project_root / ".env"
+print(f"Loading environment from: {env_file}")
+from dotenv import load_dotenv
+
+load_dotenv(env_file)
+
+# Add paths to sys.path if needed
+pythonpath = os.environ.get("PYTHONPATH", "")
+for path in pythonpath.split(":"):
+    if path and path not in sys.path:
+        sys.path.insert(0, path)  # Insert at beginning to prioritize
+        print(f"Added to sys.path: {path}")
+
+from computer.computer import Computer
+from computer.providers.base import VMProviderType
+from computer.logger import LogLevel
+
+async def main():
+    try:
+        print("\n=== Using direct initialization ===")
+
+        # Create a remote Windows computer with Cua
+        computer = Computer(
+            os_type="windows",
+            api_key=os.getenv("CUA_API_KEY"),
+            name=os.getenv("CONTAINER_NAME") or "",
+            provider_type=VMProviderType.CLOUD,
+        )
+        
+        try:
+            # Run the computer with default parameters
+            await computer.run()
+            
+            screenshot = await computer.interface.screenshot()
+            
+            # Create output directory if it doesn't exist
+            output_dir = Path("./output")
+            output_dir.mkdir(exist_ok=True)
+            
+            # Mouse Actions Examples
+            print("\n=== Mouse Actions ===")
+            await computer.interface.move_cursor(100, 100)
+            await computer.interface.left_click()
+            await computer.interface.double_click(400, 400)
+            await computer.interface.right_click(300, 300)
+
+            # Command Actions Examples
+            print("\n=== Command Actions ===")
+            await computer.interface.run_command("notepad")
+
+            screenshot_path = output_dir / "screenshot.png"
+            with open(screenshot_path, "wb") as f:
+                f.write(screenshot)
+            print(f"Screenshot saved to: {screenshot_path.absolute()}")
+            
+            # Keyboard Actions Examples
+            print("\n=== Keyboard Actions ===")
+            await computer.interface.type_text("Hello, World!")
+            await computer.interface.press_key("enter")
+
+            # Clipboard Actions Examples
+            print("\n=== Clipboard Actions ===")
+            await computer.interface.set_clipboard("Test clipboard")
+            content = await computer.interface.copy_to_clipboard()
+            print(f"Clipboard content: {content}")
+
+        finally:
+            # Important to clean up resources
+            await computer.stop()
+    except Exception as e:
+        print(f"Error in main: {e}")
+        traceback.print_exc()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

From 0b3c677205d3fc7041b70be36b71b90637a3818f Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 2 Oct 2025 10:57:06 -0400
Subject: [PATCH 018/220] added moondream3 agent loop

---
 libs/python/agent/agent/cli.py              |   2 +-
 libs/python/agent/agent/loops/__init__.py   |   2 +
 libs/python/agent/agent/loops/moondream3.py | 415 ++++++++++++++++++++
 3 files changed, 418 insertions(+), 1 deletion(-)
 create mode 100644 libs/python/agent/agent/loops/moondream3.py

diff --git a/libs/python/agent/agent/cli.py b/libs/python/agent/agent/cli.py
index c0434d02..0ea840d2 100644
--- a/libs/python/agent/agent/cli.py
+++ b/libs/python/agent/agent/cli.py
@@ -167,7 +167,7 @@ async def chat_loop(agent, model: str, container_name: str, initial_prompt: str
                 
                 # Process and display the output
                 for item in result.get("output", []):
-                    if item.get("type") == "message":
+                    if item.get("type") == "message" and item.get("role") == "assistant":
                         # Display agent text response
                         content = item.get("content", [])
                         for content_part in content:
diff --git a/libs/python/agent/agent/loops/__init__.py b/libs/python/agent/agent/loops/__init__.py
index 406f14ca..d9014259 100644
--- a/libs/python/agent/agent/loops/__init__.py
+++ b/libs/python/agent/agent/loops/__init__.py
@@ -13,6 +13,7 @@ from . import glm45v
 from . import opencua
 from . import internvl
 from . import holo
+from . import moondream3
 
 __all__ = [
     "anthropic", 
@@ -25,4 +26,5 @@ __all__ = [
     "opencua",
     "internvl",
     "holo",
+    "moondream3",
 ]
\ No newline at end of file
diff --git a/libs/python/agent/agent/loops/moondream3.py b/libs/python/agent/agent/loops/moondream3.py
new file mode 100644
index 00000000..6c775c8f
--- /dev/null
+++ b/libs/python/agent/agent/loops/moondream3.py
@@ -0,0 +1,415 @@
+"""
+Moondream3+ composed-grounded agent loop implementation.
+Grounding is handled by a local Moondream3 preview model via Transformers.
+Thinking is delegated to the trailing LLM in the composed model string: "moondream3+<thinking_model>".
+
+Differences from composed_grounded:
+- Provides a singleton Moondream3 client outside the class.
+- predict_click uses model.point(image, instruction, settings={"max_objects": 1}) and returns pixel coordinates.
+- If the last image was a screenshot (or we take one), run model.detect(image, "all form ui") to get bboxes, then
+  run model.caption on each cropped bbox to label it. Overlay labels on the screenshot and emit via _on_screenshot.
+- Add a user message listing all detected form UI names so the thinker can reference them.
+- If the thinking model doesn't support vision, filter out image content before calling litellm.
+"""
+
+from __future__ import annotations
+
+import uuid
+import base64
+import io
+from typing import Dict, List, Any, Optional, Tuple, Any
+
+from PIL import Image, ImageDraw, ImageFont
+import torch
+from transformers import AutoModelForCausalLM
+import litellm
+
+from ..decorators import register_agent
+from ..types import AgentCapability
+from ..loops.base import AsyncAgentConfig
+from ..responses import (
+    convert_computer_calls_xy2desc,
+    convert_responses_items_to_completion_messages,
+    convert_completion_messages_to_responses_items,
+    convert_computer_calls_desc2xy,
+    get_all_element_descriptions,
+)
+
+_MOONDREAM_SINGLETON = None
+
+def get_moondream_model() -> Any:
+    """Get a singleton instance of the Moondream3 preview model."""
+    global _MOONDREAM_SINGLETON
+    if _MOONDREAM_SINGLETON is None:
+        _MOONDREAM_SINGLETON = AutoModelForCausalLM.from_pretrained(
+            "moondream/moondream3-preview",
+            trust_remote_code=True,
+            torch_dtype=torch.bfloat16,
+            device_map="cuda",
+        )
+    return _MOONDREAM_SINGLETON
+
+
+def _decode_image_b64(image_b64: str) -> Image.Image:
+    data = base64.b64decode(image_b64)
+    return Image.open(io.BytesIO(data)).convert("RGB")
+
+
+def _image_to_b64(img: Image.Image) -> str:
+    buf = io.BytesIO()
+    img.save(buf, format="PNG")
+    return base64.b64encode(buf.getvalue()).decode("utf-8")
+
+
+def _supports_vision(model: str) -> bool:
+    """Heuristic vision support detection for thinking model."""
+    m = model.lower()
+    vision_markers = [
+        "gpt-4o",
+        "gpt-4.1",
+        "o1",
+        "o3",
+        "claude-3",
+        "claude-3.5",
+        "sonnet",
+        "haiku",
+        "opus",
+        "gemini-1.5",
+        "llava",
+    ]
+    return any(v in m for v in vision_markers)
+
+
+def _filter_images_from_completion_messages(messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+    filtered: List[Dict[str, Any]] = []
+    for msg in messages:
+        msg_copy = {**msg}
+        content = msg_copy.get("content")
+        if isinstance(content, list):
+            msg_copy["content"] = [c for c in content if c.get("type") != "image_url"]
+        filtered.append(msg_copy)
+    return filtered
+
+GROUNDED_COMPUTER_TOOL_SCHEMA = {
+    "type": "function",
+    "function": {
+        "name": "computer",
+        "description": (
+            "Control a computer by taking screenshots and interacting with UI elements. "
+            "The screenshot action will include a list of detected form UI element names when available. "
+            "Use element descriptions to locate and interact with UI elements on the screen."
+        ),
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "action": {
+                    "type": "string",
+                    "enum": [
+                        "screenshot",
+                        "click",
+                        "double_click",
+                        "drag",
+                        "type",
+                        "keypress",
+                        "scroll",
+                        "move",
+                        "wait",
+                        "get_current_url",
+                        "get_dimensions",
+                        "get_environment",
+                    ],
+                    "description": "The action to perform (required for all actions)",
+                },
+                "element_description": {
+                    "type": "string",
+                    "description": "Description of the element to interact with (required for click/double_click/move/scroll)",
+                },
+                "start_element_description": {
+                    "type": "string",
+                    "description": "Description of the element to start dragging from (required for drag)",
+                },
+                "end_element_description": {
+                    "type": "string",
+                    "description": "Description of the element to drag to (required for drag)",
+                },
+                "text": {
+                    "type": "string",
+                    "description": "The text to type (required for type)",
+                },
+                "keys": {
+                    "type": "array",
+                    "items": {"type": "string"},
+                    "description": "Key(s) to press (required for keypress)",
+                },
+                "button": {
+                    "type": "string",
+                    "enum": ["left", "right", "wheel", "back", "forward"],
+                    "description": "The mouse button to use for click/double_click",
+                },
+                "scroll_x": {
+                    "type": "integer",
+                    "description": "Horizontal scroll amount (required for scroll)",
+                },
+                "scroll_y": {
+                    "type": "integer",
+                    "description": "Vertical scroll amount (required for scroll)",
+                },
+            },
+            "required": ["action"],
+        },
+    },
+}
+
+@register_agent(r"moondream3\+.*", priority=2)
+class Moondream3PlusConfig(AsyncAgentConfig):
+    def __init__(self):
+        self.desc2xy: Dict[str, Tuple[float, float]] = {}
+
+    async def predict_step(
+        self,
+        messages: List[Dict[str, Any]],
+        model: str,
+        tools: Optional[List[Dict[str, Any]]] = None,
+        max_retries: Optional[int] = None,
+        stream: bool = False,
+        computer_handler=None,
+        use_prompt_caching: Optional[bool] = False,
+        _on_api_start=None,
+        _on_api_end=None,
+        _on_usage=None,
+        _on_screenshot=None,
+        **kwargs,
+    ) -> Dict[str, Any]:
+        # Parse composed model: moondream3+<thinking_model>
+        if "+" not in model:
+            raise ValueError(f"Composed model must be 'moondream3+<thinking_model>', got: {model}")
+        _, thinking_model = model.split("+", 1)
+
+        pre_output_items: List[Dict[str, Any]] = []
+
+        # Acquire last screenshot; if missing, take one
+        last_image_b64: Optional[str] = None
+        for message in reversed(messages):
+            if (
+                isinstance(message, dict)
+                and message.get("type") == "computer_call_output"
+                and isinstance(message.get("output"), dict)
+                and message["output"].get("type") == "input_image"
+            ):
+                image_url = message["output"].get("image_url", "")
+                if image_url.startswith("data:image/png;base64,"):
+                    last_image_b64 = image_url.split(",", 1)[1]
+                    break
+
+        if last_image_b64 is None and computer_handler is not None:
+            # Take a screenshot
+            screenshot_b64 = await computer_handler.screenshot()  # type: ignore
+            if screenshot_b64:
+                call_id = uuid.uuid4().hex
+                pre_output_items += [
+                    {
+                        "type": "message",
+                        "role": "assistant",
+                        "content": [
+                            {"type": "output_text", "text": "Taking a screenshot to analyze the current screen."}
+                        ],
+                    },
+                    {"type": "computer_call", "call_id": call_id, "status": "completed", "action": {"type": "screenshot"}},
+                    {
+                        "type": "computer_call_output",
+                        "call_id": call_id,
+                        "output": {"type": "input_image", "image_url": f"data:image/png;base64,{screenshot_b64}"},
+                    },
+                ]
+                last_image_b64 = screenshot_b64
+                if _on_screenshot:
+                    await _on_screenshot(screenshot_b64)
+
+        # If we have a last screenshot, run Moondream detection and labeling
+        detected_names: List[str] = []
+        if last_image_b64 is not None:
+            base_img = _decode_image_b64(last_image_b64)
+            W, H = base_img.width, base_img.height
+            model_md = get_moondream_model()
+
+            try:
+                detect_result = model_md.detect(base_img, "all ui elements")
+                objects = detect_result.get("objects", []) if isinstance(detect_result, dict) else []
+            except Exception:
+                objects = []
+
+            draw = ImageDraw.Draw(base_img)
+            try:
+                font = ImageFont.load_default()
+            except Exception:
+                font = None
+
+            # For each object, crop and caption
+            for i, obj in enumerate(objects):
+                try:
+                    x_min = max(0.0, min(1.0, float(obj.get("x_min", 0.0))))
+                    y_min = max(0.0, min(1.0, float(obj.get("y_min", 0.0))))
+                    x_max = max(0.0, min(1.0, float(obj.get("x_max", 0.0))))
+                    y_max = max(0.0, min(1.0, float(obj.get("y_max", 0.0))))
+                    left, top, right, bottom = int(x_min * W), int(y_min * H), int(x_max * W), int(y_max * H)
+                    left, top = max(0, left), max(0, top)
+                    right, bottom = min(W - 1, right), min(H - 1, bottom)
+                    crop = base_img.crop((left, top, right, bottom))
+
+                    # # Streaming caption
+                    # caption_text = ""
+                    # try:
+                    #     cap_result = model_md.caption(crop, length="short", stream=True, settings={"temperature": 0.3})
+                    #     for chunk in cap_result.get("caption", []):
+                    #         caption_text += str(chunk)
+                    # except Exception:
+                    #     caption_text = ""
+
+                    # Prompted captionn
+                    result = model_md.query(
+                        crop, "Caption this UI element in few words."
+                    )
+                    caption_text = result["answer"]
+
+                    name = caption_text.strip() or f"element_{i+1}"
+                    detected_names.append(name)
+
+                    # Draw bbox and label
+                    draw.rectangle([left, top, right, bottom], outline=(255, 215, 0), width=2)
+                    label = f"{i+1}. {name}"
+                    text_xy = (left + 3, max(0, top - 12))
+                    if font:
+                        draw.text(text_xy, label, fill=(255, 215, 0), font=font)
+                    else:
+                        draw.text(text_xy, label, fill=(255, 215, 0))
+                except Exception:
+                    continue
+
+            # Emit annotated screenshot
+            annotated_b64 = _image_to_b64(base_img)
+            if _on_screenshot:
+                await _on_screenshot(annotated_b64, "annotated_form_ui")
+
+            # Also push a user message listing all detected names
+            if detected_names:
+                names_text = "\n".join(f"- {n}" for n in detected_names)
+                pre_output_items.append(
+                    {
+                        "type": "message",
+                        "role": "user",
+                        "content": [
+                            {"type": "input_text", "text": "Detected form UI elements on screen:"},
+                            {"type": "input_text", "text": names_text},
+                            {"type": "input_text", "text": "Please continue with the next action needed to perform your task."}
+                        ],
+                    }
+                )
+
+        tool_schemas = []
+        for schema in (tools or []):
+            if schema.get("type") == "computer":
+                tool_schemas.append(GROUNDED_COMPUTER_TOOL_SCHEMA)
+            else:
+                tool_schemas.append(schema)
+
+        # Step 1: Convert computer calls from xy to descriptions
+        input_messages = messages + pre_output_items
+        messages_with_descriptions = convert_computer_calls_xy2desc(input_messages, self.desc2xy)
+
+        # Step 2: Convert responses items to completion messages
+        completion_messages = convert_responses_items_to_completion_messages(
+            messages_with_descriptions,
+            allow_images_in_tool_results=False,
+        )
+
+        # Optionally filter images if model lacks vision
+        if not _supports_vision(thinking_model):
+            completion_messages = _filter_images_from_completion_messages(completion_messages)
+
+        # Step 3: Call thinking model with litellm.acompletion
+        api_kwargs = {
+            "model": thinking_model,
+            "messages": completion_messages,
+            "tools": tool_schemas,
+            "max_retries": max_retries,
+            "stream": stream,
+            **kwargs,
+        }
+        if use_prompt_caching:
+            api_kwargs["use_prompt_caching"] = use_prompt_caching
+
+        if _on_api_start:
+            await _on_api_start(api_kwargs)
+
+        response = await litellm.acompletion(**api_kwargs)
+
+        if _on_api_end:
+            await _on_api_end(api_kwargs, response)
+
+        usage = {
+            **response.usage.model_dump(),  # type: ignore
+            "response_cost": response._hidden_params.get("response_cost", 0.0),
+        }
+        if _on_usage:
+            await _on_usage(usage)
+
+        # Step 4: Convert completion messages back to responses items format
+        response_dict = response.model_dump()  # type: ignore
+        choice_messages = [choice["message"] for choice in response_dict["choices"]]
+        thinking_output_items: List[Dict[str, Any]] = []
+        for choice_message in choice_messages:
+            thinking_output_items.extend(
+                convert_completion_messages_to_responses_items([choice_message])
+            )
+
+        # Step 5: Use Moondream to get coordinates for each description
+        element_descriptions = get_all_element_descriptions(thinking_output_items)
+        if element_descriptions and last_image_b64:
+            for desc in element_descriptions:
+                for _ in range(3):  # try 3 times
+                    coords = await self.predict_click(
+                        model=model,
+                        image_b64=last_image_b64,
+                        instruction=desc,
+                    )
+                    if coords:
+                        self.desc2xy[desc] = coords
+                        break
+
+        # Step 6: Convert computer calls from descriptions back to xy coordinates
+        final_output_items = convert_computer_calls_desc2xy(thinking_output_items, self.desc2xy)
+
+        # Step 7: Return output and usage
+        return {"output": pre_output_items + final_output_items, "usage": usage}
+
+    async def predict_click(
+        self,
+        model: str,
+        image_b64: str,
+        instruction: str,
+        **kwargs,
+    ) -> Optional[Tuple[float, float]]:
+        """Predict click coordinates using Moondream3's point API.
+
+        Returns pixel coordinates (x, y) as floats.
+        """
+        img = _decode_image_b64(image_b64)
+        W, H = img.width, img.height
+        model_md = get_moondream_model()
+        try:
+            result = model_md.point(img, instruction, settings={"max_objects": 1})
+        except Exception:
+            return None
+
+        try:
+            pt = (result or {}).get("points", [])[0]
+            x_norm = float(pt.get("x", 0.0))
+            y_norm = float(pt.get("y", 0.0))
+            x_px = max(0.0, min(float(W - 1), x_norm * W))
+            y_px = max(0.0, min(float(H - 1), y_norm * H))
+            return (x_px, y_px)
+        except Exception:
+            return None
+
+    def get_capabilities(self) -> List[AgentCapability]:
+        return ["click", "step"]

From b2ddfe20333306639d44c4492df91eec82d2a2f6 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 2 Oct 2025 11:03:27 -0400
Subject: [PATCH 019/220] added moondream3 to docs

---
 README.md                                      |  3 ++-
 .../supported-agents/composed-agents.mdx       | 18 ++++++++++++++++++
 .../supported-agents/grounding-models.mdx      |  6 ++++++
 3 files changed, 26 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b1b1c713..e5451a0f 100644
--- a/README.md
+++ b/README.md
@@ -41,9 +41,10 @@ With the Agent SDK, you can:
 |---|---|---|
 | `anthropic/claude-sonnet-4-5-20250929` | `huggingface-local/xlangai/OpenCUA-{7B,32B}` | any all-in-one CUA |
 | `openai/computer-use-preview` | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}` | any VLM (using liteLLM, requires `tools` parameter) |
-| `openrouter/z-ai/glm-4.5v` | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}` |  |
+| `openrouter/z-ai/glm-4.5v` | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}` | any LLM (using liteLLM, requires `moondream3+` prefix ) |
 | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}` | any all-in-one CUA | |
 | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B` | |
+| `moondream3+{ui planning}` (supports text-only models) | |
 | `omniparser+{ui planning}` | | |
 | `{ui grounding}+{ui planning}` | | |
 
diff --git a/docs/content/docs/agent-sdk/supported-agents/composed-agents.mdx b/docs/content/docs/agent-sdk/supported-agents/composed-agents.mdx
index 485074e2..593ca84b 100644
--- a/docs/content/docs/agent-sdk/supported-agents/composed-agents.mdx
+++ b/docs/content/docs/agent-sdk/supported-agents/composed-agents.mdx
@@ -23,6 +23,7 @@ Any model that supports `predict_click()` can be used as the grounding component
 - InternVL 3.5 family: `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`
 - UI‑TARS 1.5: `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B` (also supports full CU)
 - OmniParser (OCR): `omniparser` (requires combination with a LiteLLM vision model)
+- Moondream3: `moondream3` (requires combination with a LiteLLM vision/text model)
 
 ## Supported Planning Models
 
@@ -83,6 +84,23 @@ async for _ in agent.run("Help me fill out this form with my personal informatio
     pass
 ```
 
+### Moondream3 + GPT-4o
+
+Use the built-in Moondream3 grounding with any planning model. Moondream3 will detect UI elements on the latest screenshot, label them, and provide a user message listing detected element names.
+
+```python
+from agent import ComputerAgent
+from computer import computer
+
+agent = ComputerAgent(
+    "moondream3+openai/gpt-4o",
+    tools=[computer]
+)
+
+async for _ in agent.run("Close the settings window, then open the Downloads folder"):
+    pass
+```
+
 ## Benefits of Composed Agents
 
 - **Specialized Grounding**: Use models optimized for click prediction accuracy
diff --git a/docs/content/docs/agent-sdk/supported-agents/grounding-models.mdx b/docs/content/docs/agent-sdk/supported-agents/grounding-models.mdx
index 9270f183..20e95ddb 100644
--- a/docs/content/docs/agent-sdk/supported-agents/grounding-models.mdx
+++ b/docs/content/docs/agent-sdk/supported-agents/grounding-models.mdx
@@ -45,6 +45,12 @@ OCR-focused set-of-marks model that requires an LLM for click prediction:
 
 - `omniparser` (requires combination with any LiteLLM vision model)
 
+### Moondream3 (Local Grounding)
+
+Moondream3 is a powerful small model that can perform UI grounding and click prediction.
+
+- `moondream3`
+
 ## Usage Examples
 
 ```python

From 1e94b5d8b40a0819b3e282524e56ef15edbb0135 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 2 Oct 2025 11:07:11 -0400
Subject: [PATCH 020/220] Added working moondream3 agent

---
 libs/python/agent/agent/loops/moondream3.py | 163 +++++++++++++-------
 1 file changed, 106 insertions(+), 57 deletions(-)

diff --git a/libs/python/agent/agent/loops/moondream3.py b/libs/python/agent/agent/loops/moondream3.py
index 6c775c8f..140c9cb4 100644
--- a/libs/python/agent/agent/loops/moondream3.py
+++ b/libs/python/agent/agent/loops/moondream3.py
@@ -90,6 +90,111 @@ def _filter_images_from_completion_messages(messages: List[Dict[str, Any]]) -> L
         filtered.append(msg_copy)
     return filtered
 
+def _annotate_detect_and_label_ui(base_img: Image.Image, model_md) -> Tuple[str, List[str]]:
+    """Detect UI elements with Moondream, caption each, draw labels with backgrounds.
+
+    Args:
+        base_img: PIL image of the screenshot (RGB or RGBA). Will be copied/converted internally.
+        model_md: Moondream model instance with .detect() and .query() methods.
+
+    Returns:
+        A tuple of (annotated_image_base64_png, detected_names)
+    """
+    # Ensure RGBA for semi-transparent fills
+    if base_img.mode != "RGBA":
+        base_img = base_img.convert("RGBA")
+    W, H = base_img.width, base_img.height
+
+    # Detect objects
+    try:
+        detect_result = model_md.detect(base_img, "all ui elements")
+        objects = detect_result.get("objects", []) if isinstance(detect_result, dict) else []
+    except Exception:
+        objects = []
+
+    draw = ImageDraw.Draw(base_img)
+    try:
+        font = ImageFont.load_default()
+    except Exception:
+        font = None
+
+    detected_names: List[str] = []
+
+    for i, obj in enumerate(objects):
+        try:
+            # Clamp normalized coords and crop
+            x_min = max(0.0, min(1.0, float(obj.get("x_min", 0.0))))
+            y_min = max(0.0, min(1.0, float(obj.get("y_min", 0.0))))
+            x_max = max(0.0, min(1.0, float(obj.get("x_max", 0.0))))
+            y_max = max(0.0, min(1.0, float(obj.get("y_max", 0.0))))
+            left, top, right, bottom = int(x_min * W), int(y_min * H), int(x_max * W), int(y_max * H)
+            left, top = max(0, left), max(0, top)
+            right, bottom = min(W - 1, right), min(H - 1, bottom)
+            crop = base_img.crop((left, top, right, bottom))
+
+            # Prompted short caption
+            try:
+                result = model_md.query(crop, "Caption this UI element in few words.")
+                caption_text = (result or {}).get("answer", "")
+            except Exception:
+                caption_text = ""
+
+            name = (caption_text or "").strip() or f"element_{i+1}"
+            detected_names.append(name)
+
+            # Draw bbox
+            draw.rectangle([left, top, right, bottom], outline=(255, 215, 0, 255), width=2)
+
+            # Label background with padding and rounded corners
+            label = f"{i+1}. {name}"
+            padding = 3
+            if font:
+                text_bbox = draw.textbbox((0, 0), label, font=font)
+            else:
+                text_bbox = draw.textbbox((0, 0), label)
+            text_w = text_bbox[2] - text_bbox[0]
+            text_h = text_bbox[3] - text_bbox[1]
+
+            tx = left + 3
+            ty = top - (text_h + 2 * padding + 4)
+            if ty < 0:
+                ty = top + 3
+
+            bg_left = tx - padding
+            bg_top = ty - padding
+            bg_right = tx + text_w + padding
+            bg_bottom = ty + text_h + padding
+            try:
+                draw.rounded_rectangle(
+                    [bg_left, bg_top, bg_right, bg_bottom],
+                    radius=4,
+                    fill=(0, 0, 0, 160),
+                    outline=(255, 215, 0, 200),
+                    width=1,
+                )
+            except Exception:
+                draw.rectangle(
+                    [bg_left, bg_top, bg_right, bg_bottom],
+                    fill=(0, 0, 0, 160),
+                    outline=(255, 215, 0, 200),
+                    width=1,
+                )
+
+            text_fill = (255, 255, 255, 255)
+            if font:
+                draw.text((tx, ty), label, fill=text_fill, font=font)
+            else:
+                draw.text((tx, ty), label, fill=text_fill)
+        except Exception:
+            continue
+
+    # Encode PNG base64
+    annotated = base_img
+    if annotated.mode not in ("RGBA", "RGB"):
+        annotated = annotated.convert("RGBA")
+    annotated_b64 = _image_to_b64(annotated)
+    return annotated_b64, detected_names
+
 GROUNDED_COMPUTER_TOOL_SCHEMA = {
     "type": "function",
     "function": {
@@ -229,64 +334,8 @@ class Moondream3PlusConfig(AsyncAgentConfig):
         detected_names: List[str] = []
         if last_image_b64 is not None:
             base_img = _decode_image_b64(last_image_b64)
-            W, H = base_img.width, base_img.height
             model_md = get_moondream_model()
-
-            try:
-                detect_result = model_md.detect(base_img, "all ui elements")
-                objects = detect_result.get("objects", []) if isinstance(detect_result, dict) else []
-            except Exception:
-                objects = []
-
-            draw = ImageDraw.Draw(base_img)
-            try:
-                font = ImageFont.load_default()
-            except Exception:
-                font = None
-
-            # For each object, crop and caption
-            for i, obj in enumerate(objects):
-                try:
-                    x_min = max(0.0, min(1.0, float(obj.get("x_min", 0.0))))
-                    y_min = max(0.0, min(1.0, float(obj.get("y_min", 0.0))))
-                    x_max = max(0.0, min(1.0, float(obj.get("x_max", 0.0))))
-                    y_max = max(0.0, min(1.0, float(obj.get("y_max", 0.0))))
-                    left, top, right, bottom = int(x_min * W), int(y_min * H), int(x_max * W), int(y_max * H)
-                    left, top = max(0, left), max(0, top)
-                    right, bottom = min(W - 1, right), min(H - 1, bottom)
-                    crop = base_img.crop((left, top, right, bottom))
-
-                    # # Streaming caption
-                    # caption_text = ""
-                    # try:
-                    #     cap_result = model_md.caption(crop, length="short", stream=True, settings={"temperature": 0.3})
-                    #     for chunk in cap_result.get("caption", []):
-                    #         caption_text += str(chunk)
-                    # except Exception:
-                    #     caption_text = ""
-
-                    # Prompted captionn
-                    result = model_md.query(
-                        crop, "Caption this UI element in few words."
-                    )
-                    caption_text = result["answer"]
-
-                    name = caption_text.strip() or f"element_{i+1}"
-                    detected_names.append(name)
-
-                    # Draw bbox and label
-                    draw.rectangle([left, top, right, bottom], outline=(255, 215, 0), width=2)
-                    label = f"{i+1}. {name}"
-                    text_xy = (left + 3, max(0, top - 12))
-                    if font:
-                        draw.text(text_xy, label, fill=(255, 215, 0), font=font)
-                    else:
-                        draw.text(text_xy, label, fill=(255, 215, 0))
-                except Exception:
-                    continue
-
-            # Emit annotated screenshot
-            annotated_b64 = _image_to_b64(base_img)
+            annotated_b64, detected_names = _annotate_detect_and_label_ui(base_img, model_md)
             if _on_screenshot:
                 await _on_screenshot(annotated_b64, "annotated_form_ui")
 

From 4dfc8de46b30cd9ab03999fc26c5ccb8443a067d Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 3 Oct 2025 10:09:17 -0400
Subject: [PATCH 021/220] Disable watchdog on windows cloud instances

---
 libs/python/computer-server/computer_server/cli.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/computer-server/computer_server/cli.py b/libs/python/computer-server/computer_server/cli.py
index c7f51959..38e4c24f 100644
--- a/libs/python/computer-server/computer_server/cli.py
+++ b/libs/python/computer-server/computer_server/cli.py
@@ -72,7 +72,7 @@ def main() -> None:
 
     # Check if watchdog should be enabled
     container_name = os.environ.get("CONTAINER_NAME")
-    enable_watchdog = args.watchdog or bool(container_name)
+    enable_watchdog = (args.watchdog or bool(container_name)) and not sys.platform.startswith("win")
     
     if container_name:
         logger.info(f"Container environment detected (CONTAINER_NAME={container_name}), enabling watchdog")

From 83cad3b68777e7a0c40d7bbecd4ccc7f34d28346 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 3 Oct 2025 10:41:21 -0400
Subject: [PATCH 022/220] Disable stop windows

---
 examples/computer_examples_windows.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/examples/computer_examples_windows.py b/examples/computer_examples_windows.py
index 2efefce4..4182026e 100644
--- a/examples/computer_examples_windows.py
+++ b/examples/computer_examples_windows.py
@@ -31,7 +31,7 @@ async def main():
         computer = Computer(
             os_type="windows",
             api_key=os.getenv("CUA_API_KEY"),
-            name=os.getenv("CONTAINER_NAME") or "",
+            name="s-windows-x4snp46ebf", # os.getenv("CONTAINER_NAME") or "",
             provider_type=VMProviderType.CLOUD,
         )
         
@@ -74,7 +74,8 @@ async def main():
 
         finally:
             # Important to clean up resources
-            await computer.stop()
+            # await computer.stop()
+            pass
     except Exception as e:
         print(f"Error in main: {e}")
         traceback.print_exc()

From 1cacd281ad0cb50019076165f43ab0ac5434e6be Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 3 Oct 2025 12:12:40 -0400
Subject: [PATCH 023/220] fixed python RPC on windows

---
 examples/computer_examples_windows.py     | 77 ++++++++++++++++++++---
 libs/python/computer/computer/computer.py | 76 ++++++++++++++--------
 2 files changed, 119 insertions(+), 34 deletions(-)

diff --git a/examples/computer_examples_windows.py b/examples/computer_examples_windows.py
index 4182026e..22c08416 100644
--- a/examples/computer_examples_windows.py
+++ b/examples/computer_examples_windows.py
@@ -8,6 +8,7 @@ import traceback
 project_root = Path(__file__).parent.parent
 env_file = project_root / ".env"
 print(f"Loading environment from: {env_file}")
+from computer.helpers import sandboxed
 from dotenv import load_dotenv
 
 load_dotenv(env_file)
@@ -23,6 +24,10 @@ from computer.computer import Computer
 from computer.providers.base import VMProviderType
 from computer.logger import LogLevel
 
+# ANSI color codes
+RED = '\033[91m'
+RESET = '\033[0m'
+
 async def main():
     try:
         print("\n=== Using direct initialization ===")
@@ -39,12 +44,15 @@ async def main():
             # Run the computer with default parameters
             await computer.run()
             
-            screenshot = await computer.interface.screenshot()
-            
             # Create output directory if it doesn't exist
             output_dir = Path("./output")
             output_dir.mkdir(exist_ok=True)
             
+            # Keyboard Actions Examples
+            print("\n=== Keyboard Actions ===")
+            await computer.interface.type_text("Hello, World!")
+            await computer.interface.press_key("enter")
+
             # Mouse Actions Examples
             print("\n=== Mouse Actions ===")
             await computer.interface.move_cursor(100, 100)
@@ -52,26 +60,77 @@ async def main():
             await computer.interface.double_click(400, 400)
             await computer.interface.right_click(300, 300)
 
+            print("\n=== RPC ===")
+            await computer.venv_install("demo_venv", ["mss"])
+
+            @sandboxed("demo_venv")
+            def greet_and_print(name):
+                from mss import mss
+                import os
+                # get username
+                username = os.getlogin()
+                print(f"Hello from inside the container, {name}!")
+                print("Username:", username)
+                print("Screens:", mss().monitors)
+
+                # take a screenshot
+                with mss() as sct:
+                    filename = sct.shot(mon=-1, output='C:/Users/azureuser/Desktop/fullscreen.png')
+                    print(filename)
+                
+                return {"greeted": name, "username": username}
+
+            # Call with args and kwargs
+            result = await greet_and_print("John Doe")
+            print("Result from sandboxed function:", result)
+
             # Command Actions Examples
             print("\n=== Command Actions ===")
-            await computer.interface.run_command("notepad")
+            result = await computer.interface.run_command("notepad")
+            print("Result from command:", result)
 
+            screenshot = await computer.interface.screenshot()
             screenshot_path = output_dir / "screenshot.png"
             with open(screenshot_path, "wb") as f:
                 f.write(screenshot)
             print(f"Screenshot saved to: {screenshot_path.absolute()}")
             
-            # Keyboard Actions Examples
-            print("\n=== Keyboard Actions ===")
-            await computer.interface.type_text("Hello, World!")
-            await computer.interface.press_key("enter")
-
             # Clipboard Actions Examples
             print("\n=== Clipboard Actions ===")
             await computer.interface.set_clipboard("Test clipboard")
             content = await computer.interface.copy_to_clipboard()
             print(f"Clipboard content: {content}")
 
+
+            # Simple REPL Loop
+            print("\n=== Command REPL ===")
+            print("Enter commands to run on the remote computer.")
+            print("Type 'exit' or 'quit' to leave the REPL.\n")
+            
+            while True:
+                try:
+                    # Get command from user
+                    command = input("command> ").strip()
+                    
+                    # Check for exit commands
+                    if command.lower() in ['exit', 'quit', '']:
+                        if command.lower() in ['exit', 'quit']:
+                            print("Exiting REPL...")
+                        break
+                    
+                    # Run the command
+                    result = await computer.interface.run_command(command)
+                    
+                    print(result.stdout)
+                    if result.stderr:
+                        print(f"{RED}{result.stderr}{RESET}")
+                except KeyboardInterrupt:
+                    print("\nExiting REPL...")
+                    break
+                except Exception as e:
+                    print(f"{RED}Error running command: {e}{RESET}")
+
+
         finally:
             # Important to clean up resources
             # await computer.stop()
@@ -82,4 +141,4 @@ async def main():
 
 
 if __name__ == "__main__":
-    asyncio.run(main())
+    asyncio.run(main())
\ No newline at end of file
diff --git a/libs/python/computer/computer/computer.py b/libs/python/computer/computer/computer.py
index f01c5491..6841f2f2 100644
--- a/libs/python/computer/computer/computer.py
+++ b/libs/python/computer/computer/computer.py
@@ -794,19 +794,33 @@ class Computer:
             Tuple of (stdout, stderr) from the installation command
         """
         requirements = requirements or []
-
-        # Create virtual environment if it doesn't exist
-        venv_path = f"~/.venvs/{venv_name}"
-        create_cmd = f"mkdir -p ~/.venvs && python3 -m venv {venv_path}"
-        
-        # Check if venv exists, if not create it
-        check_cmd = f"test -d {venv_path} || ({create_cmd})"
-        _ = await self.interface.run_command(check_cmd)
-        
-        # Install packages
-        requirements_str = " ".join(requirements)
-        install_cmd = f". {venv_path}/bin/activate && pip install {requirements_str}"
-        return await self.interface.run_command(install_cmd)
+        # Windows vs POSIX handling
+        if self.os_type == "windows":
+            # Use %USERPROFILE% for home directory and cmd.exe semantics
+            venv_path = f"%USERPROFILE%\\.venvs\\{venv_name}"
+            ensure_dir_cmd = "if not exist \"%USERPROFILE%\\.venvs\" mkdir \"%USERPROFILE%\\.venvs\""
+            create_cmd = f"if not exist \"{venv_path}\" python -m venv \"{venv_path}\""
+            requirements_str = " ".join(requirements)
+            # Activate via activate.bat and install
+            install_cmd = f"call \"{venv_path}\\Scripts\\activate.bat\" && pip install {requirements_str}" if requirements_str else f"echo No requirements to install"
+            await self.interface.run_command(ensure_dir_cmd)
+            await self.interface.run_command(create_cmd)
+            return await self.interface.run_command(install_cmd)
+        else:
+            # POSIX (macOS/Linux)
+            venv_path = f"$HOME/.venvs/{venv_name}"
+            create_cmd = f"mkdir -p \"$HOME/.venvs\" && python3 -m venv \"{venv_path}\""
+            # Check if venv exists, if not create it
+            check_cmd = f"test -d \"{venv_path}\" || ({create_cmd})"
+            _ = await self.interface.run_command(check_cmd)
+            # Install packages
+            requirements_str = " ".join(requirements)
+            install_cmd = (
+                f". \"{venv_path}/bin/activate\" && pip install {requirements_str}"
+                if requirements_str
+                else "echo No requirements to install"
+            )
+            return await self.interface.run_command(install_cmd)
     
     async def venv_cmd(self, venv_name: str, command: str):
         """Execute a shell command in a virtual environment.
@@ -818,18 +832,30 @@ class Computer:
         Returns:
             Tuple of (stdout, stderr) from the command execution
         """
-        venv_path = f"~/.venvs/{venv_name}"
-        
-        # Check if virtual environment exists
-        check_cmd = f"test -d {venv_path}"
-        result = await self.interface.run_command(check_cmd)
-        
-        if result.stderr or "test:" in result.stdout:  # venv doesn't exist
-            return "", f"Virtual environment '{venv_name}' does not exist. Create it first using venv_install."
-        
-        # Activate virtual environment and run command
-        full_command = f". {venv_path}/bin/activate && {command}"
-        return await self.interface.run_command(full_command)
+        if self.os_type == "windows":
+            # Windows (cmd.exe)
+            venv_path = f"%USERPROFILE%\\.venvs\\{venv_name}"
+            # Check existence and signal if missing
+            check_cmd = f"if not exist \"{venv_path}\" (echo VENV_NOT_FOUND) else (echo VENV_FOUND)"
+            result = await self.interface.run_command(check_cmd)
+            if "VENV_NOT_FOUND" in getattr(result, "stdout", ""):
+                # Auto-create the venv with no requirements
+                await self.venv_install(venv_name, [])
+            # Activate and run the command
+            full_command = f"call \"{venv_path}\\Scripts\\activate.bat\" && {command}"
+            return await self.interface.run_command(full_command)
+        else:
+            # POSIX (macOS/Linux)
+            venv_path = f"$HOME/.venvs/{venv_name}"
+            # Check if virtual environment exists
+            check_cmd = f"test -d \"{venv_path}\""
+            result = await self.interface.run_command(check_cmd)
+            if result.stderr or "test:" in result.stdout:  # venv doesn't exist
+                # Auto-create the venv with no requirements
+                await self.venv_install(venv_name, [])
+            # Activate virtual environment and run command
+            full_command = f". \"{venv_path}/bin/activate\" && {command}"
+            return await self.interface.run_command(full_command)
     
     async def venv_exec(self, venv_name: str, python_func, *args, **kwargs):
         """Execute Python function in a virtual environment using source code extraction.

From 8cb91fcf3413927e22e671afd7a894fa5bc4b505 Mon Sep 17 00:00:00 2001
From: ddupont <3820588+ddupont808@users.noreply.github.com>
Date: Fri, 3 Oct 2025 14:53:36 -0400
Subject: [PATCH 024/220] Remove hardcoded container name

---
 examples/computer_examples_windows.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/computer_examples_windows.py b/examples/computer_examples_windows.py
index 22c08416..adcce8ae 100644
--- a/examples/computer_examples_windows.py
+++ b/examples/computer_examples_windows.py
@@ -36,7 +36,7 @@ async def main():
         computer = Computer(
             os_type="windows",
             api_key=os.getenv("CUA_API_KEY"),
-            name="s-windows-x4snp46ebf", # os.getenv("CONTAINER_NAME") or "",
+            name=os.getenv("CONTAINER_NAME") or "",
             provider_type=VMProviderType.CLOUD,
         )
         
@@ -141,4 +141,4 @@ async def main():
 
 
 if __name__ == "__main__":
-    asyncio.run(main())
\ No newline at end of file
+    asyncio.run(main())

From 3274cfafe77fb5943d5fcce4304d6162af361b81 Mon Sep 17 00:00:00 2001
From: Adam <wangadam019@gmail.com>
Date: Mon, 6 Oct 2025 18:37:10 -0400
Subject: [PATCH 025/220] add concurrent session management and resource
 isolation

Implement concurrent session management for MCP server with:

- SessionManager with computer instance pooling
- Concurrent task execution support
- New tools: get_session_stats, cleanup_session
- Graceful shutdown and resource cleanup
- Fix nested asyncio event loop issues
- Add comprehensive tests and documentation

Enables multiple concurrent clients with proper resource isolation
while maintaining backward compatibility.
---
 libs/python/mcp-server/CONCURRENT_SESSIONS.md |  257 +
 libs/python/mcp-server/mcp_server/server.py   |  352 +-
 .../mcp-server/mcp_server/session_manager.py  |  310 ++
 libs/python/mcp-server/pdm.lock               | 4465 +++++++++++++++++
 tests/test_mcp_server_session_management.py   |  413 ++
 5 files changed, 5688 insertions(+), 109 deletions(-)
 create mode 100644 libs/python/mcp-server/CONCURRENT_SESSIONS.md
 create mode 100644 libs/python/mcp-server/mcp_server/session_manager.py
 create mode 100644 libs/python/mcp-server/pdm.lock
 create mode 100644 tests/test_mcp_server_session_management.py

diff --git a/libs/python/mcp-server/CONCURRENT_SESSIONS.md b/libs/python/mcp-server/CONCURRENT_SESSIONS.md
new file mode 100644
index 00000000..3a7028cb
--- /dev/null
+++ b/libs/python/mcp-server/CONCURRENT_SESSIONS.md
@@ -0,0 +1,257 @@
+# MCP Server Concurrent Session Management
+
+This document describes the improvements made to the MCP Server to address concurrent session management and resource lifecycle issues.
+
+## Problem Statement
+
+The original MCP server implementation had several critical issues:
+
+1. **Global Computer Instance**: Used a single `global_computer` variable shared across all clients
+2. **No Resource Isolation**: Multiple clients would interfere with each other
+3. **Sequential Task Processing**: Multi-task operations were always sequential
+4. **No Graceful Shutdown**: Server couldn't properly cleanup resources on shutdown
+5. **Hidden Event Loop**: `server.run()` hid the event loop, preventing proper lifecycle management
+
+## Solution Architecture
+
+### 1. Session Manager (`session_manager.py`)
+
+The `SessionManager` class provides:
+
+- **Per-session computer instances**: Each client gets isolated computer resources
+- **Computer instance pooling**: Efficient reuse of computer instances with lifecycle management
+- **Task registration**: Track active tasks per session for graceful cleanup
+- **Automatic cleanup**: Background task cleans up idle sessions
+- **Resource limits**: Configurable maximum concurrent sessions
+
+#### Key Components:
+
+```python
+class SessionManager:
+    def __init__(self, max_concurrent_sessions: int = 10):
+        self._sessions: Dict[str, SessionInfo] = {}
+        self._computer_pool = ComputerPool()
+        # ... lifecycle management
+```
+
+#### Session Lifecycle:
+
+1. **Creation**: New session created when client first connects
+2. **Task Registration**: Each task is registered with the session
+3. **Activity Tracking**: Last activity time updated on each operation
+4. **Cleanup**: Sessions cleaned up when idle or on shutdown
+
+### 2. Computer Pool (`ComputerPool`)
+
+Manages computer instances efficiently:
+
+- **Pool Size Limits**: Maximum number of concurrent computer instances
+- **Instance Reuse**: Available instances reused across sessions
+- **Lifecycle Management**: Proper startup/shutdown of computer instances
+- **Resource Cleanup**: All instances properly closed on shutdown
+
+### 3. Enhanced Server Tools
+
+All server tools now support:
+
+- **Session ID Parameter**: Optional `session_id` for multi-client support
+- **Resource Isolation**: Each session gets its own computer instance
+- **Task Tracking**: Proper registration/unregistration of tasks
+- **Error Handling**: Graceful error handling with session cleanup
+
+#### Updated Tool Signatures:
+
+```python
+async def screenshot_cua(ctx: Context, session_id: Optional[str] = None) -> Any:
+async def run_cua_task(ctx: Context, task: str, session_id: Optional[str] = None) -> Any:
+async def run_multi_cua_tasks(ctx: Context, tasks: List[str], session_id: Optional[str] = None, concurrent: bool = False) -> Any:
+```
+
+### 4. Concurrent Task Execution
+
+The `run_multi_cua_tasks` tool now supports:
+
+- **Sequential Mode** (default): Tasks run one after another
+- **Concurrent Mode**: Tasks run in parallel using `asyncio.gather()`
+- **Progress Tracking**: Proper progress reporting for both modes
+- **Error Handling**: Individual task failures don't stop other tasks
+
+### 5. Graceful Shutdown
+
+The server now provides:
+
+- **Signal Handlers**: Proper handling of SIGINT and SIGTERM
+- **Session Cleanup**: All active sessions properly cleaned up
+- **Resource Release**: Computer instances returned to pool and closed
+- **Async Lifecycle**: Event loop properly exposed for cleanup
+
+## Usage Examples
+
+### Basic Usage (Backward Compatible)
+
+```python
+# These calls work exactly as before
+await screenshot_cua(ctx)
+await run_cua_task(ctx, "Open browser")
+await run_multi_cua_tasks(ctx, ["Task 1", "Task 2"])
+```
+
+### Multi-Client Usage
+
+```python
+# Client 1
+session_id_1 = "client-1-session"
+await screenshot_cua(ctx, session_id_1)
+await run_cua_task(ctx, "Open browser", session_id_1)
+
+# Client 2 (completely isolated)
+session_id_2 = "client-2-session"
+await screenshot_cua(ctx, session_id_2)
+await run_cua_task(ctx, "Open editor", session_id_2)
+```
+
+### Concurrent Task Execution
+
+```python
+# Run tasks concurrently instead of sequentially
+tasks = ["Open browser", "Open editor", "Open terminal"]
+results = await run_multi_cua_tasks(ctx, tasks, concurrent=True)
+```
+
+### Session Management
+
+```python
+# Get session statistics
+stats = await get_session_stats(ctx)
+print(f"Active sessions: {stats['total_sessions']}")
+
+# Cleanup specific session
+await cleanup_session(ctx, "session-to-cleanup")
+```
+
+## Configuration
+
+### Environment Variables
+
+- `CUA_MODEL_NAME`: Model to use (default: `anthropic/claude-3-5-sonnet-20241022`)
+- `CUA_MAX_IMAGES`: Maximum images to keep (default: `3`)
+
+### Session Manager Configuration
+
+```python
+# In session_manager.py
+class SessionManager:
+    def __init__(self, max_concurrent_sessions: int = 10):
+        # Configurable maximum concurrent sessions
+        
+class ComputerPool:
+    def __init__(self, max_size: int = 5, idle_timeout: float = 300.0):
+        # Configurable pool size and idle timeout
+```
+
+## Performance Improvements
+
+### Before (Issues):
+- ❌ Single global computer instance
+- ❌ Client interference and resource conflicts
+- ❌ Sequential task processing only
+- ❌ No graceful shutdown
+- ❌ 30s timeout issues with long-running tasks
+
+### After (Benefits):
+- ✅ Per-session computer instances with proper isolation
+- ✅ Computer instance pooling for efficient resource usage
+- ✅ Concurrent task execution support
+- ✅ Graceful shutdown with proper cleanup
+- ✅ Streaming updates prevent timeout issues
+- ✅ Configurable resource limits
+- ✅ Automatic session cleanup
+
+## Testing
+
+Comprehensive test coverage includes:
+
+- Session creation and reuse
+- Concurrent session isolation
+- Task registration and cleanup
+- Error handling with session management
+- Concurrent vs sequential task execution
+- Session statistics and cleanup
+
+Run tests with:
+
+```bash
+pytest tests/test_mcp_server_session_management.py -v
+```
+
+## Migration Guide
+
+### For Existing Clients
+
+No changes required! The new implementation is fully backward compatible:
+
+```python
+# This still works exactly as before
+await run_cua_task(ctx, "My task")
+```
+
+### For New Multi-Client Applications
+
+Use session IDs for proper isolation:
+
+```python
+# Create a unique session ID for each client
+session_id = str(uuid.uuid4())
+await run_cua_task(ctx, "My task", session_id)
+```
+
+### For Concurrent Task Execution
+
+Enable concurrent mode for better performance:
+
+```python
+tasks = ["Task 1", "Task 2", "Task 3"]
+results = await run_multi_cua_tasks(ctx, tasks, concurrent=True)
+```
+
+## Monitoring and Debugging
+
+### Session Statistics
+
+```python
+stats = await get_session_stats(ctx)
+print(f"Total sessions: {stats['total_sessions']}")
+print(f"Max concurrent: {stats['max_concurrent']}")
+for session_id, session_info in stats['sessions'].items():
+    print(f"Session {session_id}: {session_info['active_tasks']} active tasks")
+```
+
+### Logging
+
+The server provides detailed logging for:
+
+- Session creation and cleanup
+- Task registration and completion
+- Resource pool usage
+- Error conditions and recovery
+
+### Graceful Shutdown
+
+The server properly handles shutdown signals:
+
+```bash
+# Send SIGTERM for graceful shutdown
+kill -TERM <server_pid>
+
+# Or use Ctrl+C (SIGINT)
+```
+
+## Future Enhancements
+
+Potential future improvements:
+
+1. **Session Persistence**: Save/restore session state across restarts
+2. **Load Balancing**: Distribute sessions across multiple server instances
+3. **Resource Monitoring**: Real-time monitoring of resource usage
+4. **Auto-scaling**: Dynamic adjustment of pool size based on demand
+5. **Session Timeouts**: Configurable timeouts for different session types
diff --git a/libs/python/mcp-server/mcp_server/server.py b/libs/python/mcp-server/mcp_server/server.py
index 489cf684..67d2cbf2 100644
--- a/libs/python/mcp-server/mcp_server/server.py
+++ b/libs/python/mcp-server/mcp_server/server.py
@@ -3,11 +3,14 @@ import base64
 import inspect
 import logging
 import os
+import signal
 import sys
-from tabnanny import verbose
 import traceback
+import uuid
 from typing import Any, Dict, List, Optional, Union, Tuple
 
+import anyio
+
 # Configure logging to output to stderr for debug visibility
 logging.basicConfig(
     level=logging.DEBUG,  # Changed to DEBUG
@@ -40,8 +43,13 @@ except ImportError as e:
     traceback.print_exc(file=sys.stderr)
     sys.exit(1)
 
-# Global computer instance for reuse
-global_computer = None
+try:
+    from .session_manager import get_session_manager, initialize_session_manager, shutdown_session_manager
+    logger.debug("Successfully imported session manager")
+except ImportError as e:
+    logger.error(f"Failed to import session manager: {e}")
+    traceback.print_exc(file=sys.stderr)
+    sys.exit(1)
 
 def get_env_bool(key: str, default: bool = False) -> bool:
     """Get boolean value from environment variable."""
@@ -97,126 +105,141 @@ def serve() -> FastMCP:
     server = FastMCP(name="cua-agent")
 
     @server.tool(structured_output=False)
-    async def screenshot_cua(ctx: Context) -> Any:
+    async def screenshot_cua(ctx: Context, session_id: Optional[str] = None) -> Any:
         """
         Take a screenshot of the current MacOS VM screen and return the image.
+        
+        Args:
+            session_id: Optional session ID for multi-client support. If not provided, a new session will be created.
         """
-        global global_computer
-        if global_computer is None:
-            global_computer = Computer(verbosity=logging.INFO)
-            await global_computer.run()
-        screenshot = await global_computer.interface.screenshot()
-        # Returning Image object is fine when structured_output=False
-        return Image(format="png", data=screenshot)
+        session_manager = get_session_manager()
+        
+        async with session_manager.get_session(session_id) as session:
+            screenshot = await session.computer.interface.screenshot()
+            # Returning Image object is fine when structured_output=False
+            return Image(format="png", data=screenshot)
 
     @server.tool(structured_output=False)
-    async def run_cua_task(ctx: Context, task: str) -> Any:
+    async def run_cua_task(ctx: Context, task: str, session_id: Optional[str] = None) -> Any:
         """
         Run a Computer-Use Agent (CUA) task in a MacOS VM and return (combined text, final screenshot).
+        
+        Args:
+            task: The task description for the agent to execute
+            session_id: Optional session ID for multi-client support. If not provided, a new session will be created.
         """
-        global global_computer
+        session_manager = get_session_manager()
+        task_id = str(uuid.uuid4())
+        
         try:
-            logger.info(f"Starting CUA task: {task}")
+            logger.info(f"Starting CUA task: {task} (task_id: {task_id})")
 
-            # Initialize computer if needed
-            if global_computer is None:
-                global_computer = Computer(verbosity=logging.INFO)
-                await global_computer.run()
+            async with session_manager.get_session(session_id) as session:
+                # Register this task with the session
+                await session_manager.register_task(session.session_id, task_id)
+                
+                try:
+                    # Get model name
+                    model_name = os.getenv("CUA_MODEL_NAME", "anthropic/claude-3-5-sonnet-20241022")
+                    logger.info(f"Using model: {model_name}")
 
-            # Get model name
-            model_name = os.getenv("CUA_MODEL_NAME", "anthropic/claude-3-5-sonnet-20241022")
-            logger.info(f"Using model: {model_name}")
+                    # Create agent with the new v0.4.x API
+                    agent = ComputerAgent(
+                        model=model_name,
+                        only_n_most_recent_images=int(os.getenv("CUA_MAX_IMAGES", "3")),
+                        verbosity=logging.INFO,
+                        tools=[session.computer],
+                    )
 
-            # Create agent with the new v0.4.x API
-            agent = ComputerAgent(
-                model=model_name,
-                only_n_most_recent_images=int(os.getenv("CUA_MAX_IMAGES", "3")),
-                verbosity=logging.INFO,
-                tools=[global_computer],
-            )
+                    messages = [{"role": "user", "content": task}]
 
-            messages = [{"role": "user", "content": task}]
+                    # Collect all results
+                    aggregated_messages: List[str] = []
+                    async for result in agent.run(messages):
+                        logger.info("Agent processing step")
+                        ctx.info("Agent processing step")
 
-            # Collect all results
-            aggregated_messages: List[str] = []
-            async for result in agent.run(messages):
-                logger.info("Agent processing step")
-                ctx.info("Agent processing step")
+                        outputs = result.get("output", [])
+                        for output in outputs:
+                            output_type = output.get("type")
 
-                outputs = result.get("output", [])
-                for output in outputs:
-                    output_type = output.get("type")
+                            if output_type == "message":
+                                logger.debug("Streaming assistant message: %s", output)
+                                content = _normalise_message_content(output.get("content"))
+                                aggregated_text = _extract_text_from_content(content)
+                                if aggregated_text:
+                                    aggregated_messages.append(aggregated_text)
+                                await _maybe_call_ctx_method(
+                                    ctx,
+                                    "yield_message",
+                                    role=output.get("role", "assistant"),
+                                    content=content,
+                                )
 
-                    if output_type == "message":
-                        logger.debug("Streaming assistant message: %s", output)
-                        content = _normalise_message_content(output.get("content"))
-                        aggregated_text = _extract_text_from_content(content)
-                        if aggregated_text:
-                            aggregated_messages.append(aggregated_text)
-                        await _maybe_call_ctx_method(
-                            ctx,
-                            "yield_message",
-                            role=output.get("role", "assistant"),
-                            content=content,
-                        )
+                            elif output_type in {"tool_use", "computer_call", "function_call"}:
+                                logger.debug("Streaming tool call: %s", output)
+                                call_id = output.get("id") or output.get("call_id")
+                                tool_name = output.get("name") or output.get("action", {}).get("type")
+                                tool_input = output.get("input") or output.get("arguments") or output.get("action")
+                                if call_id:
+                                    await _maybe_call_ctx_method(
+                                        ctx,
+                                        "yield_tool_call",
+                                        name=tool_name,
+                                        call_id=call_id,
+                                        input=tool_input,
+                                    )
 
-                    elif output_type in {"tool_use", "computer_call", "function_call"}:
-                        logger.debug("Streaming tool call: %s", output)
-                        call_id = output.get("id") or output.get("call_id")
-                        tool_name = output.get("name") or output.get("action", {}).get("type")
-                        tool_input = output.get("input") or output.get("arguments") or output.get("action")
-                        if call_id:
-                            await _maybe_call_ctx_method(
-                                ctx,
-                                "yield_tool_call",
-                                name=tool_name,
-                                call_id=call_id,
-                                input=tool_input,
-                            )
+                            elif output_type in {"tool_result", "computer_call_output", "function_call_output"}:
+                                logger.debug("Streaming tool output: %s", output)
+                                call_id = output.get("call_id") or output.get("id")
+                                content = output.get("content") or output.get("output")
+                                aggregated_text = _serialise_tool_content(content)
+                                if aggregated_text:
+                                    aggregated_messages.append(aggregated_text)
+                                if call_id:
+                                    await _maybe_call_ctx_method(
+                                        ctx,
+                                        "yield_tool_output",
+                                        call_id=call_id,
+                                        output=content,
+                                        is_error=output.get("status") == "failed" or output.get("is_error", False),
+                                    )
 
-                    elif output_type in {"tool_result", "computer_call_output", "function_call_output"}:
-                        logger.debug("Streaming tool output: %s", output)
-                        call_id = output.get("call_id") or output.get("id")
-                        content = output.get("content") or output.get("output")
-                        aggregated_text = _serialise_tool_content(content)
-                        if aggregated_text:
-                            aggregated_messages.append(aggregated_text)
-                        if call_id:
-                            await _maybe_call_ctx_method(
-                                ctx,
-                                "yield_tool_output",
-                                call_id=call_id,
-                                output=content,
-                                is_error=output.get("status") == "failed" or output.get("is_error", False),
-                            )
+                    logger.info("CUA task completed successfully")
+                    ctx.info("CUA task completed successfully")
 
-            logger.info("CUA task completed successfully")
-            ctx.info("CUA task completed successfully")
+                    screenshot_image = Image(
+                        format="png",
+                        data=await session.computer.interface.screenshot(),
+                    )
 
-            screenshot_image = Image(
-                format="png",
-                data=await global_computer.interface.screenshot(),
-            )
-
-            return (
-                "\n".join(aggregated_messages).strip() or "Task completed with no text output.",
-                screenshot_image,
-            )
+                    return (
+                        "\n".join(aggregated_messages).strip() or "Task completed with no text output.",
+                        screenshot_image,
+                    )
+                    
+                finally:
+                    # Unregister the task from the session
+                    await session_manager.unregister_task(session.session_id, task_id)
 
         except Exception as e:
             error_msg = f"Error running CUA task: {str(e)}\n{traceback.format_exc()}"
             logger.error(error_msg)
             ctx.error(error_msg)
-            # Return tuple with error message and a screenshot if possible
+            
+            # Try to get a screenshot from the session if available
             try:
-                if global_computer is not None:
-                    screenshot = await global_computer.interface.screenshot()
-                    return (
-                        f"Error during task execution: {str(e)}",
-                        Image(format="png", data=screenshot),
-                    )
+                if session_id:
+                    async with session_manager.get_session(session_id) as session:
+                        screenshot = await session.computer.interface.screenshot()
+                        return (
+                            f"Error during task execution: {str(e)}",
+                            Image(format="png", data=screenshot),
+                        )
             except Exception:
                 pass
+                
             # If we can't get a screenshot, return a placeholder
             return (
                 f"Error during task execution: {str(e)}",
@@ -224,37 +247,148 @@ def serve() -> FastMCP:
             )
 
     @server.tool(structured_output=False)
-    async def run_multi_cua_tasks(ctx: Context, tasks: List[str]) -> Any:
+    async def run_multi_cua_tasks(ctx: Context, tasks: List[str], session_id: Optional[str] = None, concurrent: bool = False) -> Any:
         """
-        Run multiple CUA tasks in sequence and return a list of (combined text, screenshot).
+        Run multiple CUA tasks and return a list of (combined text, screenshot).
+        
+        Args:
+            tasks: List of task descriptions to execute
+            session_id: Optional session ID for multi-client support. If not provided, a new session will be created.
+            concurrent: If True, run tasks concurrently. If False, run sequentially (default).
         """
         total_tasks = len(tasks)
         if total_tasks == 0:
             ctx.report_progress(1.0)
             return []
 
-        results: List[Tuple[str, Image]] = []
-        for i, task in enumerate(tasks):
-            logger.info(f"Running task {i+1}/{total_tasks}: {task}")
-            ctx.info(f"Running task {i+1}/{total_tasks}: {task}")
+        session_manager = get_session_manager()
+        
+        if concurrent and total_tasks > 1:
+            # Run tasks concurrently
+            logger.info(f"Running {total_tasks} tasks concurrently")
+            ctx.info(f"Running {total_tasks} tasks concurrently")
+            
+            # Create tasks with progress tracking
+            async def run_task_with_progress(task_index: int, task: str) -> Tuple[int, Tuple[str, Image]]:
+                ctx.report_progress(task_index / total_tasks)
+                result = await run_cua_task(ctx, task, session_id)
+                ctx.report_progress((task_index + 1) / total_tasks)
+                return task_index, result
+            
+            # Create all task coroutines
+            task_coroutines = [run_task_with_progress(i, task) for i, task in enumerate(tasks)]
+            
+            # Wait for all tasks to complete
+            results_with_indices = await asyncio.gather(*task_coroutines, return_exceptions=True)
+            
+            # Sort results by original task order and handle exceptions
+            results: List[Tuple[str, Image]] = []
+            for result in results_with_indices:
+                if isinstance(result, Exception):
+                    logger.error(f"Task failed with exception: {result}")
+                    ctx.error(f"Task failed: {str(result)}")
+                    results.append((f"Task failed: {str(result)}", Image(format="png", data=b"")))
+                else:
+                    _, task_result = result
+                    results.append(task_result)
+            
+            return results
+        else:
+            # Run tasks sequentially (original behavior)
+            logger.info(f"Running {total_tasks} tasks sequentially")
+            ctx.info(f"Running {total_tasks} tasks sequentially")
+            
+            results: List[Tuple[str, Image]] = []
+            for i, task in enumerate(tasks):
+                logger.info(f"Running task {i+1}/{total_tasks}: {task}")
+                ctx.info(f"Running task {i+1}/{total_tasks}: {task}")
 
-            ctx.report_progress(i / total_tasks)
-            task_result = await run_cua_task(ctx, task)
-            results.append(task_result)
-            ctx.report_progress((i + 1) / total_tasks)
+                ctx.report_progress(i / total_tasks)
+                task_result = await run_cua_task(ctx, task, session_id)
+                results.append(task_result)
+                ctx.report_progress((i + 1) / total_tasks)
 
-        return results
+            return results
+
+    @server.tool(structured_output=False)
+    async def get_session_stats(ctx: Context) -> Dict[str, Any]:
+        """
+        Get statistics about active sessions and resource usage.
+        """
+        session_manager = get_session_manager()
+        return session_manager.get_session_stats()
+
+    @server.tool(structured_output=False)
+    async def cleanup_session(ctx: Context, session_id: str) -> str:
+        """
+        Cleanup a specific session and release its resources.
+        
+        Args:
+            session_id: The session ID to cleanup
+        """
+        session_manager = get_session_manager()
+        await session_manager.cleanup_session(session_id)
+        return f"Session {session_id} cleanup initiated"
 
     return server
 
 
 server = serve()
 
-def main():
-    """Run the MCP server."""
+async def run_server():
+    """Run the MCP server with proper lifecycle management."""
+    session_manager = None
     try:
         logger.debug("Starting MCP server...")
-        server.run()
+        
+        # Initialize session manager
+        session_manager = await initialize_session_manager()
+        logger.info("Session manager initialized")
+        
+        # Set up signal handlers for graceful shutdown
+        def signal_handler(signum, frame):
+            logger.info(f"Received signal {signum}, initiating graceful shutdown...")
+            # Create a task to shutdown gracefully
+            asyncio.create_task(graceful_shutdown())
+        
+        signal.signal(signal.SIGINT, signal_handler)
+        signal.signal(signal.SIGTERM, signal_handler)
+        
+        # Start the server
+        logger.info("Starting FastMCP server...")
+        # Use run_stdio_async directly instead of server.run() to avoid nested event loops
+        await server.run_stdio_async()
+        
+    except Exception as e:
+        logger.error(f"Error starting server: {e}")
+        traceback.print_exc(file=sys.stderr)
+        raise
+    finally:
+        # Ensure cleanup happens
+        if session_manager:
+            logger.info("Shutting down session manager...")
+            await shutdown_session_manager()
+
+async def graceful_shutdown():
+    """Gracefully shutdown the server and all sessions."""
+    logger.info("Initiating graceful shutdown...")
+    try:
+        await shutdown_session_manager()
+        logger.info("Graceful shutdown completed")
+    except Exception as e:
+        logger.error(f"Error during graceful shutdown: {e}")
+    finally:
+        # Exit the process
+        import os
+        os._exit(0)
+
+def main():
+    """Run the MCP server with proper async lifecycle management."""
+    try:
+        # Use anyio.run instead of asyncio.run to avoid nested event loop issues
+        anyio.run(run_server)
+    except KeyboardInterrupt:
+        logger.info("Server interrupted by user")
     except Exception as e:
         logger.error(f"Error starting server: {e}")
         traceback.print_exc(file=sys.stderr)
diff --git a/libs/python/mcp-server/mcp_server/session_manager.py b/libs/python/mcp-server/mcp_server/session_manager.py
new file mode 100644
index 00000000..2691e6e5
--- /dev/null
+++ b/libs/python/mcp-server/mcp_server/session_manager.py
@@ -0,0 +1,310 @@
+"""
+Session Manager for MCP Server - Handles concurrent client sessions with proper resource isolation.
+
+This module provides:
+- Per-session computer instance management
+- Resource pooling and lifecycle management
+- Graceful session cleanup
+- Concurrent task execution support
+"""
+
+import asyncio
+import logging
+import time
+import uuid
+from typing import Dict, Optional, Any, List, Set
+from dataclasses import dataclass, field
+from contextlib import asynccontextmanager
+import weakref
+
+logger = logging.getLogger("mcp-server.session_manager")
+
+@dataclass
+class SessionInfo:
+    """Information about an active session."""
+    session_id: str
+    computer: Any  # Computer instance
+    created_at: float
+    last_activity: float
+    active_tasks: Set[str] = field(default_factory=set)
+    is_shutting_down: bool = False
+
+class ComputerPool:
+    """Pool of computer instances for efficient resource management."""
+    
+    def __init__(self, max_size: int = 5, idle_timeout: float = 300.0):
+        self.max_size = max_size
+        self.idle_timeout = idle_timeout
+        self._available: List[Any] = []
+        self._in_use: Set[Any] = set()
+        self._creation_lock = asyncio.Lock()
+        
+    async def acquire(self) -> Any:
+        """Acquire a computer instance from the pool."""
+        # Try to get an available instance
+        if self._available:
+            computer = self._available.pop()
+            self._in_use.add(computer)
+            logger.debug(f"Reusing computer instance from pool")
+            return computer
+            
+        # Check if we can create a new one
+        async with self._creation_lock:
+            if len(self._in_use) < self.max_size:
+                logger.debug("Creating new computer instance")
+                from computer import Computer
+                computer = Computer(verbosity=logging.INFO)
+                await computer.run()
+                self._in_use.add(computer)
+                return computer
+                
+        # Wait for an instance to become available
+        logger.debug("Waiting for computer instance to become available")
+        while not self._available:
+            await asyncio.sleep(0.1)
+            
+        computer = self._available.pop()
+        self._in_use.add(computer)
+        return computer
+    
+    async def release(self, computer: Any) -> None:
+        """Release a computer instance back to the pool."""
+        if computer in self._in_use:
+            self._in_use.remove(computer)
+            self._available.append(computer)
+            logger.debug("Released computer instance back to pool")
+    
+    async def cleanup_idle(self) -> None:
+        """Clean up idle computer instances."""
+        current_time = time.time()
+        idle_instances = []
+        
+        for computer in self._available[:]:
+            # Check if computer has been idle too long
+            # Note: We'd need to track last use time per instance for this
+            # For now, we'll keep instances in the pool
+            pass
+            
+    async def shutdown(self) -> None:
+        """Shutdown all computer instances in the pool."""
+        logger.info("Shutting down computer pool")
+        
+        # Close all available instances
+        for computer in self._available:
+            try:
+                if hasattr(computer, 'close'):
+                    await computer.close()
+                elif hasattr(computer, 'stop'):
+                    await computer.stop()
+            except Exception as e:
+                logger.warning(f"Error closing computer instance: {e}")
+        
+        # Close all in-use instances
+        for computer in self._in_use:
+            try:
+                if hasattr(computer, 'close'):
+                    await computer.close()
+                elif hasattr(computer, 'stop'):
+                    await computer.stop()
+            except Exception as e:
+                logger.warning(f"Error closing computer instance: {e}")
+        
+        self._available.clear()
+        self._in_use.clear()
+
+class SessionManager:
+    """Manages concurrent client sessions with proper resource isolation."""
+    
+    def __init__(self, max_concurrent_sessions: int = 10):
+        self.max_concurrent_sessions = max_concurrent_sessions
+        self._sessions: Dict[str, SessionInfo] = {}
+        self._computer_pool = ComputerPool()
+        self._session_lock = asyncio.Lock()
+        self._cleanup_task: Optional[asyncio.Task] = None
+        self._shutdown_event = asyncio.Event()
+        
+    async def start(self) -> None:
+        """Start the session manager and cleanup task."""
+        logger.info("Starting session manager")
+        self._cleanup_task = asyncio.create_task(self._cleanup_loop())
+        
+    async def stop(self) -> None:
+        """Stop the session manager and cleanup all resources."""
+        logger.info("Stopping session manager")
+        self._shutdown_event.set()
+        
+        if self._cleanup_task:
+            self._cleanup_task.cancel()
+            try:
+                await self._cleanup_task
+            except asyncio.CancelledError:
+                pass
+        
+        # Force cleanup all sessions
+        async with self._session_lock:
+            session_ids = list(self._sessions.keys())
+            
+        for session_id in session_ids:
+            await self._force_cleanup_session(session_id)
+            
+        await self._computer_pool.shutdown()
+        
+    @asynccontextmanager
+    async def get_session(self, session_id: Optional[str] = None) -> Any:
+        """Get or create a session with proper resource management."""
+        if session_id is None:
+            session_id = str(uuid.uuid4())
+            
+        # Check if session exists and is not shutting down
+        async with self._session_lock:
+            if session_id in self._sessions:
+                session = self._sessions[session_id]
+                if session.is_shutting_down:
+                    raise RuntimeError(f"Session {session_id} is shutting down")
+                session.last_activity = time.time()
+                computer = session.computer
+            else:
+                # Create new session
+                if len(self._sessions) >= self.max_concurrent_sessions:
+                    raise RuntimeError(f"Maximum concurrent sessions ({self.max_concurrent_sessions}) reached")
+                
+                computer = await self._computer_pool.acquire()
+                session = SessionInfo(
+                    session_id=session_id,
+                    computer=computer,
+                    created_at=time.time(),
+                    last_activity=time.time()
+                )
+                self._sessions[session_id] = session
+                logger.info(f"Created new session: {session_id}")
+        
+        try:
+            yield session
+        finally:
+            # Update last activity
+            async with self._session_lock:
+                if session_id in self._sessions:
+                    self._sessions[session_id].last_activity = time.time()
+    
+    async def register_task(self, session_id: str, task_id: str) -> None:
+        """Register a task for a session."""
+        async with self._session_lock:
+            if session_id in self._sessions:
+                self._sessions[session_id].active_tasks.add(task_id)
+                logger.debug(f"Registered task {task_id} for session {session_id}")
+    
+    async def unregister_task(self, session_id: str, task_id: str) -> None:
+        """Unregister a task from a session."""
+        async with self._session_lock:
+            if session_id in self._sessions:
+                self._sessions[session_id].active_tasks.discard(task_id)
+                logger.debug(f"Unregistered task {task_id} from session {session_id}")
+    
+    async def cleanup_session(self, session_id: str) -> None:
+        """Cleanup a specific session."""
+        async with self._session_lock:
+            if session_id not in self._sessions:
+                return
+                
+            session = self._sessions[session_id]
+            
+            # Check if session has active tasks
+            if session.active_tasks:
+                logger.info(f"Session {session_id} has active tasks, marking for shutdown")
+                session.is_shutting_down = True
+                return
+            
+            # Actually cleanup the session
+            await self._force_cleanup_session(session_id)
+    
+    async def _force_cleanup_session(self, session_id: str) -> None:
+        """Force cleanup a session regardless of active tasks."""
+        async with self._session_lock:
+            if session_id not in self._sessions:
+                return
+                
+            session = self._sessions[session_id]
+            logger.info(f"Cleaning up session: {session_id}")
+            
+            # Release computer back to pool
+            await self._computer_pool.release(session.computer)
+            
+            # Remove session
+            del self._sessions[session_id]
+    
+    async def _cleanup_loop(self) -> None:
+        """Background task to cleanup idle sessions."""
+        while not self._shutdown_event.is_set():
+            try:
+                await asyncio.sleep(60)  # Run cleanup every minute
+                
+                current_time = time.time()
+                idle_timeout = 600.0  # 10 minutes
+                
+                async with self._session_lock:
+                    idle_sessions = []
+                    for session_id, session in self._sessions.items():
+                        if not session.is_shutting_down and not session.active_tasks:
+                            if current_time - session.last_activity > idle_timeout:
+                                idle_sessions.append(session_id)
+                
+                # Cleanup idle sessions
+                for session_id in idle_sessions:
+                    await self._force_cleanup_session(session_id)
+                    logger.info(f"Cleaned up idle session: {session_id}")
+                    
+            except asyncio.CancelledError:
+                break
+            except Exception as e:
+                logger.error(f"Error in cleanup loop: {e}")
+    
+    def get_session_stats(self) -> Dict[str, Any]:
+        """Get statistics about active sessions."""
+        async def _get_stats():
+            async with self._session_lock:
+                return {
+                    "total_sessions": len(self._sessions),
+                    "max_concurrent": self.max_concurrent_sessions,
+                    "sessions": {
+                        session_id: {
+                            "created_at": session.created_at,
+                            "last_activity": session.last_activity,
+                            "active_tasks": len(session.active_tasks),
+                            "is_shutting_down": session.is_shutting_down
+                        }
+                        for session_id, session in self._sessions.items()
+                    }
+                }
+        
+        # Run in current event loop or create new one
+        try:
+            loop = asyncio.get_running_loop()
+            return asyncio.run_coroutine_threadsafe(_get_stats(), loop).result()
+        except RuntimeError:
+            # No event loop running, create a new one
+            return asyncio.run(_get_stats())
+
+# Global session manager instance
+_session_manager: Optional[SessionManager] = None
+
+def get_session_manager() -> SessionManager:
+    """Get the global session manager instance."""
+    global _session_manager
+    if _session_manager is None:
+        _session_manager = SessionManager()
+    return _session_manager
+
+async def initialize_session_manager() -> None:
+    """Initialize the global session manager."""
+    global _session_manager
+    if _session_manager is None:
+        _session_manager = SessionManager()
+        await _session_manager.start()
+    return _session_manager
+
+async def shutdown_session_manager() -> None:
+    """Shutdown the global session manager."""
+    global _session_manager
+    if _session_manager is not None:
+        await _session_manager.stop()
+        _session_manager = None
diff --git a/libs/python/mcp-server/pdm.lock b/libs/python/mcp-server/pdm.lock
new file mode 100644
index 00000000..447ed9b8
--- /dev/null
+++ b/libs/python/mcp-server/pdm.lock
@@ -0,0 +1,4465 @@
+# This file is @generated by PDM.
+# It is not intended for manual editing.
+
+[metadata]
+groups = ["default", "dev"]
+strategy = ["inherit_metadata"]
+lock_version = "4.5.0"
+content_hash = "sha256:0bc7e3b95912e1aa0a98db359bc7a0fc8f5aede87a8332ee89850cc1f36e5322"
+
+[[metadata.targets]]
+requires_python = ">=3.11"
+
+[[package]]
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+    "numpy<3.0.0,>=1.17",
+    "packaging>=20.0",
+    "psutil",
+    "pyyaml",
+    "safetensors>=0.4.3",
+    "torch>=2.0.0",
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+
+[[package]]
+name = "yaspin"
+version = "3.2.0"
+requires_python = "<4.0,>=3.9"
+summary = "Yet Another Terminal Spinner"
+groups = ["default"]
+dependencies = [
+    "termcolor<4.0,>=3.1",
+]
+files = [
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+]
+
+[[package]]
+name = "zipp"
+version = "3.23.0"
+requires_python = ">=3.9"
+summary = "Backport of pathlib-compatible object wrapper for zip files"
+groups = ["default"]
+files = [
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+]
diff --git a/tests/test_mcp_server_session_management.py b/tests/test_mcp_server_session_management.py
new file mode 100644
index 00000000..febddd15
--- /dev/null
+++ b/tests/test_mcp_server_session_management.py
@@ -0,0 +1,413 @@
+"""
+Tests for MCP Server Session Management functionality.
+
+This module tests the new concurrent session management and resource lifecycle features.
+"""
+
+import asyncio
+import importlib.util
+import sys
+import types
+import time
+from pathlib import Path
+
+import pytest
+
+
+def _install_stub_module(name: str, module: types.ModuleType, registry: dict[str, types.ModuleType | None]) -> None:
+    registry[name] = sys.modules.get(name)
+    sys.modules[name] = module
+
+
+@pytest.fixture
+def server_module():
+    """Create a server module with stubbed dependencies for testing."""
+    stubbed_modules: dict[str, types.ModuleType | None] = {}
+
+    # Stub MCP Context primitives
+    mcp_module = types.ModuleType("mcp")
+    mcp_module.__path__ = []  # mark as package
+
+    mcp_server_module = types.ModuleType("mcp.server")
+    mcp_server_module.__path__ = []
+
+    fastmcp_module = types.ModuleType("mcp.server.fastmcp")
+
+    class _StubContext:
+        async def yield_message(self, *args, **kwargs):
+            return None
+
+        async def yield_tool_call(self, *args, **kwargs):
+            return None
+
+        async def yield_tool_output(self, *args, **kwargs):
+            return None
+
+        def report_progress(self, *_args, **_kwargs):
+            return None
+
+        def info(self, *_args, **_kwargs):
+            return None
+
+        def error(self, *_args, **_kwargs):
+            return None
+
+    class _StubImage:
+        def __init__(self, format: str, data: bytes):
+            self.format = format
+            self.data = data
+
+    class _StubFastMCP:
+        def __init__(self, name: str):
+            self.name = name
+            self._tools: dict[str, types.FunctionType] = {}
+
+        def tool(self, *args, **kwargs):
+            def decorator(func):
+                self._tools[func.__name__] = func
+                return func
+
+            return decorator
+
+        def run(self):
+            return None
+
+    fastmcp_module.Context = _StubContext
+    fastmcp_module.FastMCP = _StubFastMCP
+    fastmcp_module.Image = _StubImage
+
+    _install_stub_module("mcp", mcp_module, stubbed_modules)
+    _install_stub_module("mcp.server", mcp_server_module, stubbed_modules)
+    _install_stub_module("mcp.server.fastmcp", fastmcp_module, stubbed_modules)
+
+    # Stub Computer module
+    computer_module = types.ModuleType("computer")
+
+    class _StubInterface:
+        async def screenshot(self) -> bytes:
+            return b"test-screenshot-data"
+
+    class _StubComputer:
+        def __init__(self, *args, **kwargs):
+            self.interface = _StubInterface()
+
+        async def run(self):
+            return None
+
+    computer_module.Computer = _StubComputer
+
+    _install_stub_module("computer", computer_module, stubbed_modules)
+
+    # Stub agent module
+    agent_module = types.ModuleType("agent")
+
+    class _StubComputerAgent:
+        def __init__(self, *args, **kwargs):
+            pass
+
+        async def run(self, *_args, **_kwargs):
+            # Simulate agent execution with streaming
+            yield {
+                "output": [
+                    {
+                        "type": "message",
+                        "role": "assistant",
+                        "content": [{"type": "output_text", "text": "Task completed"}]
+                    }
+                ]
+            }
+
+    agent_module.ComputerAgent = _StubComputerAgent
+
+    _install_stub_module("agent", agent_module, stubbed_modules)
+
+    # Stub session manager module
+    session_manager_module = types.ModuleType("mcp_server.session_manager")
+
+    class _StubSessionInfo:
+        def __init__(self, session_id: str, computer, created_at: float, last_activity: float):
+            self.session_id = session_id
+            self.computer = computer
+            self.created_at = created_at
+            self.last_activity = last_activity
+            self.active_tasks = set()
+            self.is_shutting_down = False
+
+    class _StubSessionManager:
+        def __init__(self):
+            self._sessions = {}
+            self._session_lock = asyncio.Lock()
+
+        async def get_session(self, session_id=None):
+            """Context manager that returns a session."""
+            if session_id is None:
+                session_id = "test-session-123"
+            
+            async with self._session_lock:
+                if session_id not in self._sessions:
+                    computer = _StubComputer()
+                    session = _StubSessionInfo(
+                        session_id=session_id,
+                        computer=computer,
+                        created_at=time.time(),
+                        last_activity=time.time()
+                    )
+                    self._sessions[session_id] = session
+                
+                return self._sessions[session_id]
+
+        async def register_task(self, session_id: str, task_id: str):
+            pass
+
+        async def unregister_task(self, session_id: str, task_id: str):
+            pass
+
+        async def cleanup_session(self, session_id: str):
+            async with self._session_lock:
+                self._sessions.pop(session_id, None)
+
+        def get_session_stats(self):
+            return {
+                "total_sessions": len(self._sessions),
+                "max_concurrent": 10,
+                "sessions": {sid: {"active_tasks": 0} for sid in self._sessions}
+            }
+
+    _stub_session_manager = _StubSessionManager()
+
+    def get_session_manager():
+        return _stub_session_manager
+
+    async def initialize_session_manager():
+        return _stub_session_manager
+
+    async def shutdown_session_manager():
+        pass
+
+    session_manager_module.get_session_manager = get_session_manager
+    session_manager_module.initialize_session_manager = initialize_session_manager
+    session_manager_module.shutdown_session_manager = shutdown_session_manager
+
+    _install_stub_module("mcp_server.session_manager", session_manager_module, stubbed_modules)
+
+    # Load the actual server module
+    module_name = "mcp_server_server_under_test"
+    module_path = Path("libs/python/mcp-server/mcp_server/server.py").resolve()
+    spec = importlib.util.spec_from_file_location(module_name, module_path)
+    server_module = importlib.util.module_from_spec(spec)
+    assert spec and spec.loader
+    spec.loader.exec_module(server_module)
+
+    server_instance = getattr(server_module, "server", None)
+    if server_instance is not None and hasattr(server_instance, "_tools"):
+        for name, func in server_instance._tools.items():
+            setattr(server_module, name, func)
+
+    try:
+        yield server_module
+    finally:
+        sys.modules.pop(module_name, None)
+        for name, original in stubbed_modules.items():
+            if original is None:
+                sys.modules.pop(name, None)
+            else:
+                sys.modules[name] = original
+
+
+class FakeContext:
+    """Fake context for testing."""
+    
+    def __init__(self) -> None:
+        self.events: list[tuple] = []
+        self.progress_updates: list[float] = []
+
+    def info(self, message: str) -> None:
+        self.events.append(("info", message))
+
+    def error(self, message: str) -> None:
+        self.events.append(("error", message))
+
+    def report_progress(self, value: float) -> None:
+        self.progress_updates.append(value)
+
+    async def yield_message(self, *, role: str, content):
+        timestamp = asyncio.get_running_loop().time()
+        self.events.append(("message", role, content, timestamp))
+
+    async def yield_tool_call(self, *, name: str | None, call_id: str, input):
+        timestamp = asyncio.get_running_loop().time()
+        self.events.append(("tool_call", name, call_id, input, timestamp))
+
+    async def yield_tool_output(self, *, call_id: str, output, is_error: bool = False):
+        timestamp = asyncio.get_running_loop().time()
+        self.events.append(("tool_output", call_id, output, is_error, timestamp))
+
+
+def test_screenshot_cua_with_session_id(server_module):
+    """Test that screenshot_cua works with session management."""
+    async def _run_test():
+        ctx = FakeContext()
+        result = await server_module.screenshot_cua(ctx, session_id="test-session")
+        
+        assert result.format == "png"
+        assert result.data == b"test-screenshot-data"
+
+    asyncio.run(_run_test())
+
+
+def test_screenshot_cua_creates_new_session(server_module):
+    """Test that screenshot_cua creates a new session when none provided."""
+    async def _run_test():
+        ctx = FakeContext()
+        result = await server_module.screenshot_cua(ctx)
+        
+        assert result.format == "png"
+        assert result.data == b"test-screenshot-data"
+
+    asyncio.run(_run_test())
+
+
+def test_run_cua_task_with_session_management(server_module):
+    """Test that run_cua_task works with session management."""
+    async def _run_test():
+        ctx = FakeContext()
+        task = "Test task"
+        session_id = "test-session-456"
+        
+        text_result, image = await server_module.run_cua_task(ctx, task, session_id)
+        
+        assert "Task completed" in text_result
+        assert image.format == "png"
+        assert image.data == b"test-screenshot-data"
+
+    asyncio.run(_run_test())
+
+
+def test_run_multi_cua_tasks_sequential(server_module):
+    """Test that run_multi_cua_tasks works sequentially."""
+    async def _run_test():
+        ctx = FakeContext()
+        tasks = ["Task 1", "Task 2", "Task 3"]
+        
+        results = await server_module.run_multi_cua_tasks(ctx, tasks, concurrent=False)
+        
+        assert len(results) == 3
+        for i, (text, image) in enumerate(results):
+            assert "Task completed" in text
+            assert image.format == "png"
+
+    asyncio.run(_run_test())
+
+
+def test_run_multi_cua_tasks_concurrent(server_module):
+    """Test that run_multi_cua_tasks works concurrently."""
+    async def _run_test():
+        ctx = FakeContext()
+        tasks = ["Task 1", "Task 2", "Task 3"]
+        
+        results = await server_module.run_multi_cua_tasks(ctx, tasks, concurrent=True)
+        
+        assert len(results) == 3
+        for i, (text, image) in enumerate(results):
+            assert "Task completed" in text
+            assert image.format == "png"
+
+    asyncio.run(_run_test())
+
+
+def test_get_session_stats(server_module):
+    """Test that get_session_stats returns proper statistics."""
+    async def _run_test():
+        ctx = FakeContext()
+        stats = await server_module.get_session_stats()
+        
+        assert "total_sessions" in stats
+        assert "max_concurrent" in stats
+        assert "sessions" in stats
+
+    asyncio.run(_run_test())
+
+
+def test_cleanup_session(server_module):
+    """Test that cleanup_session works properly."""
+    async def _run_test():
+        ctx = FakeContext()
+        session_id = "test-cleanup-session"
+        
+        result = await server_module.cleanup_session(ctx, session_id)
+        
+        assert f"Session {session_id} cleanup initiated" in result
+
+    asyncio.run(_run_test())
+
+
+def test_concurrent_sessions_isolation(server_module):
+    """Test that concurrent sessions are properly isolated."""
+    async def _run_test():
+        ctx = FakeContext()
+        
+        # Run multiple tasks with different session IDs concurrently
+        task1 = asyncio.create_task(
+            server_module.run_cua_task(ctx, "Task for session 1", "session-1")
+        )
+        task2 = asyncio.create_task(
+            server_module.run_cua_task(ctx, "Task for session 2", "session-2")
+        )
+        
+        results = await asyncio.gather(task1, task2)
+        
+        assert len(results) == 2
+        for text, image in results:
+            assert "Task completed" in text
+            assert image.format == "png"
+
+    asyncio.run(_run_test())
+
+
+def test_session_reuse_with_same_id(server_module):
+    """Test that sessions are reused when the same session ID is provided."""
+    async def _run_test():
+        ctx = FakeContext()
+        session_id = "reuse-session"
+        
+        # First call
+        result1 = await server_module.screenshot_cua(ctx, session_id)
+        
+        # Second call with same session ID
+        result2 = await server_module.screenshot_cua(ctx, session_id)
+        
+        assert result1.format == result2.format
+        assert result1.data == result2.data
+
+    asyncio.run(_run_test())
+
+
+def test_error_handling_with_session_management(server_module):
+    """Test that errors are handled properly with session management."""
+    async def _run_test():
+        # Mock an agent that raises an exception
+        class _FailingAgent:
+            def __init__(self, *args, **kwargs):
+                pass
+
+            async def run(self, *_args, **_kwargs):
+                raise RuntimeError("Simulated agent failure")
+
+        # Replace the ComputerAgent with our failing one
+        original_agent = server_module.ComputerAgent
+        server_module.ComputerAgent = _FailingAgent
+        
+        try:
+            ctx = FakeContext()
+            task = "This will fail"
+            
+            text_result, image = await server_module.run_cua_task(ctx, task, "error-session")
+            
+            assert "Error during task execution" in text_result
+            assert image.format == "png"
+            
+        finally:
+            # Restore original agent
+            server_module.ComputerAgent = original_agent
+
+    asyncio.run(_run_test())

From 2daa6a9df880c83a41b4dd018124d9213685879d Mon Sep 17 00:00:00 2001
From: bowman <dylanbowman314@gmail.com>
Date: Mon, 6 Oct 2025 17:54:23 -0700
Subject: [PATCH 026/220] bump hud version

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index baa2567a..874d9ed2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,7 +41,7 @@ dev = [
     "mypy>=1.10.0",
     "ruff>=0.9.2",
     "types-requests>=2.31.0",
-    "hud-python[agent]==0.4.26"
+    "hud-python[agent]==0.4.52"
 ]
 docs = ["mkdocs-material>=9.2.0", "mkdocs>=1.5.0"]
 test = [

From 1fe41d57f4f128ab33f2f7f93380ef498934a1e9 Mon Sep 17 00:00:00 2001
From: bowman <dylanbowman314@gmail.com>
Date: Mon, 6 Oct 2025 20:24:21 -0700
Subject: [PATCH 027/220] update hud in agent pyproject.toml

---
 libs/python/agent/pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 6fea439c..718b8404 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -68,7 +68,7 @@ cli = [
     "yaspin>=3.1.0",
 ]
 hud = [
-    "hud-python==0.4.26",
+    "hud-python==0.4.52",
 ]
 all = [
     # uitars requirements
@@ -88,7 +88,7 @@ all = [
     # cli requirements
     "yaspin>=3.1.0",
     # hud requirements
-    "hud-python==0.4.26",
+    "hud-python==0.4.52",
 ]
 
 [tool.uv]

From b0da328323621298f74e5a0fc8673689cdd9b9e4 Mon Sep 17 00:00:00 2001
From: bowman <dylanbowman314@gmail.com>
Date: Mon, 6 Oct 2025 20:27:01 -0700
Subject: [PATCH 028/220] switch demo to gpt-5 in eval_osworld.ipynb

---
 notebooks/eval_osworld.ipynb | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/notebooks/eval_osworld.ipynb b/notebooks/eval_osworld.ipynb
index 1bc58e48..27a56020 100644
--- a/notebooks/eval_osworld.ipynb
+++ b/notebooks/eval_osworld.ipynb
@@ -39,6 +39,7 @@
    "outputs": [],
    "source": [
     "from dotenv import load_dotenv\n",
+    "import os\n",
     "\n",
     "# Load environment variables from ../.env\n",
     "load_dotenv(dotenv_path='../.env')\n",
@@ -47,6 +48,8 @@
     "# - HUD_API_KEY (for HUD access)\n",
     "# - ANTHROPIC_API_KEY (for Claude models)\n",
     "# - OPENAI_API_KEY (for OpenAI models)\n",
+    "assert os.getenv('HUD_API_KEY') is not None\n",
+    "assert os.getenv('ANTHROPIC_API_KEY') is not None or os.getenv('OPENAI_API_KEY') is not None\n",
     "\n",
     "from pprint import pprint"
    ]
@@ -72,7 +75,7 @@
     "# You can swap \"hud-evals/OSWorld-Verified\" -> \"hud-evals/SheetBench-V2\" to test SheetBench.\n",
     "await run_single_task(\n",
     "    dataset=\"hud-evals/OSWorld-Verified\",\n",
-    "    model=\"openai/computer-use-preview+openai/gpt-5-nano\",  # or any supported model string\n",
+    "    model=\"openai/computer-use-preview+openai/gpt-5\",  # or any supported model string\n",
     "    task_id=155 # open last tab task (easy)\n",
     ")"
    ]

From 78901aed48d5d0a9cb8abdaa81a9478ea079cbd0 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 7 Oct 2025 11:04:21 -0400
Subject: [PATCH 029/220] Add --provider and --prompt-file to the CLI

---
 libs/python/agent/agent/cli.py | 76 +++++++++++++++++++++++++---------
 1 file changed, 56 insertions(+), 20 deletions(-)

diff --git a/libs/python/agent/agent/cli.py b/libs/python/agent/agent/cli.py
index 0ea840d2..7edc99e1 100644
--- a/libs/python/agent/agent/cli.py
+++ b/libs/python/agent/agent/cli.py
@@ -226,6 +226,13 @@ Examples:
         help="Model string (e.g., 'openai/computer-use-preview', 'anthropic/claude-3-5-sonnet-20241022')"
     )
     
+    parser.add_argument(
+        "--provider",
+        choices=["cloud", "lume", "winsandbox", "docker"],
+        default="cloud",
+        help="Computer provider to use: cloud (default), lume, winsandbox, or docker"
+    )
+    
     parser.add_argument(
         "--images",
         type=int,
@@ -257,6 +264,12 @@ Examples:
         help="Initial prompt to send to the agent. Leave blank for interactive mode."
     )
 
+    parser.add_argument(
+        "--prompt-file",
+        type=Path,
+        help="Path to a UTF-8 text file whose contents will be used as the initial prompt. If provided, overrides --prompt."
+    )
+
     parser.add_argument(
         "--predict-click",
         dest="predict_click",
@@ -289,33 +302,35 @@ Examples:
     container_name = os.getenv("CUA_CONTAINER_NAME")
     cua_api_key = os.getenv("CUA_API_KEY")
     
-    # Prompt for missing environment variables
+    # Prompt for missing environment variables (container name always required)
     if not container_name:
-        print_colored("CUA_CONTAINER_NAME not set.", dim=True)
-        print_colored("You can get a CUA container at https://www.trycua.com/", dim=True)
-        container_name = input("Enter your CUA container name: ").strip()
-        if not container_name:
-            print_colored("❌ Container name is required.")
-            sys.exit(1)
-    
-    if not cua_api_key:
+        if args.provider == "cloud":
+            print_colored("CUA_CONTAINER_NAME not set.", dim=True)
+            print_colored("You can get a CUA container at https://www.trycua.com/", dim=True)
+            container_name = input("Enter your CUA container name: ").strip()
+            if not container_name:
+                print_colored("❌ Container name is required.")
+                sys.exit(1)
+        else:
+            container_name = "cli-sandbox"
+
+    # Only require API key for cloud provider
+    if args.provider == "cloud" and not cua_api_key:
         print_colored("CUA_API_KEY not set.", dim=True)
         cua_api_key = input("Enter your CUA API key: ").strip()
         if not cua_api_key:
-            print_colored("❌ API key is required.")
+            print_colored("❌ API key is required for cloud provider.")
             sys.exit(1)
     
     # Check for provider-specific API keys based on model
     provider_api_keys = {
         "openai/": "OPENAI_API_KEY",
         "anthropic/": "ANTHROPIC_API_KEY",
-        "omniparser+": "OPENAI_API_KEY",
-        "omniparser+": "ANTHROPIC_API_KEY",
     }
     
     # Find matching provider and check for API key
     for prefix, env_var in provider_api_keys.items():
-        if args.model.startswith(prefix):
+        if prefix in args.model:
             if not os.getenv(env_var):
                 print_colored(f"{env_var} not set.", dim=True)
                 api_key = input(f"Enter your {env_var.replace('_', ' ').title()}: ").strip()
@@ -335,13 +350,25 @@ Examples:
         print_colored("Make sure agent and computer libraries are installed.", Colors.YELLOW)
         sys.exit(1)
     
+    # Resolve provider -> os_type, provider_type, api key requirement
+    provider_map = {
+        "cloud": ("linux", "cloud", True),
+        "lume": ("macos", "lume", False),
+        "winsandbox": ("windows", "winsandbox", False),
+        "docker": ("linux", "docker", False),
+    }
+    os_type, provider_type, needs_api_key = provider_map[args.provider]
+
+    computer_kwargs = {
+        "os_type": os_type,
+        "provider_type": provider_type,
+        "name": container_name,
+    }
+    if needs_api_key:
+        computer_kwargs["api_key"] = cua_api_key # type: ignore
+
     # Create computer instance
-    async with Computer(
-        os_type="linux",
-        provider_type="cloud",
-        name=container_name,
-        api_key=cua_api_key
-    ) as computer:
+    async with Computer(**computer_kwargs) as computer: # type: ignore
         
         # Create agent
         agent_kwargs = {
@@ -442,8 +469,17 @@ Examples:
             # Done
             sys.exit(0)
 
+        # Resolve initial prompt from --prompt-file or --prompt
+        initial_prompt = args.prompt or ""
+        if args.prompt_file:
+            try:
+                initial_prompt = args.prompt_file.read_text(encoding="utf-8")
+            except Exception as e:
+                print_colored(f"❌ Failed to read --prompt-file: {e}", Colors.RED, bold=True)
+                sys.exit(1)
+
         # Start chat loop (default interactive mode)
-        await chat_loop(agent, args.model, container_name, args.prompt, args.usage)
+        await chat_loop(agent, args.model, container_name, initial_prompt, args.usage)
 
 
 

From ef28a64b8fe2e0c67caeafc407229fd901f36797 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 7 Oct 2025 17:23:33 -0400
Subject: [PATCH 030/220] Add gemini CUA loop

---
 libs/python/agent/agent/loops/gemini.py | 391 ++++++++++++++++++++++++
 1 file changed, 391 insertions(+)
 create mode 100644 libs/python/agent/agent/loops/gemini.py

diff --git a/libs/python/agent/agent/loops/gemini.py b/libs/python/agent/agent/loops/gemini.py
new file mode 100644
index 00000000..5ac4db51
--- /dev/null
+++ b/libs/python/agent/agent/loops/gemini.py
@@ -0,0 +1,391 @@
+"""
+Gemini 2.5 Computer Use agent loop
+
+Maps internal Agent SDK message format to Google's Gemini Computer Use API and back.
+
+Key features:
+- Lazy import of google.genai
+- Configure Computer Use tool with excluded browser-specific predefined functions
+- Optional custom function declarations hook for computer-call specific functions
+- Convert Gemini function_call parts into internal computer_call actions
+"""
+
+from __future__ import annotations
+
+import base64
+import io
+import uuid
+from typing import Any, Dict, List, Optional, Tuple
+
+from PIL import Image
+
+from ..decorators import register_agent
+from ..loops.base import AsyncAgentConfig
+from ..types import AgentCapability
+
+
+def _lazy_import_genai():
+    """Import google.genai lazily to avoid hard dependency unless used."""
+    try:
+        from google import genai  # type: ignore
+        from google.genai import types  # type: ignore
+        return genai, types
+    except Exception as e:  # pragma: no cover
+        raise RuntimeError(
+            "google.genai is required for the Gemini Computer Use loop. Install the Google Gemini SDK."
+        ) from e
+
+
+def _data_url_to_bytes(data_url: str) -> Tuple[bytes, str]:
+    """Convert a data URL to raw bytes and mime type."""
+    if not data_url.startswith("data:"):
+        # Assume it's base64 png payload
+        try:
+            return base64.b64decode(data_url), "image/png"
+        except Exception:
+            return b"", "application/octet-stream"
+    header, b64 = data_url.split(",", 1)
+    mime = "image/png"
+    if ";" in header:
+        mime = header.split(";")[0].split(":", 1)[1] or "image/png"
+    return base64.b64decode(b64), mime
+
+
+def _bytes_image_size(img_bytes: bytes) -> Tuple[int, int]:
+    try:
+        img = Image.open(io.BytesIO(img_bytes))
+        return img.size
+    except Exception:
+        return (1024, 768)
+
+
+def _find_last_user_text(messages: List[Dict[str, Any]]) -> List[str]:
+    texts: List[str] = []
+    for msg in reversed(messages):
+        if msg.get("type") in (None, "message") and msg.get("role") == "user":
+            content = msg.get("content")
+            if isinstance(content, str):
+                return [content]
+            elif isinstance(content, list):
+                for c in content:
+                    if c.get("type") in ("input_text", "output_text") and c.get("text"):
+                        texts.append(c["text"])  # newest first
+                if texts:
+                    return list(reversed(texts))
+    return []
+
+
+def _find_last_screenshot(messages: List[Dict[str, Any]]) -> Optional[bytes]:
+    for msg in reversed(messages):
+        if msg.get("type") == "computer_call_output":
+            out = msg.get("output", {})
+            if isinstance(out, dict) and out.get("type") in ("input_image", "computer_screenshot"):
+                image_url = out.get("image_url", "")
+                if image_url:
+                    data, _ = _data_url_to_bytes(image_url)
+                    return data
+    return None
+
+
+def _denormalize(v: int, size: int) -> int:
+    # Gemini returns 0-999 normalized
+    try:
+        return max(0, min(size - 1, int(round(v / 1000 * size))))
+    except Exception:
+        return 0
+
+
+def _map_gemini_fc_to_computer_call(
+    fc: Dict[str, Any],
+    screen_w: int,
+    screen_h: int,
+) -> Optional[Dict[str, Any]]:
+    name = fc.get("name")
+    args = fc.get("args", {}) or {}
+
+    action: Dict[str, Any] = {}
+    if name == "click_at":
+        x = _denormalize(int(args.get("x", 0)), screen_w)
+        y = _denormalize(int(args.get("y", 0)), screen_h)
+        action = {"type": "click", "x": x, "y": y, "button": "left"}
+    elif name == "type_text_at":
+        x = _denormalize(int(args.get("x", 0)), screen_w)
+        y = _denormalize(int(args.get("y", 0)), screen_h)
+        text = args.get("text", "")
+        if args.get("press_enter") == True:
+            text += "\n"
+        action = {"type": "type", "x": x, "y": y, "text": text}
+    elif name == "hover_at":
+        x = _denormalize(int(args.get("x", 0)), screen_w)
+        y = _denormalize(int(args.get("y", 0)), screen_h)
+        action = {"type": "move", "x": x, "y": y}
+    elif name == "key_combination":
+        keys = str(args.get("keys", ""))
+        action = {"type": "keypress", "keys": keys}
+    elif name == "scroll_document":
+        direction = args.get("direction", "down")
+        magnitude = 800
+        dx, dy = 0, 0
+        if direction == "down":
+            dy = magnitude
+        elif direction == "up":
+            dy = -magnitude
+        elif direction == "right":
+            dx = magnitude
+        elif direction == "left":
+            dx = -magnitude
+        action = {"type": "scroll", "scroll_x": dx, "scroll_y": dy, "x": int(screen_w / 2), "y": int(screen_h / 2)}
+    elif name == "scroll_at":
+        x = _denormalize(int(args.get("x", 500)), screen_w)
+        y = _denormalize(int(args.get("y", 500)), screen_h)
+        direction = args.get("direction", "down")
+        magnitude = int(args.get("magnitude", 800))
+        dx, dy = 0, 0
+        if direction == "down":
+            dy = magnitude
+        elif direction == "up":
+            dy = -magnitude
+        elif direction == "right":
+            dx = magnitude
+        elif direction == "left":
+            dx = -magnitude
+        action = {"type": "scroll", "scroll_x": dx, "scroll_y": dy, "x": x, "y": y}
+    elif name == "drag_and_drop":
+        x = _denormalize(int(args.get("x", 0)), screen_w)
+        y = _denormalize(int(args.get("y", 0)), screen_h)
+        dx = _denormalize(int(args.get("destination_x", x)), screen_w)
+        dy = _denormalize(int(args.get("destination_y", y)), screen_h)
+        action = {"type": "drag", "start_x": x, "start_y": y, "end_x": dx, "end_y": dy, "button": "left"}
+    elif name == "wait_5_seconds":
+        action = {"type": "wait"}
+    else:
+        # Unsupported / excluded browser-specific or custom function; ignore
+        return None
+
+    return {
+        "type": "computer_call",
+        "call_id": uuid.uuid4().hex,
+        "status": "completed",
+        "action": action,
+    }
+
+
+@register_agent(models=r"^gemini-2\.5-computer-use-preview-10-2025$")
+class GeminiComputerUseConfig(AsyncAgentConfig):
+    async def predict_step(
+        self,
+        messages: List[Dict[str, Any]],
+        model: str,
+        tools: Optional[List[Dict[str, Any]]] = None,
+        max_retries: Optional[int] = None,
+        stream: bool = False,
+        computer_handler=None,
+        use_prompt_caching: Optional[bool] = False,
+        _on_api_start=None,
+        _on_api_end=None,
+        _on_usage=None,
+        _on_screenshot=None,
+        **kwargs,
+    ) -> Dict[str, Any]:
+        genai, types = _lazy_import_genai()
+
+        client = genai.Client()
+
+        # Build excluded predefined functions for browser-specific behavior
+        excluded = [
+            "open_web_browser",
+            "search",
+            "navigate",
+            "go_forward",
+            "go_back",
+            "scroll_document",
+        ]
+        # Optional custom functions: can be extended by host code via `tools` parameter later if desired
+        CUSTOM_FUNCTION_DECLARATIONS: List[Any] = []
+
+        # Compose tools config
+        generate_content_config = types.GenerateContentConfig(
+            tools=[
+                types.Tool(
+                    computer_use=types.ComputerUse(
+                        environment=types.Environment.ENVIRONMENT_BROWSER,
+                        excluded_predefined_functions=excluded,
+                    )
+                ),
+                # types.Tool(function_declarations=CUSTOM_FUNCTION_DECLARATIONS),  # enable when custom functions needed
+            ]
+        )
+
+        # Prepare contents: last user text + latest screenshot
+        user_texts = _find_last_user_text(messages)
+        screenshot_bytes = _find_last_screenshot(messages)
+
+        parts: List[Any] = []
+        for t in user_texts:
+            parts.append(types.Part(text=t))
+
+        screen_w, screen_h = 1024, 768
+        if screenshot_bytes:
+            screen_w, screen_h = _bytes_image_size(screenshot_bytes)
+            parts.append(types.Part.from_bytes(data=screenshot_bytes, mime_type="image/png"))
+
+        # If we don't have any content, at least pass an empty user part to prompt reasoning
+        if not parts:
+            parts = [types.Part(text="Proceed to the next action.")]
+
+        contents = [types.Content(role="user", parts=parts)]
+
+        api_kwargs = {
+            "model": model,
+            "contents": contents,
+            "config": generate_content_config,
+        }
+
+        if _on_api_start:
+            await _on_api_start({
+                "model": api_kwargs["model"],
+                # "contents": api_kwargs["contents"], # Disabled for now
+                "config": api_kwargs["config"],
+            })
+
+        response = client.models.generate_content(**api_kwargs)
+
+        if _on_api_end:
+            await _on_api_end({
+                "model": api_kwargs["model"],
+                # "contents": api_kwargs["contents"], # Disabled for now
+                "config": api_kwargs["config"],
+            }, response)
+
+        # Usage (Gemini SDK may not always provide token usage; populate when available)
+        usage: Dict[str, Any] = {}
+        try:
+            # Some SDKs expose response.usage; if available, copy
+            if getattr(response, "usage_metadata", None):
+                md = response.usage_metadata
+                usage = {
+                    "prompt_tokens": getattr(md, "prompt_token_count", None) or 0,
+                    "completion_tokens": getattr(md, "candidates_token_count", None) or 0,
+                    "total_tokens": getattr(md, "total_token_count", None) or 0,
+                }
+        except Exception:
+            pass
+
+        if _on_usage and usage:
+            await _on_usage(usage)
+
+        # Parse output into internal items
+        output_items: List[Dict[str, Any]] = []
+
+        candidate = response.candidates[0]
+        # Text parts from the model (assistant message)
+        text_parts: List[str] = []
+        function_calls: List[Dict[str, Any]] = []
+        for p in candidate.content.parts:
+            if getattr(p, "text", None):
+                text_parts.append(p.text)
+            if getattr(p, "function_call", None):
+                # p.function_call has name and args
+                fc = {
+                    "name": getattr(p.function_call, "name", None),
+                    "args": dict(getattr(p.function_call, "args", {}) or {}),
+                }
+                function_calls.append(fc)
+
+        if text_parts:
+            output_items.append(
+                {
+                    "type": "message",
+                    "role": "assistant",
+                    "content": [{"type": "output_text", "text": "\n".join(text_parts)}],
+                }
+            )
+
+        # Map function calls to internal computer_call actions
+        for fc in function_calls:
+            item = _map_gemini_fc_to_computer_call(fc, screen_w, screen_h)
+            if item is not None:
+                output_items.append(item)
+
+        return {"output": output_items, "usage": usage}
+
+    async def predict_click(
+        self,
+        model: str,
+        image_b64: str,
+        instruction: str,
+        **kwargs,
+    ) -> Optional[Tuple[float, float]]:
+        """Ask Gemini CUA to output a single click action for the given instruction.
+
+        Excludes all predefined tools except `click_at` and sends the screenshot.
+        Returns pixel (x, y) if a click is proposed, else None.
+        """
+        genai, types = _lazy_import_genai()
+
+        client = genai.Client()
+
+        # Exclude all but click_at
+        exclude_all_but_click = [
+            "open_web_browser",
+            "wait_5_seconds",
+            "go_back",
+            "go_forward",
+            "search",
+            "navigate",
+            "hover_at",
+            "type_text_at",
+            "key_combination",
+            "scroll_document",
+            "scroll_at",
+            "drag_and_drop",
+        ]
+
+        config = types.GenerateContentConfig(
+            tools=[
+                types.Tool(
+                    computer_use=types.ComputerUse(
+                        environment=types.Environment.ENVIRONMENT_BROWSER,
+                        excluded_predefined_functions=exclude_all_but_click,
+                    )
+                )
+            ]
+        )
+
+        # Prepare prompt parts
+        try:
+            img_bytes = base64.b64decode(image_b64)
+        except Exception:
+            img_bytes = b""
+
+        w, h = _bytes_image_size(img_bytes) if img_bytes else (1024, 768)
+
+        parts: List[Any] = [types.Part(text=f"Click {instruction}.")]
+        if img_bytes:
+            parts.append(types.Part.from_bytes(data=img_bytes, mime_type="image/png"))
+
+        contents = [types.Content(role="user", parts=parts)]
+
+        response = client.models.generate_content(
+            model=model,
+            contents=contents,
+            config=config,
+        )
+
+        # Parse first click_at
+        try:
+            candidate = response.candidates[0]
+            for p in candidate.content.parts:
+                fc = getattr(p, "function_call", None)
+                if fc and getattr(fc, "name", None) == "click_at":
+                    args = dict(getattr(fc, "args", {}) or {})
+                    x = _denormalize(int(args.get("x", 0)), w)
+                    y = _denormalize(int(args.get("y", 0)), h)
+                    return float(x), float(y)
+        except Exception:
+            return None
+
+        return None
+
+    def get_capabilities(self) -> List[AgentCapability]:
+        return ["click", "step"]

From f54d5537f90815a1119d30a496f65e997fadb8b4 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Tue, 7 Oct 2025 15:29:16 -0700
Subject: [PATCH 031/220] Refactor the developer quickstart documentation

---
 docs/content/docs/quickstart-devs.mdx | 268 ++++++++++++++++++--------
 1 file changed, 192 insertions(+), 76 deletions(-)

diff --git a/docs/content/docs/quickstart-devs.mdx b/docs/content/docs/quickstart-devs.mdx
index 37367709..e61c4b9b 100644
--- a/docs/content/docs/quickstart-devs.mdx
+++ b/docs/content/docs/quickstart-devs.mdx
@@ -1,61 +1,60 @@
 ---
-title: Quickstart (for Developers)
-description: Get started with cua in 5 steps
+title: Quickstart
+description: Get started with cua in four steps
 icon: Rocket
 ---
 
 import { Step, Steps } from 'fumadocs-ui/components/steps';
 import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
 
-Get up and running with cua in 5 simple steps.
+The steps below will guide you through the process of creating a computer environment, connecting to it programmatically, and automating tasks.
 
 <Steps>
-<Step>
-
-## Introduction
-
-cua combines Computer (interface) + Agent (AI) for automating desktop apps. Computer handles clicks/typing, Agent provides the intelligence.
-
-</Step>
 
 <Step>
 
 ## Set Up Your Computer Environment
 
-Choose how you want to run your cua computer. **Cloud containers are recommended** for the easiest setup:
+Choose how you want to run your Cua computer. This will be the environment where your automated tasks will execute.
 
-<Tabs items={['☁️ Cloud (Recommended)', 'Lume (macOS Only)', 'Windows Sandbox (Windows Only)', 'Docker (Cross-Platform)']}>
-  <Tab value="☁️ Cloud (Recommended)">
-    
-    **Easiest & safest way to get started**
+You can run your Cua computer in the cloud (recommended for easiest setup), locally on macOS with Lume, locally on Windows with a Windows Sandbox, or in a Docker container on any platform. Choose the option that matches your system and needs.
+
+<Tabs items={['☁️ Cloud', '🐳 Docker', '🍎 Lume', '🪟 Windows Sandbox']}>
+  <Tab value="☁️ Cloud">
     
+    Cua cloud containers are virtual machines that run Ubuntu.
+
     1. Go to [trycua.com/signin](https://www.trycua.com/signin)
     2. Navigate to **Dashboard > Containers > Create Instance**
     3. Create a **Medium, Ubuntu 22** container
     4. Note your container name and API key
-    
+
     Your cloud container will be automatically configured and ready to use.
 
   </Tab>
-  <Tab value="Lume (macOS Only)">
+  <Tab value="🍎 Lume">
+
+    Lume containers are macOS virtual machines that run on a macOS host machine.
     
-    1. Install lume cli
+    1. Install the Lume CLI:
 
     ```bash
     /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
     ```
 
-    2. Start a local cua container
+    2. Start a local Cua container:
 
     ```bash
     lume run macos-sequoia-cua:latest
     ```
 
   </Tab>
-  <Tab value="Windows Sandbox (Windows Only)">
+  <Tab value="🪟 Windows Sandbox">
+
+  Windows Sandbox provides Windows virtual environments that run on a Windows host machine.
     
-    1. Enable Windows Sandbox (requires Windows 10 Pro/Enterprise or Windows 11)
-    2. Install pywinsandbox dependency
+    1. Enable [Windows Sandbox](https://learn.microsoft.com/en-us/windows/security/application-security/application-isolation/windows-sandbox/windows-sandbox-install) (requires Windows 10 Pro/Enterprise or Windows 11)
+    2. Install the `pywinsandbox` dependency:
 
     ```bash
     pip install -U git+git://github.com/karkason/pywinsandbox.git
@@ -64,11 +63,13 @@ Choose how you want to run your cua computer. **Cloud containers are recommended
     3. Windows Sandbox will be automatically configured when you run the CLI
 
   </Tab>
-  <Tab value="Docker (Cross-Platform)">
-    
-    1. Install Docker Desktop or Docker Engine
+  <Tab value="🐳 Docker">
 
-    2. Pull the CUA Ubuntu container
+  Docker provides a way to run Ubuntu containers on any host machine.
+    
+    1. Install Docker Desktop or Docker Engine:
+
+    2. Pull the CUA Ubuntu container:
 
     ```bash
     docker pull --platform=linux/amd64 trycua/cua-ubuntu:latest
@@ -81,81 +82,190 @@ Choose how you want to run your cua computer. **Cloud containers are recommended
 
 <Step>
 
-## Install cua
+## Using Computer
+
+Connect to your Cua computer and perform basic interactions, such as taking screenshots or simulating user input.
 
 <Tabs items={['Python', 'TypeScript']}>
   <Tab value="Python">
+    Install the Cua computer Python SDK:
     ```bash
-    pip install "cua-agent[all]" cua-computer
-
-    # or install specific providers
-    pip install "cua-agent[openai]"        # OpenAI computer-use-preview support
-    pip install "cua-agent[anthropic]"     # Anthropic Claude support
-    pip install "cua-agent[omni]"          # Omniparser + any LLM support
-    pip install "cua-agent[uitars]"        # UI-TARS
-    pip install "cua-agent[uitars-mlx]"    # UI-TARS + MLX support
-    pip install "cua-agent[uitars-hf]"     # UI-TARS + Huggingface support
-    pip install "cua-agent[glm45v-hf]"     # GLM-4.5V + Huggingface support
-    pip install "cua-agent[ui]"            # Gradio UI support
+    pip install cua-computer
     ```
+
+    Then, connect to your desired computer environment:
+
+    <Tabs items={['☁️ Cloud', '🐳 Docker', '🍎 Lume', '🪟 Windows Sandbox', '🖥️ Host Desktop']}>
+      <Tab value="☁️ Cloud">
+        ```python
+        from computer import Computer
+
+        computer = Computer(
+            os_type="linux",
+            provider_type="cloud",
+            name="your-container-name",
+            api_key="your-api-key"
+        )
+        await computer.run() # Connect to the container
+        ```
+      </Tab>
+      <Tab value="🍎 Lume">
+        ```python
+        from computer import Computer
+
+        computer = Computer(
+            os_type="macos",
+            provider_type="lume",
+            name="macos-sequoia-cua:latest"
+        )
+        await computer.run() # Launch & connect to the container
+        ```
+      </Tab>
+      <Tab value="🪟 Windows Sandbox">
+        ```python
+        from computer import Computer
+
+        computer = Computer(
+            os_type="windows",
+            provider_type="windows_sandbox"
+        )
+        await computer.run() # Launch & connect to the container
+        ```
+      </Tab>
+      <Tab value="🐳 Docker">
+        ```python
+        from computer import Computer
+
+        computer = Computer(
+            os_type="linux",
+            provider_type="docker",
+            name="trycua/cua-ubuntu:latest"
+        )
+        await computer.run() # Launch & connect to the container
+        ```
+      </Tab>
+      <Tab value="🖥️ Host Desktop">
+        Install and run `cua-computer-server`:
+        ```bash
+        pip install cua-computer-server
+        python -m computer_server
+        ```
+
+        Then, use the `Computer` object to connect:
+        ```python
+        from computer import Computer
+
+        computer = Computer(use_host_computer_server=True)
+        await computer.run() # Connect to the host desktop
+        ```
+      </Tab>
+    </Tabs>
+
+    Once connected, you can perform interactions:
+    ```python
+    try:
+        # Take a screenshot of the computer's current display
+        screenshot = await computer.interface.screenshot()
+        # Simulate a left-click at coordinates (100, 100)
+        await computer.interface.left_click(100, 100)
+        # Type "Hello!" into the active application
+        await computer.interface.type("Hello!")
+    finally:
+        await computer.close()
+    ```
+
+    You can automate these actions using an agent.
+
   </Tab>
   <Tab value="TypeScript">
+    Install the Cua computer TypeScript SDK:
     ```bash
     npm install @trycua/computer
     ```
-  </Tab>
-</Tabs>
 
-</Step>
+    Then, connect to your desired computer environment:
 
-<Step>
+    <Tabs items={['☁️ Cloud','🐳 Docker', '🍎 Lume', '🪟 Windows Sandbox', '🖥️ Host Desktop']}>
+      <Tab value="☁️ Cloud">
+        ```typescript
+        import { Computer, OSType } from '@trycua/computer';
 
-## Using Computer
+        const computer = new Computer({
+          osType: OSType.LINUX,
+          name: "your-container-name",
+          apiKey: "your-api-key"
+        });
+        await computer.run(); // Connect to the container
+        ```
+      </Tab>
+      <Tab value="🍎 Lume">
+        ```typescript
+        import { Computer, OSType, ProviderType } from '@trycua/computer';
 
-<Tabs items={['Python', 'TypeScript']}>
-  <Tab value="Python">
-    ```python
-    from computer import Computer
+        const computer = new Computer({
+          osType: OSType.MACOS,
+          providerType: ProviderType.LUME,
+          name: "macos-sequoia-cua:latest"
+        });
+        await computer.run(); // Launch & connect to the container
+        ```
+      </Tab>
+      <Tab value="🪟 Windows Sandbox">
+        ```typescript
+        import { Computer, OSType, ProviderType } from '@trycua/computer';
 
-    async with Computer(
-        os_type="linux",
-        provider_type="cloud",
-        name="your-container-name",
-        api_key="your-api-key"
-    ) as computer:
-        # Take screenshot
-        screenshot = await computer.interface.screenshot()
+        const computer = new Computer({
+          osType: OSType.WINDOWS,
+          providerType: ProviderType.WINDOWS_SANDBOX
+        });
+        await computer.run(); // Launch & connect to the container
+        ```
+      </Tab>
+      <Tab value="🐳 Docker">
+        ```typescript
+        import { Computer, OSType, ProviderType } from '@trycua/computer';
 
-        # Click and type
-        await computer.interface.left_click(100, 100)
-        await computer.interface.type("Hello!")
-    ```
+        const computer = new Computer({
+          osType: OSType.LINUX,
+          providerType: ProviderType.DOCKER,
+          name: "trycua/cua-ubuntu:latest"
+        });
+        await computer.run(); // Launch & connect to the container
+        ```
+      </Tab>
+      <Tab value="🖥️ Host Desktop">
+        First, install and run `cua-computer-server`:
+        ```bash
+        pip install cua-computer-server
+        python -m computer_server
+        ```
 
-  </Tab>
-  <Tab value="TypeScript">
+        Then, use the `Computer` object to connect:
+        ```typescript
+        import { Computer } from '@trycua/computer';
+
+        const computer = new Computer({ useHostComputerServer: true });
+        await computer.run(); // Connect to the host desktop
+        ```
+      </Tab>
+    </Tabs>
+
+    Once connected, you can perform interactions:
     ```typescript
-    import { Computer, OSType } from '@trycua/computer';
-
-    const computer = new Computer({
-      osType: OSType.LINUX,
-      name: "your-container-name",
-      apiKey: "your-api-key"
-    });
-
-    await computer.run();
-
     try {
-      // Take screenshot
+      // Take a screenshot of the computer's current display
       const screenshot = await computer.interface.screenshot();
-
-      // Click and type
+      // Simulate a left-click at coordinates (100, 100)
       await computer.interface.leftClick(100, 100);
+      // Type "Hello!" into the active application
       await computer.interface.typeText("Hello!");
     } finally {
       await computer.close();
     }
     ```
 
+    You can automate these actions using an agent.
+
   </Tab>
 </Tabs>
 
@@ -165,6 +275,14 @@ Choose how you want to run your cua computer. **Cloud containers are recommended
 
 ## Using Agent
 
+Utilize an `Agent` to automate complex tasks by providing it with a goal and allowing it to interact with the computer environment.
+
+Install the Cua agent Python SDK:
+```bash
+pip install "cua-agent[all]"
+```
+
+Then, use the `ComputerAgent` object:
 ```python
 from agent import ComputerAgent
 
@@ -187,7 +305,5 @@ async for result in agent.run(messages):
 
 ## Next Steps
 
-{/* - Explore the [SDK documentation](/sdk) for advanced features */}
-
 - Learn about [trajectory tracking](/agent-sdk/callbacks/trajectories) and [callbacks](/agent-sdk/callbacks/agent-lifecycle)
 - Join our [Discord community](https://discord.com/invite/mVnXXpdE85) for support

From 36bdd399fab8f7ce0250e3acb84a2fd2810e742c Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Tue, 7 Oct 2025 15:29:40 -0700
Subject: [PATCH 032/220] Remove the UI quickstart documentation

---
 docs/content/docs/meta.json         |   3 +-
 docs/content/docs/quickstart-ui.mdx | 216 ----------------------------
 2 files changed, 1 insertion(+), 218 deletions(-)
 delete mode 100644 docs/content/docs/quickstart-ui.mdx

diff --git a/docs/content/docs/meta.json b/docs/content/docs/meta.json
index 9aea034a..bee0e1c8 100644
--- a/docs/content/docs/meta.json
+++ b/docs/content/docs/meta.json
@@ -5,9 +5,8 @@
 	"defaultOpen": true,
 	"pages": [
 		"index",
-		"quickstart-ui",
-		"quickstart-cli",
 		"quickstart-devs",
+		"quickstart-cli",
 		"telemetry",
         "---[BookCopy]Computer Playbook---",
         "...computer-sdk",
diff --git a/docs/content/docs/quickstart-ui.mdx b/docs/content/docs/quickstart-ui.mdx
deleted file mode 100644
index 72bac935..00000000
--- a/docs/content/docs/quickstart-ui.mdx
+++ /dev/null
@@ -1,216 +0,0 @@
----
-title: Quickstart (GUI)
-description: Get started with the cua Agent UI in 3 steps
-icon: Rocket
----
-
-import { Step, Steps } from 'fumadocs-ui/components/steps';
-import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
-import { Accordion, Accordions } from 'fumadocs-ui/components/accordion';
-
-Get up and running with the cua Agent UI in 3 simple steps.
-
-<Steps>
-<Step>
-
-## Introduction
-
-cua combines Computer (interface) + Agent (AI) for automating desktop apps. The Agent UI provides a simple chat interface to control your remote computer using natural language.
-
-</Step>
-
-<Step>
-
-## Set Up Your Computer Environment
-
-Choose how you want to run your cua computer. **Cloud containers are recommended** for the easiest setup:
-
-<Tabs items={['☁️ Cloud (Recommended)', 'Lume (macOS Only)', 'Windows Sandbox (Windows Only)', 'Docker (Cross-Platform)']}>
-  <Tab value="☁️ Cloud (Recommended)">
-    
-    **Easiest & safest way to get started**
-    
-    1. Go to [trycua.com/signin](https://www.trycua.com/signin)
-    2. Navigate to **Dashboard > Containers > Create Instance**
-    3. Create a **Medium, Ubuntu 22** container
-    4. Note your container name and API key
-    
-    Your cloud container will be automatically configured and ready to use.
-
-  </Tab>
-  <Tab value="Lume (macOS Only)">
-    
-    1. Install lume cli
-
-    ```bash
-    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
-    ```
-
-    2. Start a local cua container
-
-    ```bash
-    lume run macos-sequoia-cua:latest
-    ```
-
-  </Tab>
-  <Tab value="Windows Sandbox (Windows Only)">
-    
-    1. Enable Windows Sandbox (requires Windows 10 Pro/Enterprise or Windows 11)
-    2. Install pywinsandbox dependency
-
-    ```bash
-    pip install -U git+git://github.com/karkason/pywinsandbox.git
-    ```
-
-    3. Windows Sandbox will be automatically configured when you run the CLI
-
-  </Tab>
-  <Tab value="Docker (Cross-Platform)">
-    
-    1. Install Docker Desktop or Docker Engine
-
-    2. Pull the CUA Ubuntu container
-
-    ```bash
-    docker pull --platform=linux/amd64 trycua/cua-ubuntu:latest
-    ```
-
-  </Tab>
-</Tabs>
-
-</Step>
-
-<Step>
-
-## Install and Run cua
-
-<Accordions type="single" defaultValue="uv">
-
-<Accordion title="uv (Recommended)" value="uv">
-
-### Install uv
-
-<Tabs items={['macOS / Linux', 'Windows']} persist>
-<Tab value="macOS / Linux">
-
-```bash
-# Use curl to download the script and execute it with sh:
-curl -LsSf https://astral.sh/uv/install.sh | sh
-
-# If your system doesn't have curl, you can use wget:
-# wget -qO- https://astral.sh/uv/install.sh | sh
-```
-
-</Tab>
-<Tab value="Windows">
-
-```powershell
-# Use irm to download the script and execute it with iex:
-powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
-```
-
-</Tab>
-</Tabs>
-
-### Install Python 3.12
-
-```bash
-uv python install 3.12
-```
-
-### Run cua
-
-```bash
-uv run --with "cua-agent[ui]" -m agent.ui
-```
-
-</Accordion>
-
-<Accordion title="conda" value="conda">
-
-### Install conda
-
-<Tabs items={['macOS', 'Linux', 'Windows']} persist>
-<Tab value="macOS">
-
-```bash
-mkdir -p ~/miniconda3
-curl https://repo.anaconda.com/miniconda/Miniconda3-latest-MacOSX-arm64.sh -o ~/miniconda3/miniconda.sh
-bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
-rm ~/miniconda3/miniconda.sh
-source ~/miniconda3/bin/activate
-```
-
-</Tab>
-<Tab value="Linux">
-
-```bash
-mkdir -p ~/miniconda3
-wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda3/miniconda.sh
-bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
-rm ~/miniconda3/miniconda.sh
-source ~/miniconda3/bin/activate
-```
-
-</Tab>
-<Tab value="Windows">
-
-```powershell
-wget "https://repo.anaconda.com/miniconda/Miniconda3-latest-Windows-x86_64.exe" -outfile ".\miniconda.exe"
-Start-Process -FilePath ".\miniconda.exe" -ArgumentList "/S" -Wait
-del .\miniconda.exe
-```
-
-</Tab>
-</Tabs>
-
-### Create and activate Python 3.12 environment
-
-```bash
-conda create -n cua python=3.12
-conda activate cua
-```
-
-### Install and run cua
-
-```bash
-pip install "cua-agent[ui]" cua-computer
-python -m agent.ui
-```
-
-</Accordion>
-
-<Accordion title="pip" value="pip">
-
-### Install cua
-
-```bash
-pip install "cua-agent[ui]" cua-computer
-```
-
-### Run the Agent UI
-
-```bash
-python -m agent.ui
-```
-
-</Accordion>
-
-</Accordions>
-
-### Start Chatting
-
-Open your browser to the displayed URL and start chatting with your computer-using agent.
-
-You can ask your agent to perform actions like:
-
-- "Open Firefox and go to github.com"
-- "Take a screenshot and tell me what's on the screen"
-- "Type 'Hello world' into the terminal"
-
-</Step>
-</Steps>
-
----
-
-For advanced Python usage, see the [Quickstart for Developers](/quickstart-devs).

From 118fdf39545f82c40fea37273eefdedf8bb57619 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Tue, 7 Oct 2025 15:48:10 -0700
Subject: [PATCH 033/220] Improve quickstart docs wording

---
 docs/content/docs/quickstart-devs.mdx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/content/docs/quickstart-devs.mdx b/docs/content/docs/quickstart-devs.mdx
index e61c4b9b..1f273e35 100644
--- a/docs/content/docs/quickstart-devs.mdx
+++ b/docs/content/docs/quickstart-devs.mdx
@@ -1,13 +1,13 @@
 ---
 title: Quickstart
-description: Get started with cua in four steps
+description: Get started with Cua in three steps
 icon: Rocket
 ---
 
 import { Step, Steps } from 'fumadocs-ui/components/steps';
 import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
 
-The steps below will guide you through the process of creating a computer environment, connecting to it programmatically, and automating tasks.
+This quickstart guides you through setting up your environment, programmatic control with Cua Computer, and task automation with Cua Agent:
 
 <Steps>
 

From 7253d39fe76d48def60916b6b1bd78183c2b7633 Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Tue, 7 Oct 2025 22:48:29 +0000
Subject: [PATCH 034/220] Updated
 `docs/content/docs/agent-sdk/agent-loops.mdx:16-46` with the complete working
 example that includes: - `asyncio` import and `asyncio.run()` - `async with
 Computer()` context manager - Full `Computer()` initialization with all
 required parameters - Proper message format as a list of dictionaries -
 Complete `async for` loop with item iteration

Remove sensitive API key from documentation

Removed sensitive API key from agent-loops.mdx.
---
 docs/content/docs/agent-sdk/agent-loops.mdx | 34 +++++++++++++++------
 1 file changed, 24 insertions(+), 10 deletions(-)

diff --git a/docs/content/docs/agent-sdk/agent-loops.mdx b/docs/content/docs/agent-sdk/agent-loops.mdx
index 33bf66e2..6cd8daef 100644
--- a/docs/content/docs/agent-sdk/agent-loops.mdx
+++ b/docs/content/docs/agent-sdk/agent-loops.mdx
@@ -15,20 +15,34 @@ To run an agent loop simply do:
 
 ```python
 from agent import ComputerAgent
+import asyncio
 from computer import Computer
 
-computer = Computer() # Connect to a cua container
 
-agent = ComputerAgent(
-    model="anthropic/claude-3-5-sonnet-20241022",
-    tools=[computer]
-)
+async def take_screenshot():
+    async with Computer(
+        os_type="linux",
+        provider_type="cloud",
+        name="m-linux-h3sj2qbz2a",
+        api_key=""
+    ) as computer:
 
-prompt = "Take a screenshot and tell me what you see"
+        agent = ComputerAgent(
+            model="anthropic/claude-3-5-sonnet-20241022",
+            tools=[computer],
+            max_trajectory_budget=5.0
+        )
 
-async for result in agent.run(prompt):
-    if result["output"][-1]["type"] == "message":
-        print("Agent:", result["output"][-1]["content"][0]["text"])
+        messages = [{"role": "user", "content": "Take a screenshot and tell me what you see"}]
+
+        async for result in agent.run(messages):
+            for item in result["output"]:
+                if item["type"] == "message":
+                    print(item["content"][0]["text"])
+
+
+if __name__ == "__main__":
+    asyncio.run(take_screenshot())
 ```
 
 For a list of supported models and configurations, see the [Supported Agents](./supported-agents/computer-use-agents) page.
@@ -170,4 +184,4 @@ except BudgetExceededException:
     print("Budget limit exceeded")
 except Exception as e:
     print(f"Agent error: {e}")
-```
\ No newline at end of file
+```

From dcb849ea2623899e9bb66c4e422ea1d40894c749 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Tue, 7 Oct 2025 15:48:21 -0700
Subject: [PATCH 035/220] Add links to the quickstart guide

---
 docs/content/docs/quickstart-devs.mdx | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/docs/content/docs/quickstart-devs.mdx b/docs/content/docs/quickstart-devs.mdx
index 1f273e35..d442f3f0 100644
--- a/docs/content/docs/quickstart-devs.mdx
+++ b/docs/content/docs/quickstart-devs.mdx
@@ -7,7 +7,7 @@ icon: Rocket
 import { Step, Steps } from 'fumadocs-ui/components/steps';
 import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
 
-This quickstart guides you through setting up your environment, programmatic control with Cua Computer, and task automation with Cua Agent:
+This quickstart guides you through setting up your [computer environment](#set-up-your-computer-environment), programmatic control with a [Cua computer](#using-computer), and task automation with a [Cua agent](#using-agent):
 
 <Steps>
 
@@ -173,9 +173,6 @@ Connect to your Cua computer and perform basic interactions, such as taking scre
     finally:
         await computer.close()
     ```
-
-    You can automate these actions using an agent.
-
   </Tab>
   <Tab value="TypeScript">
     Install the Cua computer TypeScript SDK:
@@ -263,19 +260,18 @@ Connect to your Cua computer and perform basic interactions, such as taking scre
       await computer.close();
     }
     ```
-
-    You can automate these actions using an agent.
-
   </Tab>
 </Tabs>
 
+Learn more about computers in the [Cua computers documentation](/computer-sdk/computers). You will see how to automate computers with agents in the next step.
+
 </Step>
 
 <Step>
 
 ## Using Agent
 
-Utilize an `Agent` to automate complex tasks by providing it with a goal and allowing it to interact with the computer environment.
+Utilize an Agent to automate complex tasks by providing it with a goal and allowing it to interact with the computer environment.
 
 Install the Cua agent Python SDK:
 ```bash
@@ -300,10 +296,13 @@ async for result in agent.run(messages):
             print(item["content"][0]["text"])
 ```
 
+Learn more about agents in [Agent Loops](/agent-sdk/agent-loops) and available models in [Supported Models](/agent-sdk/supported-model-providers/).
+
 </Step>
 </Steps>
 
 ## Next Steps
 
-- Learn about [trajectory tracking](/agent-sdk/callbacks/trajectories) and [callbacks](/agent-sdk/callbacks/agent-lifecycle)
-- Join our [Discord community](https://discord.com/invite/mVnXXpdE85) for support
+- Learn more about [Cua computers](/computer-sdk/computers) and [computer commands](/computer-sdk/commands)
+- Read about [Agent loops](/agent-sdk/agent-loops), [tools](/agent-sdk/custom-tools), and [supported model providers](/agent-sdk/supported-model-providers/)
+- Join our [Discord community](https://discord.com/invite/mVnXXpdE85) for help

From 9d8dd768bfcaa9e93b0dea377ef22ecdd028e472 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Wed, 8 Oct 2025 18:14:39 -0700
Subject: [PATCH 036/220] update container to sandbox

---
 blog/introducing-cua-cloud-containers.md     |  22 ++--
 blog/lume-to-containerization.md             |   4 +-
 blog/sandboxed-python-execution.md           |   2 +-
 docs/content/docs/computer-sdk/computers.mdx | 126 +++++++++----------
 docs/content/docs/quickstart-devs.mdx        |  18 +--
 examples/computer-example-ts/README.md       |  14 +--
 notebooks/README.md                          |   2 +-
 notebooks/agent_nb.ipynb                     |  72 ++---------
 notebooks/computer_nb.ipynb                  |  50 ++------
 notebooks/sota_hackathon_cloud.ipynb         |  36 +-----
 scripts/playground-docker.sh                 |  20 +--
 scripts/playground.sh                        |  24 ++--
 12 files changed, 141 insertions(+), 249 deletions(-)

diff --git a/blog/introducing-cua-cloud-containers.md b/blog/introducing-cua-cloud-containers.md
index 86cbd400..1555da43 100644
--- a/blog/introducing-cua-cloud-containers.md
+++ b/blog/introducing-cua-cloud-containers.md
@@ -1,8 +1,8 @@
-# Introducing Cua Cloud Containers: Computer-Use Agents in the Cloud
+# Introducing Cua Cloud Sandbox: Computer-Use Agents in the Cloud
 
 *Published on May 28, 2025 by Francesco Bonacci*
 
-Welcome to the next chapter in our Computer-Use Agent journey! In [Part 1](./build-your-own-operator-on-macos-1), we showed you how to build your own Operator on macOS. In [Part 2](./build-your-own-operator-on-macos-2), we explored the cua-agent framework. Today, we're excited to introduce **Cua Cloud Containers** – the easiest way to deploy Computer-Use Agents at scale.
+Welcome to the next chapter in our Computer-Use Agent journey! In [Part 1](./build-your-own-operator-on-macos-1), we showed you how to build your own Operator on macOS. In [Part 2](./build-your-own-operator-on-macos-2), we explored the cua-agent framework. Today, we're excited to introduce **Cua Cloud Sandbox** – the easiest way to deploy Computer-Use Agents at scale.
 
 <div align="center">
   <video src="https://github.com/user-attachments/assets/63a2addf-649f-4468-971d-58d38dd43ee6" width="600" controls></video>
@@ -10,9 +10,9 @@ Welcome to the next chapter in our Computer-Use Agent journey! In [Part 1](./bui
 
 ## What is Cua Cloud?
 
-Think of Cua Cloud as **Docker for Computer-Use Agents**. Instead of managing VMs, installing dependencies, and configuring environments, you can launch pre-configured cloud containers with a single command. Each container comes with a **full desktop environment** accessible via browser (via noVNC), all CUA-related dependencies pre-configured (with a PyAutoGUI-compatible server), and **pay-per-use pricing** that scales with your needs.
+Think of Cua Cloud as **Docker for Computer-Use Agents**. Instead of managing VMs, installing dependencies, and configuring environments, you can launch pre-configured Cloud Sandbox instances with a single command. Each sandbox comes with a **full desktop environment** accessible via browser (via noVNC), all CUA-related dependencies pre-configured (with a PyAutoGUI-compatible server), and **pay-per-use pricing** that scales with your needs.
 
-## Why Cua Cloud Containers?
+## Why Cua Cloud Sandbox?
 
 Four months ago, we launched [**Lume**](https://github.com/trycua/cua/tree/main/libs/lume) and [**Cua**](https://github.com/trycua/cua) with the goal to bring sandboxed VMs and Computer-Use Agents on Apple Silicon. The developer's community response was incredible 🎉 
 
@@ -40,7 +40,7 @@ export CUA_API_KEY=your_api_key_here
 export CUA_CONTAINER_NAME=my-agent-container
 ```
 
-### Step 2: Launch Your First Container
+### Step 2: Launch Your First Sandbox
 
 ```python
 import asyncio
@@ -80,7 +80,7 @@ We're launching with **three compute tiers** to match your workload needs:
 - **Medium** (2 vCPU, 8GB RAM) - Ideal for most production workloads
 - **Large** (8 vCPU, 32GB RAM) - Built for complex, resource-intensive operations
 
-Each tier includes a **full Linux with Xfce desktop environment** with pre-configured browser, **secure VNC access** with SSL, persistent storage during your session, and automatic cleanup on termination.
+Each tier includes a **full Linux with Xfce desktop environment** with pre-configured browser, **secure VNC access** with SSL, persistent storage during your session, and automatic cleanup on termination for sandboxes.
 
 ## How some customers are using Cua Cloud today
 
@@ -202,23 +202,23 @@ asyncio.run(parallel_scraping())
 
 ## Cost Optimization Tips
 
-To optimize your costs, use appropriate container sizes for your workload and implement timeouts to prevent runaway tasks. Batch related operations together to minimize container spin-up time, and always remember to terminate containers when your work is complete.
+To optimize your costs, use appropriate sandbox sizes for your workload and implement timeouts to prevent runaway tasks. Batch related operations together to minimize sandbox spin-up time, and always remember to terminate sandboxes when your work is complete.
 
 ## Security Considerations
 
-Cua Cloud runs all containers in isolated environments with encrypted VNC connections. Your API keys are never exposed in trajectories.
+Cua Cloud runs all sandboxes in isolated environments with encrypted VNC connections. Your API keys are never exposed in trajectories.
 
 ## What's Next for Cua Cloud
 
 We're just getting started! Here's what's coming in the next few months:
 
-### Elastic Autoscaled Container Pools
+### Elastic Autoscaled Sandbox Pools
 
-Soon you'll be able to create elastic container pools that automatically scale based on demand. Define minimum and maximum container counts, and let Cua Cloud handle the rest. Perfect for batch processing, scheduled automations, and handling traffic spikes without manual intervention.
+Soon you'll be able to create elastic sandbox pools that automatically scale based on demand. Define minimum and maximum sandbox counts, and let Cua Cloud handle the rest. Perfect for batch processing, scheduled automations, and handling traffic spikes without manual intervention.
 
 ### Windows and macOS Cloud Support
 
-While we're launching with Linux containers, Windows and macOS cloud machines are coming soon. Run Windows-specific automations, test cross-platform workflows, or leverage macOS-exclusive applications – all in the cloud with the same simple API.
+While we're launching with Linux sandboxes, Windows and macOS cloud machines are coming soon. Run Windows-specific automations, test cross-platform workflows, or leverage macOS-exclusive applications – all in the cloud with the same simple API.
 
 Stay tuned for updates and join our [**Discord**](https://discord.gg/cua-ai) to vote on which features you'd like to see first!
 
diff --git a/blog/lume-to-containerization.md b/blog/lume-to-containerization.md
index cf468e0e..7a779536 100644
--- a/blog/lume-to-containerization.md
+++ b/blog/lume-to-containerization.md
@@ -2,7 +2,7 @@
 
 *Published on June 10, 2025 by Francesco Bonacci*
 
-Yesterday, Apple announced their new [Containerization framework](https://github.com/apple/containerization) at WWDC. Since then, our Discord and X users have been asking what this means for Cua virtualization capabilities on Apple Silicon. We've been working in this space for months - from [Lume](https://github.com/trycua/cua/tree/main/libs/lume) to [Lumier](https://github.com/trycua/cua/tree/main/libs/lumier) to [Cua Cloud Containers](./introducing-cua-cloud-containers). Here's our take on Apple's announcement.
+Yesterday, Apple announced their new [Containerization framework](https://github.com/apple/containerization) at WWDC. Since then, our Discord and X users have been asking what this means for Cua virtualization capabilities on Apple Silicon. We've been working in this space for months - from [Lume](https://github.com/trycua/cua/tree/main/libs/lume) to [Lumier](https://github.com/trycua/cua/tree/main/libs/lumier) to [Cua Cloud Sandbox](./introducing-cua-cloud-containers). Here's our take on Apple's announcement.
 
 ## Our Story
 
@@ -168,7 +168,7 @@ Apple's announcement confirms we're on the right path. Here's what we're looking
 - [Apple Containerization Framework](https://github.com/apple/containerization)
 - [Lume - Direct VM Management](https://github.com/trycua/cua/tree/main/libs/lume)
 - [Lumier - Docker Interface for VMs](https://github.com/trycua/cua/tree/main/libs/lumier)
-- [Cua Cloud Containers](https://trycua.com)
+- [Cua Cloud Sandbox](https://trycua.com)
 - [Join our Discord](https://discord.gg/cua-ai)
 
 ---
diff --git a/blog/sandboxed-python-execution.md b/blog/sandboxed-python-execution.md
index 9261e955..c7b115c4 100644
--- a/blog/sandboxed-python-execution.md
+++ b/blog/sandboxed-python-execution.md
@@ -235,7 +235,7 @@ print(f"Security audit: {audit_result}")
 
 ### Desktop automation in the cloud
 
-Here's where things get really interesting. Cua cloud containers come with full desktop environments, so you can automate GUIs:
+Here's where things get really interesting. Cua Cloud Sandbox comes with full desktop environments, so you can automate GUIs:
 
 ```python
 @sandboxed("desktop_env")
diff --git a/docs/content/docs/computer-sdk/computers.mdx b/docs/content/docs/computer-sdk/computers.mdx
index 0b11d20d..047ad78b 100644
--- a/docs/content/docs/computer-sdk/computers.mdx
+++ b/docs/content/docs/computer-sdk/computers.mdx
@@ -9,9 +9,9 @@ Before we can automate apps using AI, we need to first connect to a Computer Ser
 
 Cua Computers are preconfigured virtual machines running the Computer Server. They can be either macOS, Linux, or Windows. They're found in either a cloud-native container, or on your host desktop.
 
-## cua cloud container
+## Cua Cloud Sandbox
 
-This is a cloud container running the Computer Server. This is the easiest & safest way to get a cua computer, and can be done by going on the trycua.com website.
+This is a Cloud Sandbox running the Computer Server. This is the easiest & safest way to get a cua computer, and can be done by going on the trycua.com website.
 
 <Tabs items={['Python', 'TypeScript']}>
   <Tab value="Python">
@@ -25,7 +25,7 @@ This is a cloud container running the Computer Server. This is the easiest & saf
         api_key="your-api-key"
     )
 
-    await computer.run() # Connect to the container
+    await computer.run() # Connect to the sandbox
     ```
 
   </Tab>
@@ -39,75 +39,22 @@ This is a cloud container running the Computer Server. This is the easiest & saf
       apiKey: "your-api-key"
     });
 
-    await computer.run(); // Connect to the container
+    await computer.run(); // Connect to the sandbox
     ```
 
   </Tab>
 </Tabs>
 
-## cua local containers
+## Cua Local Sandbox
 
-cua provides local containers using different providers depending on your host operating system:
+Cua provides local sandboxes using different providers depending on your host operating system:
 
-<Tabs items={['Lume (macOS Only)', 'Windows Sandbox (Windows Only)', 'Docker (macOS, Windows, Linux)']}>
-  <Tab value="Lume (macOS Only)">
-    
-    1. Install lume cli
-
-    ```bash
-    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
-    ```
-
-    2. Start a local cua container
-
-    ```bash
-    lume run macos-sequoia-cua:latest
-    ```
-
-    3. Connect with Computer
-
-    ```python
-    from computer import Computer
-
-    computer = Computer(
-        os_type="macos", 
-        provider_type="lume", 
-        name="macos-sequoia-cua:latest"
-    )
-
-    await computer.run() # Launch & connect to the container
-    ```
-
-  </Tab>
-  <Tab value="Windows Sandbox (Windows Only)">
-    
-    1. Enable Windows Sandbox (requires Windows 10 Pro/Enterprise or Windows 11)
-    2. Install pywinsandbox dependency
-
-    ```bash
-    pip install -U git+git://github.com/karkason/pywinsandbox.git
-    ```
-
-    3. Windows Sandbox will be automatically configured when you run the CLI
-
-    ```python
-    from computer import Computer
-
-    computer = Computer(
-        os_type="windows", 
-        provider_type="winsandbox",
-        ephemeral=True # Windows Sandbox is always ephemeral
-    )
-
-    await computer.run() # Launch & connect to Windows Sandbox
-    ```
-
-  </Tab>
+<Tabs items={['KASM on Docker (macOS, Windows, Linux)', 'Windows Sandbox (Windows Only)', 'macOS VM (with Lume CLI)']}>
   <Tab value="Docker (macOS, Windows, Linux)">
-    
+
     1. Install Docker Desktop or Docker Engine
 
-    2. Build or pull the CUA Ubuntu container
+    2. Build or pull the CUA Ubuntu sandbox
 
     ```bash
     # Option 1: Pull from Docker Hub
@@ -130,7 +77,60 @@ cua provides local containers using different providers depending on your host o
         name="my-cua-container"
     )
 
-    await computer.run() # Launch & connect to Docker container
+    await computer.run() # Launch & connect to Docker sandbox
+    ```
+
+  </Tab>
+  <Tab value="Windows Sandbox (Windows Only)">
+
+    1. Enable Windows Sandbox (requires Windows 10 Pro/Enterprise or Windows 11)
+    2. Install pywinsandbox dependency
+
+    ```bash
+    pip install -U git+git://github.com/karkason/pywinsandbox.git
+    ```
+
+    3. Windows Sandbox will be automatically configured when you run the CLI
+
+    ```python
+    from computer import Computer
+
+    computer = Computer(
+        os_type="windows",
+        provider_type="winsandbox",
+        ephemeral=True # Windows Sandbox is always ephemeral
+    )
+
+    await computer.run() # Launch & connect to Windows Sandbox
+    ```
+
+  </Tab>
+  <Tab value="Lume (macOS Only)">
+
+    1. Install lume cli
+
+    ```bash
+    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
+    ```
+
+    2. Start a local cua sandbox
+
+    ```bash
+    lume run macos-sequoia-cua:latest
+    ```
+
+    3. Connect with Computer
+
+    ```python
+    from computer import Computer
+
+    computer = Computer(
+        os_type="macos",
+        provider_type="lume",
+        name="macos-sequoia-cua:latest"
+    )
+
+    await computer.run() # Launch & connect to the sandbox
     ```
 
   </Tab>
diff --git a/docs/content/docs/quickstart-devs.mdx b/docs/content/docs/quickstart-devs.mdx
index d442f3f0..5b7b28a3 100644
--- a/docs/content/docs/quickstart-devs.mdx
+++ b/docs/content/docs/quickstart-devs.mdx
@@ -21,15 +21,15 @@ You can run your Cua computer in the cloud (recommended for easiest setup), loca
 
 <Tabs items={['☁️ Cloud', '🐳 Docker', '🍎 Lume', '🪟 Windows Sandbox']}>
   <Tab value="☁️ Cloud">
-    
-    Cua cloud containers are virtual machines that run Ubuntu.
+
+    Cua Cloud Sandbox provides virtual machines that run Ubuntu.
 
     1. Go to [trycua.com/signin](https://www.trycua.com/signin)
     2. Navigate to **Dashboard > Containers > Create Instance**
-    3. Create a **Medium, Ubuntu 22** container
-    4. Note your container name and API key
+    3. Create a **Medium, Ubuntu 22** sandbox
+    4. Note your sandbox name and API key
 
-    Your cloud container will be automatically configured and ready to use.
+    Your Cloud Sandbox will be automatically configured and ready to use.
 
   </Tab>
   <Tab value="🍎 Lume">
@@ -42,7 +42,7 @@ You can run your Cua computer in the cloud (recommended for easiest setup), loca
     /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
     ```
 
-    2. Start a local Cua container:
+    2. Start a local Cua sandbox:
 
     ```bash
     lume run macos-sequoia-cua:latest
@@ -69,7 +69,7 @@ You can run your Cua computer in the cloud (recommended for easiest setup), loca
     
     1. Install Docker Desktop or Docker Engine:
 
-    2. Pull the CUA Ubuntu container:
+    2. Pull the CUA Ubuntu sandbox:
 
     ```bash
     docker pull --platform=linux/amd64 trycua/cua-ubuntu:latest
@@ -106,7 +106,7 @@ Connect to your Cua computer and perform basic interactions, such as taking scre
             name="your-container-name",
             api_key="your-api-key"
         )
-        await computer.run() # Connect to the container
+        await computer.run() # Connect to the sandbox
         ```
       </Tab>
       <Tab value="🍎 Lume">
@@ -192,7 +192,7 @@ Connect to your Cua computer and perform basic interactions, such as taking scre
           name: "your-container-name",
           apiKey: "your-api-key"
         });
-        await computer.run(); // Connect to the container
+        await computer.run(); // Connect to the sandbox
         ```
       </Tab>
       <Tab value="🍎 Lume">
diff --git a/examples/computer-example-ts/README.md b/examples/computer-example-ts/README.md
index 500362c9..7e7fc81e 100644
--- a/examples/computer-example-ts/README.md
+++ b/examples/computer-example-ts/README.md
@@ -1,13 +1,13 @@
 # cua-cloud-openai Example
 
-This example demonstrates how to control a cua Cloud container using the OpenAI `computer-use-preview` model and the `@trycua/computer` TypeScript library.
+This example demonstrates how to control a Cua Cloud Sandbox using the OpenAI `computer-use-preview` model and the `@trycua/computer` TypeScript library.
 
 ## Overview
 
-- Connects to a cua Cloud container via the `@trycua/computer` library
+- Connects to a Cua Cloud Sandbox via the `@trycua/computer` library
 - Sends screenshots and instructions to OpenAI's computer-use model
-- Executes AI-generated actions (clicks, typing, etc.) inside the container
-- Designed for Linux containers, but can be adapted for other OS types
+- Executes AI-generated actions (clicks, typing, etc.) inside the sandbox
+- Designed for Linux sandboxes, but can be adapted for other OS types
 
 ## Getting Started
 
@@ -20,8 +20,8 @@ This example demonstrates how to control a cua Cloud container using the OpenAI
 2. **Set up environment variables:**
    Create a `.env` file with the following variables:
    - `OPENAI_API_KEY` — your OpenAI API key
-   - `CUA_API_KEY` — your cua Cloud API key
-   - `CUA_CONTAINER_NAME` — the name of your provisioned container
+   - `CUA_API_KEY` — your Cua Cloud API key
+   - `CUA_CONTAINER_NAME` — the name of your provisioned sandbox
 
 3. **Run the example:**
 
@@ -38,7 +38,7 @@ This example demonstrates how to control a cua Cloud container using the OpenAI
 
 For a step-by-step tutorial and more detailed explanation, see the accompanying blog post:
 
-➡️ [Controlling a cua Cloud Container with JavaScript](https://placeholder-url-to-blog-post.com)
+➡️ [Controlling a Cua Cloud Sandbox with JavaScript](https://placeholder-url-to-blog-post.com)
 
 _(This link will be updated once the article is published.)_
 
diff --git a/notebooks/README.md b/notebooks/README.md
index 0a7f4890..25978415 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -5,7 +5,7 @@ This folder contains Jupyter notebooks that demonstrate the core functionality o
 ## Available Notebooks
 
 ### Core Components
-- **`computer_nb.ipynb`** - Demonstrates the Computer API for programmatically operating sandbox VMs using either Cua Cloud Containers or local Lume VMs on Apple Silicon macOS systems
+- **`computer_nb.ipynb`** - Demonstrates the Computer API for programmatically operating sandbox VMs using either Cua Cloud Sandbox or local Lume VMs on Apple Silicon macOS systems
 - **`agent_nb.ipynb`** - Shows how to use CUA's Agent to run automated workflows in virtual sandboxes with various AI models (OpenAI, Anthropic, local models)
 - **`pylume_nb.ipynb`** - Quickstart guide for the pylume Python library, which handles VM creation, management, and image operations
 - **`computer_server_nb.ipynb`** - Demonstrates how to host and configure the Computer server that powers the Computer API
diff --git a/notebooks/agent_nb.ipynb b/notebooks/agent_nb.ipynb
index 30746780..7523e25d 100644
--- a/notebooks/agent_nb.ipynb
+++ b/notebooks/agent_nb.ipynb
@@ -3,11 +3,7 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "## Agent\n",
-    "\n",
-    "This notebook demonstrates how to use Cua's Agent to run workflows in virtual sandboxes, either using Cua Cloud Containers or local VMs on Apple Silicon Macs."
-   ]
+   "source": "## Agent\n\nThis notebook demonstrates how to use Cua's Agent to run workflows in virtual sandboxes, either using Cua Cloud Sandbox or local VMs on Apple Silicon Macs."
   },
   {
    "cell_type": "markdown",
@@ -61,9 +57,7 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "Agent allows you to run an agentic workflow in virtual sandbox instances. You can choose between cloud containers or local VMs."
-   ]
+   "source": "Agent allows you to run an agentic workflow in virtual sandbox instances. You can choose between Cloud Sandbox or local VMs."
   },
   {
    "cell_type": "code",
@@ -96,32 +90,17 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "## Option 1: Agent with Cua Cloud Containers\n",
-    "\n",
-    "Use cloud containers for running agents from any system without local setup."
-   ]
+   "source": "## Option 1: Agent with Cua Cloud Sandbox\n\nUse Cloud Sandbox for running agents from any system without local setup."
   },
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "### Prerequisites for Cloud Containers\n",
-    "\n",
-    "To use Cua Cloud Containers, you need to:\n",
-    "1. Sign up at https://trycua.com\n",
-    "2. Create a Cloud Container\n",
-    "3. Generate an API Key\n",
-    "\n",
-    "Once you have these, you can connect to your cloud container and run agents on it."
-   ]
+   "source": "### Prerequisites for Cloud Sandbox\n\nTo use Cua Cloud Sandbox, you need to:\n1. Sign up at https://trycua.com\n2. Create a Cloud Sandbox\n3. Generate an API Key\n\nOnce you have these, you can connect to your Cloud Sandbox and run agents on it."
   },
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "Get Cua API credentials and container details"
-   ]
+   "source": "Get Cua API credentials and sandbox details"
   },
   {
    "cell_type": "code",
@@ -138,60 +117,31 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "Choose the OS type for your container (linux or macos)"
-   ]
+   "source": "Choose the OS type for your sandbox (linux or macos)"
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "os_type = input(\"Enter the OS type of your container (linux/macos) [default: linux]: \").lower() or \"linux\""
-   ]
+   "source": "os_type = input(\"Enter the OS type of your sandbox (linux/macos) [default: linux]: \").lower() or \"linux\""
   },
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "### Create an agent with cloud container"
-   ]
+   "source": "### Create an agent with Cloud Sandbox"
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "import logging\n",
-    "from pathlib import Path\n",
-    "\n",
-    "# Connect to your existing cloud container\n",
-    "computer = Computer(\n",
-    "    os_type=os_type,\n",
-    "    api_key=cua_api_key,\n",
-    "    name=container_name,\n",
-    "    provider_type=VMProviderType.CLOUD,\n",
-    "    verbosity=logging.INFO\n",
-    ")\n",
-    "\n",
-    "# Create agent\n",
-    "agent = ComputerAgent(\n",
-    "    model=\"openai/computer-use-preview\",\n",
-    "    tools=[computer],\n",
-    "    trajectory_dir=str(Path(\"trajectories\")),\n",
-    "    only_n_most_recent_images=3,\n",
-    "    verbosity=logging.INFO\n",
-    ")\n"
-   ]
+   "source": "import logging\nfrom pathlib import Path\n\n# Connect to your existing Cloud Sandbox\ncomputer = Computer(\n    os_type=os_type,\n    api_key=cua_api_key,\n    name=container_name,\n    provider_type=VMProviderType.CLOUD,\n    verbosity=logging.INFO\n)\n\n# Create agent\nagent = ComputerAgent(\n    model=\"openai/computer-use-preview\",\n    tools=[computer],\n    trajectory_dir=str(Path(\"trajectories\")),\n    only_n_most_recent_images=3,\n    verbosity=logging.INFO\n)\n"
   },
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "Run tasks on cloud container"
-   ]
+   "source": "Run tasks on Cloud Sandbox"
   },
   {
    "cell_type": "code",
@@ -565,4 +515,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}
\ No newline at end of file
diff --git a/notebooks/computer_nb.ipynb b/notebooks/computer_nb.ipynb
index 0cf35175..740bad2c 100644
--- a/notebooks/computer_nb.ipynb
+++ b/notebooks/computer_nb.ipynb
@@ -3,11 +3,7 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "## Computer\n",
-    "\n",
-    "This notebook demonstrates how to use Computer to operate sandbox VMs programmatically, either using Cua Cloud Containers or local Lume VMs on Apple Silicon macOS systems."
-   ]
+   "source": "## Computer\n\nThis notebook demonstrates how to use Computer to operate sandbox VMs programmatically, either using Cua Cloud Sandbox or local Lume VMs on Apple Silicon macOS systems."
   },
   {
    "cell_type": "markdown",
@@ -513,25 +509,12 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "## Option 1: Cua Cloud Containers\n",
-    "\n",
-    "Cua Cloud Containers provide remote VMs that can be accessed from any system without local setup."
-   ]
+   "source": "## Option 1: Cua Cloud Sandbox\n\nCua Cloud Sandbox provides remote VMs that can be accessed from any system without local setup."
   },
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "### Prerequisites for Cloud Containers\n",
-    "\n",
-    "To use Cua Cloud Containers, you need to:\n",
-    "1. Sign up at https://trycua.com\n",
-    "2. Create a Cloud Container\n",
-    "3. Generate an API Key\n",
-    "\n",
-    "Once you have these, you can connect to your cloud container using its name."
-   ]
+   "source": "### Prerequisites for Cloud Sandbox\n\nTo use Cua Cloud Sandbox, you need to:\n1. Sign up at https://trycua.com\n2. Create a Cloud Sandbox\n3. Generate an API Key\n\nOnce you have these, you can connect to your Cloud Sandbox using its name."
   },
   {
    "cell_type": "code",
@@ -551,25 +534,19 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "Choose the OS type for your container (linux or macos)"
-   ]
+   "source": "Choose the OS type for your sandbox (linux or macos)"
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "os_type = input(\"Enter the OS type of your container (linux/macos) [default: linux]: \").lower() or \"linux\""
-   ]
+   "source": "os_type = input(\"Enter the OS type of your sandbox (linux/macos) [default: linux]: \").lower() or \"linux\""
   },
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "### Connect to your Cloud Container"
-   ]
+   "source": "### Connect to your Cloud Sandbox"
   },
   {
    "cell_type": "code",
@@ -583,23 +560,14 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "Connect to your existing Cua Cloud Container"
-   ]
+   "source": "Connect to your existing Cua Cloud Sandbox"
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "computer = Computer(\n",
-    "    os_type=os_type,  # Must match the OS type of your cloud container\n",
-    "    api_key=cua_api_key,\n",
-    "    name=container_name,\n",
-    "    provider_type=VMProviderType.CLOUD,\n",
-    ")"
-   ]
+   "source": "computer = Computer(\n    os_type=os_type,  # Must match the OS type of your Cloud Sandbox\n    api_key=cua_api_key,\n    name=container_name,\n    provider_type=VMProviderType.CLOUD,\n)"
   },
   {
    "cell_type": "markdown",
@@ -1106,4 +1074,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}
\ No newline at end of file
diff --git a/notebooks/sota_hackathon_cloud.ipynb b/notebooks/sota_hackathon_cloud.ipynb
index d6298e94..575d15ea 100644
--- a/notebooks/sota_hackathon_cloud.ipynb
+++ b/notebooks/sota_hackathon_cloud.ipynb
@@ -56,12 +56,7 @@
    "cell_type": "markdown",
    "id": "47171dc3",
    "metadata": {},
-   "source": [
-    "1. Create a Cua account at https://www.trycua.com/\n",
-    "2. Start a small Cua container at https://www.trycua.com/dashboard/containers (If you need credits, ask us!)\n",
-    "3. Create a HUD account at https://www.hud.so/\n",
-    "4. Create a .env file:"
-   ]
+   "source": "1. Create a Cua account at https://www.trycua.com/\n2. Start a small Cua sandbox at https://www.trycua.com/dashboard/containers (If you need credits, ask us!)\n3. Create a HUD account at https://www.hud.so/\n4. Create a .env file:"
   },
   {
    "cell_type": "code",
@@ -151,21 +146,13 @@
    "cell_type": "markdown",
    "id": "a07b09ee",
    "metadata": {},
-   "source": [
-    "## 🖱️ Test your agent\n",
-    "\n",
-    "Run your agent on a test scenario in a Cua cloud container."
-   ]
+   "source": "## 🖱️ Test your agent\n\nRun your agent on a test scenario in a Cua Cloud Sandbox."
   },
   {
    "cell_type": "markdown",
    "id": "12b9c22c",
    "metadata": {},
-   "source": [
-    "Connect to an existing cloud container through the Cua SDK.\n",
-    "\n",
-    "You can access the computer through VNC on the [Cua Dashboard](https://www.trycua.com/dashboard)."
-   ]
+   "source": "Connect to an existing Cloud Sandbox through the Cua SDK.\n\nYou can access the computer through VNC on the [Cua Dashboard](https://www.trycua.com/dashboard)."
   },
   {
    "cell_type": "code",
@@ -173,20 +160,7 @@
    "id": "a210e959",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "from computer import Computer, VMProviderType\n",
-    "\n",
-    "# Connect to your existing cloud container\n",
-    "computer = Computer(\n",
-    "    os_type=\"linux\",\n",
-    "    provider_type=VMProviderType.CLOUD,\n",
-    "    name=os.getenv(\"CUA_CONTAINER_NAME\") or \"\",\n",
-    "    api_key=os.getenv(\"CUA_API_KEY\"),\n",
-    "    verbosity=logging.INFO\n",
-    ")\n",
-    "\n",
-    "agent_config[\"tools\"] = [ computer ]"
-   ]
+   "source": "from computer import Computer, VMProviderType\n\n# Connect to your existing Cloud Sandbox\ncomputer = Computer(\n    os_type=\"linux\",\n    provider_type=VMProviderType.CLOUD,\n    name=os.getenv(\"CUA_CONTAINER_NAME\") or \"\",\n    api_key=os.getenv(\"CUA_API_KEY\"),\n    verbosity=logging.INFO\n)\n\nagent_config[\"tools\"] = [ computer ]"
   },
   {
    "cell_type": "markdown",
@@ -283,4 +257,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file
diff --git a/scripts/playground-docker.sh b/scripts/playground-docker.sh
index 5cfae574..8a798464 100644
--- a/scripts/playground-docker.sh
+++ b/scripts/playground-docker.sh
@@ -80,16 +80,16 @@ trap cleanup EXIT
 
 echo ""
 echo "Choose your Cua setup:"
-echo "1) ☁️  Cua Cloud Containers (works on any system)"
+echo "1) ☁️  Cua Cloud Sandbox (works on any system)"
 echo "2) 🖥️  Local macOS VMs (requires Apple Silicon Mac + macOS 15+)"
 echo "3) 🖥️  Local Windows VMs (requires Windows 10 / 11)"
 echo ""
 read -p "Enter your choice (1, 2, or 3): " CHOICE
 
 if [[ "$CHOICE" == "1" ]]; then
-  # Cua Cloud Container setup
+  # Cua Cloud Sandbox setup
   echo ""
-  print_info "Setting up Cua Cloud Containers..."
+  print_info "Setting up Cua Cloud Sandbox..."
   echo ""
   
   # Check if existing .env.local already has CUA_API_KEY
@@ -116,15 +116,15 @@ if [[ "$CHOICE" == "1" ]]; then
   
   # If no valid API key found, prompt for one
   if [[ -z "$CUA_API_KEY" ]]; then
-    echo "To use Cua Cloud Containers, you need to:"
+    echo "To use Cua Cloud Sandbox, you need to:"
     echo "1. Sign up at https://trycua.com"
-    echo "2. Create a Cloud Container"
+    echo "2. Create a Cloud Sandbox"
     echo "3. Generate an Api Key"
     echo ""
     read -p "Enter your Cua Api Key: " CUA_API_KEY
     
     if [[ -z "$CUA_API_KEY" ]]; then
-      print_error "Cua Api Key is required for Cloud Containers."
+      print_error "Cua Api Key is required for Cloud Sandbox."
       exit 1
     fi
   else
@@ -142,7 +142,7 @@ elif [[ "$CHOICE" == "2" ]]; then
   # Check for Apple Silicon Mac
   if [[ $(uname -s) != "Darwin" || $(uname -m) != "arm64" ]]; then
     print_error "Local macOS VMs require an Apple Silicon Mac (M1/M2/M3/M4)."
-    echo "💡 Consider using Cua Cloud Containers instead (option 1)."
+    echo "💡 Consider using Cua Cloud Sandbox instead (option 1)."
     exit 1
   fi
 
@@ -150,7 +150,7 @@ elif [[ "$CHOICE" == "2" ]]; then
   OSVERSION=$(sw_vers -productVersion)
   if [[ $(echo "$OSVERSION 15.0" | tr " " "\n" | sort -V | head -n 1) != "15.0" ]]; then
     print_error "Local macOS VMs require macOS 15 (Sequoia) or newer. You have $OSVERSION."
-    echo "💡 Consider using Cua Cloud Containers instead (option 1)."
+    echo "💡 Consider using Cua Cloud Sandbox instead (option 1)."
     exit 1
   fi
 
@@ -165,7 +165,7 @@ elif [[ "$CHOICE" == "3" ]]; then
   # Check if we're on Windows
   if [[ $(uname -s) != MINGW* && $(uname -s) != CYGWIN* && $(uname -s) != MSYS* ]]; then
     print_error "Local Windows VMs require Windows 10 or 11."
-    echo "💡 Consider using Cua Cloud Containers instead (option 1)."
+    echo "💡 Consider using Cua Cloud Sandbox instead (option 1)."
     echo ""
     echo "🔗 If you are using WSL, refer to the blog post to get started: https://www.trycua.com/blog/windows-sandbox"
     exit 1
@@ -303,7 +303,7 @@ chmod +x "$DEMO_DIR/start_ui.sh"
 print_success "Setup complete!"
 
 if [[ "$USE_CLOUD" == "true" ]]; then
-  echo "☁️  Cua Cloud Container setup complete!"
+  echo "☁️  Cua Cloud Sandbox setup complete!"
 else
   echo "🖥️  Cua Local VM setup complete!"
 fi
diff --git a/scripts/playground.sh b/scripts/playground.sh
index 0cde5a25..58bc2da2 100755
--- a/scripts/playground.sh
+++ b/scripts/playground.sh
@@ -22,18 +22,18 @@ TMP_DIR=$(mktemp -d)
 cd "$TMP_DIR"
 trap cleanup EXIT
 
-# Ask user to choose between local macOS VMs or Cua Cloud Containers
+# Ask user to choose between local macOS VMs or Cua Cloud Sandbox
 echo ""
 echo "Choose your Cua setup:"
-echo "1) ☁️  Cua Cloud Containers (works on any system)"
+echo "1) ☁️  Cua Cloud Sandbox (works on any system)"
 echo "2) 🖥️  Local macOS VMs (requires Apple Silicon Mac + macOS 15+)"
 echo ""
 read -p "Enter your choice (1 or 2): " CHOICE
 
 if [[ "$CHOICE" == "1" ]]; then
-  # Cua Cloud Container setup
+  # Cua Cloud Sandbox setup
   echo ""
-  echo "☁️ Setting up Cua Cloud Containers..."
+  echo "☁️ Setting up Cua Cloud Sandbox..."
   echo ""
   
   # Check if existing .env.local already has CUA_API_KEY (check current dir and demo dir)
@@ -61,15 +61,15 @@ if [[ "$CHOICE" == "1" ]]; then
   
   # If no valid API key found, prompt for one
   if [[ -z "$CUA_API_KEY" ]]; then
-    echo "To use Cua Cloud Containers, you need to:"
+    echo "To use Cua Cloud Sandbox, you need to:"
     echo "1. Sign up at https://trycua.com"
-    echo "2. Create a Cloud Container"
+    echo "2. Create a Cloud Sandbox"
     echo "3. Generate an Api Key"
     echo ""
     read -p "Enter your Cua Api Key: " CUA_API_KEY
     
     if [[ -z "$CUA_API_KEY" ]]; then
-      echo "❌ Cua Api Key is required for Cloud Containers."
+      echo "❌ Cua Api Key is required for Cloud Sandbox."
       exit 1
     fi
   fi
@@ -84,7 +84,7 @@ elif [[ "$CHOICE" == "2" ]]; then
   # Check for Apple Silicon Mac
   if [[ $(uname -s) != "Darwin" || $(uname -m) != "arm64" ]]; then
     echo "❌ Local macOS VMs require an Apple Silicon Mac (M1/M2/M3/M4)."
-    echo "💡 Consider using Cua Cloud Containers instead (option 1)."
+    echo "💡 Consider using Cua Cloud Sandbox instead (option 1)."
     exit 1
   fi
 
@@ -92,7 +92,7 @@ elif [[ "$CHOICE" == "2" ]]; then
   OSVERSION=$(sw_vers -productVersion)
   if [[ $(echo "$OSVERSION 15.0" | tr " " "\n" | sort -V | head -n 1) != "15.0" ]]; then
     echo "❌ Local macOS VMs require macOS 15 (Sequoia) or newer. You have $OSVERSION."
-    echo "💡 Consider using Cua Cloud Containers instead (option 1)."
+    echo "💡 Consider using Cua Cloud Sandbox instead (option 1)."
     exit 1
   fi
 
@@ -249,7 +249,7 @@ chmod +x "$DEMO_DIR/start_ui.sh"
 echo "✅ Setup complete!"
 
 if [[ "$USE_CLOUD" == "true" ]]; then
-  # Create run_demo.py for cloud containers
+  # Create run_demo.py for cloud sandbox
   cat > "$DEMO_DIR/run_demo.py" << 'EOF'
 import asyncio
 import os
@@ -276,7 +276,7 @@ if not openai_key and not anthropic_key:
     print("\n⚠️  No OpenAI or Anthropic API keys found in .env.local.")
     print("Please add at least one API key to use AI agents.")
 
-print("🚀 Starting CUA playground with Cloud Containers...")
+print("🚀 Starting CUA playground with Cloud Sandbox...")
 print("📝 Edit .env.local to update your API keys")
 
 # Launch the Gradio UI and open it in the browser
@@ -314,7 +314,7 @@ app.launch(share=False, inbrowser=True)
 EOF
 fi
 
-echo "☁️  CUA Cloud Container setup complete!"
+echo "☁️  CUA Cloud Sandbox setup complete!"
 echo "📝 Edit $DEMO_DIR/.env.local to update your API keys"
 echo "🖥️  Start the playground by running: $DEMO_DIR/start_ui.sh"
 

From 003c10a84615286d152bdc76276d4385d03bbce5 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Wed, 8 Oct 2025 18:27:15 -0700
Subject: [PATCH 037/220] Fix computer tabs

---
 docs/content/docs/computer-sdk/computers.mdx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/content/docs/computer-sdk/computers.mdx b/docs/content/docs/computer-sdk/computers.mdx
index 047ad78b..2a653f46 100644
--- a/docs/content/docs/computer-sdk/computers.mdx
+++ b/docs/content/docs/computer-sdk/computers.mdx
@@ -50,7 +50,7 @@ This is a Cloud Sandbox running the Computer Server. This is the easiest & safes
 Cua provides local sandboxes using different providers depending on your host operating system:
 
 <Tabs items={['KASM on Docker (macOS, Windows, Linux)', 'Windows Sandbox (Windows Only)', 'macOS VM (with Lume CLI)']}>
-  <Tab value="Docker (macOS, Windows, Linux)">
+  <Tab value="KASM on Docker (macOS, Windows, Linux)">
 
     1. Install Docker Desktop or Docker Engine
 
@@ -105,7 +105,7 @@ Cua provides local sandboxes using different providers depending on your host op
     ```
 
   </Tab>
-  <Tab value="Lume (macOS Only)">
+  <Tab value="macOS VM (with Lume CLI)">
 
     1. Install lume cli
 

From d0fefd3cd7f31eb39f4567075ee59b0404309796 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 9 Oct 2025 11:59:22 -0400
Subject: [PATCH 038/220] add google-genai to pyproject.toml

---
 libs/python/agent/pyproject.toml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 6fea439c..db057570 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -70,6 +70,9 @@ cli = [
 hud = [
     "hud-python==0.4.26",
 ]
+gemini = [
+    "google-genai>=1.41.0",
+]
 all = [
     # uitars requirements
     "mlx-vlm>=0.1.27; sys_platform == 'darwin'",
@@ -89,6 +92,8 @@ all = [
     "yaspin>=3.1.0",
     # hud requirements
     "hud-python==0.4.26",
+    # gemini requirements
+    "google-genai>=1.41.0",
 ]
 
 [tool.uv]

From 0ede822990485f097312e72c19a79ea802c746f4 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 9 Oct 2025 12:01:45 -0400
Subject: [PATCH 039/220] Add /start, /stop, and /restart to cloud provider

---
 .../computer/providers/cloud/provider.py      | 169 ++++++++++++++++--
 1 file changed, 157 insertions(+), 12 deletions(-)

diff --git a/libs/python/computer/computer/providers/cloud/provider.py b/libs/python/computer/computer/providers/cloud/provider.py
index 1cfba161..a54e01c4 100644
--- a/libs/python/computer/computer/providers/cloud/provider.py
+++ b/libs/python/computer/computer/providers/cloud/provider.py
@@ -1,6 +1,11 @@
-"""Cloud VM provider implementation.
+"""Cloud VM provider implementation using CUA Public API.
 
-This module contains a stub implementation for a future cloud VM provider.
+Implements the following public API endpoints:
+
+- GET /v1/vms
+- POST /v1/vms/:name/start
+- POST /v1/vms/:name/stop
+- POST /v1/vms/:name/restart
 """
 
 import logging
@@ -14,6 +19,10 @@ logger = logging.getLogger(__name__)
 import asyncio
 import aiohttp
 from urllib.parse import urlparse
+import os
+
+
+DEFAULT_API_BASE = os.getenv("CUA_API_BASE", "https://api.cua.ai")
 
 class CloudProvider(BaseVMProvider):
     """Cloud VM Provider implementation."""
@@ -21,6 +30,7 @@ class CloudProvider(BaseVMProvider):
         self,
         api_key: str,
         verbose: bool = False,
+        api_base: Optional[str] = None,
         **kwargs,
     ):
         """
@@ -32,6 +42,7 @@ class CloudProvider(BaseVMProvider):
         assert api_key, "api_key required for CloudProvider"
         self.api_key = api_key
         self.verbose = verbose
+        self.api_base = (api_base or DEFAULT_API_BASE).rstrip("/")
 
     @property
     def provider_type(self) -> VMProviderType:
@@ -44,24 +55,158 @@ class CloudProvider(BaseVMProvider):
         pass
 
     async def get_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
-        """Get VM VNC URL by name using the cloud API."""
-        return {"name": name, "hostname": f"{name}.containers.cloud.trycua.com"}
+        """Get VM information by querying the VM status endpoint.
+
+        - Build hostname via get_ip(name) → "{name}.containers.cloud.trycua.com"
+        - Probe https://{hostname}:8443/status with a short timeout
+        - If JSON contains a "status" field, return it; otherwise infer
+        - Fallback to DNS resolve check to distinguish unknown vs not_found
+        """
+        hostname = await self.get_ip(name=name)
+
+        # Try HTTPS probe to the computer-server status endpoint (8443)
+        try:
+            timeout = aiohttp.ClientTimeout(total=3)
+            async with aiohttp.ClientSession(timeout=timeout) as session:
+                url = f"https://{hostname}:8443/status"
+                async with session.get(url, allow_redirects=False) as resp:
+                    status_code = resp.status
+                    vm_status: str
+                    vm_os_type: Optional[str] = None
+                    if status_code == 200:
+                        try:
+                            data = await resp.json(content_type=None)
+                            vm_status = str(data.get("status", "ok"))
+                            if isinstance(data, dict) and "os_type" in data:
+                                vm_os_type = str(data.get("os_type"))
+                        except Exception:
+                            vm_status = "unknown"
+                    elif status_code < 500:
+                        vm_status = "unknown"
+                    else:
+                        vm_status = "unknown"
+                    return {
+                        "name": name,
+                        "status": "running" if vm_status == "ok" else vm_status,
+                        "hostname": hostname,
+                        "os_type": vm_os_type,
+                    }
+        except Exception:
+            # Fall back to a DNS resolve check
+            try:
+                loop = asyncio.get_event_loop()
+                await loop.getaddrinfo(hostname, 443)
+                # Host resolves, but HTTPS probe failed → treat as unknown
+                return {
+                    "name": name,
+                    "status": "unknown",
+                    "hostname": hostname,
+                }
+            except Exception:
+                # Host does not resolve → not found
+                return {"name": name, "status": "not_found", "hostname": hostname}
 
     async def list_vms(self) -> List[Dict[str, Any]]:
-        logger.warning("CloudProvider.list_vms is not implemented")
-        return []
+        url = f"{self.api_base}/v1/vms"
+        headers = {
+            "Authorization": f"Bearer {self.api_key}",
+            "Accept": "application/json",
+        }
+        async with aiohttp.ClientSession() as session:
+            async with session.get(url, headers=headers) as resp:
+                if resp.status == 200:
+                    try:
+                        data = await resp.json(content_type=None)
+                    except Exception:
+                        text = await resp.text()
+                        logger.error(f"Failed to parse list_vms JSON: {text}")
+                        return []
+                    if isinstance(data, list):
+                        return data
+                    logger.warning("Unexpected response for list_vms; expected list")
+                    return []
+                elif resp.status == 401:
+                    logger.error("Unauthorized: invalid CUA API key for list_vms")
+                    return []
+                else:
+                    text = await resp.text()
+                    logger.error(f"list_vms failed: HTTP {resp.status} - {text}")
+                    return []
 
     async def run_vm(self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
-        # logger.warning("CloudProvider.run_vm is not implemented")
-        return {"name": name, "status": "unavailable", "message": "CloudProvider.run_vm is not implemented"}
+        """Start a VM via public API. Returns a minimal status."""
+        url = f"{self.api_base}/v1/vms/{name}/start"
+        headers = {
+            "Authorization": f"Bearer {self.api_key}",
+            "Accept": "application/json",
+        }
+        async with aiohttp.ClientSession() as session:
+            async with session.post(url, headers=headers) as resp:
+                if resp.status in (200, 201, 202, 204):
+                    return {"name": name, "status": "starting"}
+                elif resp.status == 404:
+                    return {"name": name, "status": "not_found"}
+                elif resp.status == 401:
+                    return {"name": name, "status": "unauthorized"}
+                else:
+                    text = await resp.text()
+                    return {"name": name, "status": "error", "message": text}
 
     async def stop_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
-        logger.warning("CloudProvider.stop_vm is not implemented. To clean up resources, please use Computer.disconnect()")
-        return {"name": name, "status": "stopped", "message": "CloudProvider is not implemented"}
+        """Stop a VM via public API."""
+        url = f"{self.api_base}/v1/vms/{name}/stop"
+        headers = {
+            "Authorization": f"Bearer {self.api_key}",
+            "Accept": "application/json",
+        }
+        async with aiohttp.ClientSession() as session:
+            async with session.post(url, headers=headers) as resp:
+                if resp.status in (200, 202):
+                    # Spec says 202 with {"status":"stopping"}
+                    body_status: Optional[str] = None
+                    try:
+                        data = await resp.json(content_type=None)
+                        body_status = data.get("status") if isinstance(data, dict) else None
+                    except Exception:
+                        body_status = None
+                    return {"name": name, "status": body_status or "stopping"}
+                elif resp.status == 404:
+                    return {"name": name, "status": "not_found"}
+                elif resp.status == 401:
+                    return {"name": name, "status": "unauthorized"}
+                else:
+                    text = await resp.text()
+                    return {"name": name, "status": "error", "message": text}
+
+    async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
+        """Restart a VM via public API."""
+        url = f"{self.api_base}/v1/vms/{name}/restart"
+        headers = {
+            "Authorization": f"Bearer {self.api_key}",
+            "Accept": "application/json",
+        }
+        async with aiohttp.ClientSession() as session:
+            async with session.post(url, headers=headers) as resp:
+                if resp.status in (200, 202):
+                    # Spec says 202 with {"status":"restarting"}
+                    body_status: Optional[str] = None
+                    try:
+                        data = await resp.json(content_type=None)
+                        body_status = data.get("status") if isinstance(data, dict) else None
+                    except Exception:
+                        body_status = None
+                    return {"name": name, "status": body_status or "restarting"}
+                elif resp.status == 404:
+                    return {"name": name, "status": "not_found"}
+                elif resp.status == 401:
+                    return {"name": name, "status": "unauthorized"}
+                else:
+                    text = await resp.text()
+                    return {"name": name, "status": "error", "message": text}
 
     async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
-        logger.warning("CloudProvider.update_vm is not implemented")
-        return {"name": name, "status": "unchanged", "message": "CloudProvider is not implemented"}
+        logger.warning("CloudProvider.update_vm is not implemented via public API")
+        return {"name": name, "status": "unchanged", "message": "update_vm not supported by public API"}
 
     async def get_ip(self, name: Optional[str] = None, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """

From 844f138881672436c2a362f0e56519cff665c3f2 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 9 Oct 2025 12:08:39 -0400
Subject: [PATCH 040/220] Added VM management example to /examples

---
 examples/cloud_api_examples.py | 55 ++++++++++++++++++++++++++++++++++
 1 file changed, 55 insertions(+)
 create mode 100644 examples/cloud_api_examples.py

diff --git a/examples/cloud_api_examples.py b/examples/cloud_api_examples.py
new file mode 100644
index 00000000..a5777932
--- /dev/null
+++ b/examples/cloud_api_examples.py
@@ -0,0 +1,55 @@
+import asyncio
+import os
+from typing import List, Dict, Any
+
+from computer.providers.cloud.provider import CloudProvider
+
+async def main() -> None:
+    api_key = os.getenv("CUA_API_KEY")
+    if not api_key:
+        raise RuntimeError(
+            "CUA_API_KEY environment variable is not set.\n"
+            "Set it and re-run, e.g.:\n"
+            "  PowerShell: $env:CUA_API_KEY='your-key'\n"
+            "  bash:       export CUA_API_KEY=your-key"
+        )
+    # List VMs
+    provider = CloudProvider(api_key=api_key, verbose=True)
+    async with provider:
+        vms = await provider.list_vms()
+        if not vms:
+            print("No VMs returned (check API key or account).")
+        else:
+            print(f"Found {len(vms)} VM(s):")
+            for i, vm in enumerate(vms, start=1):
+                # Typical fields: name, status (if available), region, os_type, etc. (depends on account)
+                print(f"[{i}] {vm}")
+
+    # --- Additional operations (commented out) ---
+    # To stop a VM by name:
+    # api_key = os.getenv("CUA_API_KEY")
+    # provider = CloudProvider(api_key=api_key, verbose=True)
+    # async with provider:
+    #     name = "your-vm-name-here"
+    #     resp = await provider.stop_vm(name)
+    #     print("stop_vm response:", resp)
+
+    # To restart a VM by name:
+    # api_key = os.getenv("CUA_API_KEY")
+    # provider = CloudProvider(api_key=api_key, verbose=True)
+    # async with provider:
+    #     name = "your-vm-name-here"
+    #     resp = await provider.restart_vm(name)
+    #     print("restart_vm response:", resp)
+
+    # To probe a VM's status via its public hostname (if you know the name):
+    # api_key = os.getenv("CUA_API_KEY")
+    # provider = CloudProvider(api_key=api_key, verbose=True)
+    # async with provider:
+    #     name = "your-vm-name-here"
+    #     info = await provider.get_vm(name)
+    #     print("get_vm info:", info)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

From b29f89597f4728a20f43b5b69c4a515769539ad3 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 9 Oct 2025 12:36:43 -0400
Subject: [PATCH 041/220] added shared provider vm type

---
 examples/cloud_api_examples.py                | 30 +++++-----
 .../computer/computer/providers/base.py       | 27 ++++++++-
 .../computer/providers/cloud/provider.py      | 22 ++++++-
 .../computer/providers/cloud/types.py         | 57 +++++++++++++++++++
 .../computer/computer/providers/types.py      | 35 ++++++++++++
 5 files changed, 152 insertions(+), 19 deletions(-)
 create mode 100644 libs/python/computer/computer/providers/cloud/types.py
 create mode 100644 libs/python/computer/computer/providers/types.py

diff --git a/examples/cloud_api_examples.py b/examples/cloud_api_examples.py
index a5777932..47844a55 100644
--- a/examples/cloud_api_examples.py
+++ b/examples/cloud_api_examples.py
@@ -1,29 +1,31 @@
 import asyncio
 import os
-from typing import List, Dict, Any
+from utils import load_dotenv_files
+
+load_dotenv_files()
 
 from computer.providers.cloud.provider import CloudProvider
 
 async def main() -> None:
     api_key = os.getenv("CUA_API_KEY")
     if not api_key:
-        raise RuntimeError(
-            "CUA_API_KEY environment variable is not set.\n"
-            "Set it and re-run, e.g.:\n"
-            "  PowerShell: $env:CUA_API_KEY='your-key'\n"
-            "  bash:       export CUA_API_KEY=your-key"
-        )
+        raise RuntimeError("CUA_API_KEY environment variable is not set")
+    api_base = os.getenv("CUA_API_BASE")
+    if api_base:
+        print(f"Using API base: {api_base}")
+    
     # List VMs
     provider = CloudProvider(api_key=api_key, verbose=True)
     async with provider:
         vms = await provider.list_vms()
-        if not vms:
-            print("No VMs returned (check API key or account).")
-        else:
-            print(f"Found {len(vms)} VM(s):")
-            for i, vm in enumerate(vms, start=1):
-                # Typical fields: name, status (if available), region, os_type, etc. (depends on account)
-                print(f"[{i}] {vm}")
+        print(f"Found {len(vms)} VM(s)")
+        for vm in vms:
+            print(
+                f"name: {vm['name']}\n",
+                f"status: {vm['status']}\n", # pending, running, stopped, terminated, failed
+                f"api_url: {vm.get('api_url')}\n",
+                f"vnc_url: {vm.get('vnc_url')}\n",
+            )
 
     # --- Additional operations (commented out) ---
     # To stop a VM by name:
diff --git a/libs/python/computer/computer/providers/base.py b/libs/python/computer/computer/providers/base.py
index 23526097..0c36c913 100644
--- a/libs/python/computer/computer/providers/base.py
+++ b/libs/python/computer/computer/providers/base.py
@@ -2,7 +2,9 @@
 
 import abc
 from enum import StrEnum
-from typing import Dict, List, Optional, Any, AsyncContextManager
+from typing import Dict, Optional, Any, AsyncContextManager
+
+from .types import ListVMsResponse
 
 
 class VMProviderType(StrEnum):
@@ -42,8 +44,13 @@ class BaseVMProvider(AsyncContextManager):
         pass
         
     @abc.abstractmethod
-    async def list_vms(self) -> List[Dict[str, Any]]:
-        """List all available VMs."""
+    async def list_vms(self) -> ListVMsResponse:
+        """List all available VMs.
+
+        Returns:
+            ListVMsResponse: A list of minimal VM objects as defined in
+            `computer.providers.types.MinimalVM`.
+        """
         pass
         
     @abc.abstractmethod
@@ -76,6 +83,20 @@ class BaseVMProvider(AsyncContextManager):
         """
         pass
         
+    @abc.abstractmethod
+    async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
+        """Restart a VM by name.
+        
+        Args:
+            name: Name of the VM to restart
+            storage: Optional storage path override. If provided, this will be used
+                    instead of the provider's default storage path.
+        
+        Returns:
+            Dictionary with VM restart status and information
+        """
+        pass
+        
     @abc.abstractmethod
     async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
         """Update VM configuration.
diff --git a/libs/python/computer/computer/providers/cloud/provider.py b/libs/python/computer/computer/providers/cloud/provider.py
index a54e01c4..0e3dfd83 100644
--- a/libs/python/computer/computer/providers/cloud/provider.py
+++ b/libs/python/computer/computer/providers/cloud/provider.py
@@ -12,6 +12,7 @@ import logging
 from typing import Dict, List, Optional, Any
 
 from ..base import BaseVMProvider, VMProviderType
+from ..types import ListVMsResponse, MinimalVM
 
 # Setup logging
 logger = logging.getLogger(__name__)
@@ -106,7 +107,7 @@ class CloudProvider(BaseVMProvider):
                 # Host does not resolve → not found
                 return {"name": name, "status": "not_found", "hostname": hostname}
 
-    async def list_vms(self) -> List[Dict[str, Any]]:
+    async def list_vms(self) -> ListVMsResponse:
         url = f"{self.api_base}/v1/vms"
         headers = {
             "Authorization": f"Bearer {self.api_key}",
@@ -122,7 +123,24 @@ class CloudProvider(BaseVMProvider):
                         logger.error(f"Failed to parse list_vms JSON: {text}")
                         return []
                     if isinstance(data, list):
-                        return data
+                        # Enrich with convenience URLs when possible.
+                        enriched: List[Dict[str, Any]] = []
+                        for item in data:
+                            vm = dict(item) if isinstance(item, dict) else {}
+                            name = vm.get("name")
+                            password = vm.get("password")
+                            if isinstance(name, str) and name:
+                                host = f"https://{name}.containers.cloud.trycua.com:8443"
+                                # api_url: always set if missing
+                                if not vm.get("api_url"):
+                                    vm["api_url"] = host
+                                # vnc_url: only when password available
+                                if not vm.get("vnc_url") and isinstance(password, str) and password:
+                                    vm[
+                                        "vnc_url"
+                                    ] = f"https://{host}/vnc.html?autoconnect=true&password={password}"
+                            enriched.append(vm)
+                        return enriched  # type: ignore[return-value]
                     logger.warning("Unexpected response for list_vms; expected list")
                     return []
                 elif resp.status == 401:
diff --git a/libs/python/computer/computer/providers/cloud/types.py b/libs/python/computer/computer/providers/cloud/types.py
new file mode 100644
index 00000000..a289701d
--- /dev/null
+++ b/libs/python/computer/computer/providers/cloud/types.py
@@ -0,0 +1,57 @@
+"""Pydantic models for the CUA Cloud provider API.
+
+Documents the response shape for the Cloud list VMs endpoint.
+
+List VMs
+- Method: GET
+- Path: `/v1/vms`
+- Description: Returns all VMs owned by the API key's user.
+- Responses:
+  - 200: Array of minimal VM objects with fields `{ name, password, status }`
+  - 401: Unauthorized (missing/invalid API key)
+
+Example curl:
+    curl -H "Authorization: Bearer $CUA_API_KEY" \
+         "https://api.cua.ai/v1/vms"
+
+Response shape:
+[
+  {
+    "name": "s-windows-x4snp46ebf",
+    "password": "49b8daa3",
+    "status": "running"
+  }
+]
+
+Status values:
+- pending   : VM deployment in progress
+- running   : VM is active and accessible
+- stopped   : VM is stopped but not terminated
+- terminated: VM has been permanently destroyed
+- failed    : VM deployment or operation failed
+"""
+from __future__ import annotations
+
+from typing import Literal, Optional
+
+# Require pydantic for typed models in provider APIs
+from pydantic import BaseModel
+
+
+CloudVMStatus = Literal["pending", "running", "stopped", "terminated", "failed"]
+
+
+class CloudVM(BaseModel):
+    """Minimal VM object returned by CUA Cloud list API.
+
+    Additional optional fields (like URLs) may be filled by callers based on
+    their environment but are not guaranteed by the API.
+    """
+
+    name: str
+    password: str
+    status: CloudVMStatus
+
+    # Optional, not guaranteed by the list API, but useful when known/derived
+    vnc_url: Optional[str] = None
+    api_url: Optional[str] = None
diff --git a/libs/python/computer/computer/providers/types.py b/libs/python/computer/computer/providers/types.py
new file mode 100644
index 00000000..48e9f1f2
--- /dev/null
+++ b/libs/python/computer/computer/providers/types.py
@@ -0,0 +1,35 @@
+"""Shared provider type definitions for VM metadata and responses.
+
+These base types describe the common shape of objects returned by provider
+methods like `list_vms()`.
+"""
+from __future__ import annotations
+
+from typing import Literal, TypedDict, NotRequired
+
+# Core status values per product docs
+VMStatus = Literal[
+    "pending",      # VM deployment in progress
+    "running",      # VM is active and accessible
+    "stopped",      # VM is stopped but not terminated
+    "terminated",   # VM has been permanently destroyed
+    "failed",       # VM deployment or operation failed
+]
+
+
+class MinimalVM(TypedDict):
+    """Minimal VM object shape returned by list calls.
+
+    Providers may include additional fields. Optional fields below are
+    common extensions some providers expose or that callers may compute.
+    """
+    name: str
+    status: VMStatus
+    # Not always included by all providers
+    password: NotRequired[str]
+    vnc_url: NotRequired[str]
+    api_url: NotRequired[str]
+
+
+# Convenience alias for list_vms() responses
+ListVMsResponse = list[MinimalVM]

From 9595f5affae006901fbfbe6ad26b30c07ec2028d Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 9 Oct 2025 13:12:55 -0400
Subject: [PATCH 042/220] updated api examples

---
 examples/cloud_api_examples.py                | 58 ++++++++++++-------
 .../computer/providers/cloud/provider.py      | 25 ++------
 .../computer/providers/cloud/types.py         | 57 ------------------
 3 files changed, 42 insertions(+), 98 deletions(-)
 delete mode 100644 libs/python/computer/computer/providers/cloud/types.py

diff --git a/examples/cloud_api_examples.py b/examples/cloud_api_examples.py
index 47844a55..705dca8b 100644
--- a/examples/cloud_api_examples.py
+++ b/examples/cloud_api_examples.py
@@ -17,6 +17,8 @@ async def main() -> None:
     # List VMs
     provider = CloudProvider(api_key=api_key, verbose=True)
     async with provider:
+
+        # List all VMs
         vms = await provider.list_vms()
         print(f"Found {len(vms)} VM(s)")
         for vm in vms:
@@ -27,31 +29,43 @@ async def main() -> None:
                 f"vnc_url: {vm.get('vnc_url')}\n",
             )
 
-    # --- Additional operations (commented out) ---
-    # To stop a VM by name:
-    # api_key = os.getenv("CUA_API_KEY")
-    # provider = CloudProvider(api_key=api_key, verbose=True)
-    # async with provider:
-    #     name = "your-vm-name-here"
-    #     resp = await provider.stop_vm(name)
-    #     print("stop_vm response:", resp)
+        # # --- Additional operations (commented out) ---
+        # # To stop a VM by name:
+        # name = "m-linux-96lcxd2c2k"
+        # resp = await provider.stop_vm(name)
+        # print(
+        #     "stop_vm response:\n",
+        #     f"name: {resp['name']}\n",
+        #     f"status: {resp['status']}\n", # stopping
+        # )
 
-    # To restart a VM by name:
-    # api_key = os.getenv("CUA_API_KEY")
-    # provider = CloudProvider(api_key=api_key, verbose=True)
-    # async with provider:
-    #     name = "your-vm-name-here"
-    #     resp = await provider.restart_vm(name)
-    #     print("restart_vm response:", resp)
+        # # To start a VM by name:
+        # name = "m-linux-96lcxd2c2k"
+        # resp = await provider.run_vm(name)
+        # print(
+        #     "run_vm response:\n",
+        #     f"name: {resp['name']}\n",
+        #     f"status: {resp['status']}\n", # starting
+        # )
 
-    # To probe a VM's status via its public hostname (if you know the name):
-    # api_key = os.getenv("CUA_API_KEY")
-    # provider = CloudProvider(api_key=api_key, verbose=True)
-    # async with provider:
-    #     name = "your-vm-name-here"
-    #     info = await provider.get_vm(name)
-    #     print("get_vm info:", info)
+        # # To restart a VM by name:
+        # name = "m-linux-96lcxd2c2k"
+        # resp = await provider.restart_vm(name)
+        # print(
+        #     "restart_vm response:\n",
+        #     f"name: {resp['name']}\n",
+        #     f"status: {resp['status']}\n", # restarting
+        # )
 
+        # # To probe a VM's status via its public hostname (if you know the name):
+        name = "m-linux-96lcxd2c2k"
+        info = await provider.get_vm(name)
+        print("get_vm info:\n", 
+            f"name: {info['name']}\n",
+            f"status: {info['status']}\n", # running
+            f"api_url: {info.get('api_url')}\n",
+            f"os_type: {info.get('os_type')}\n",
+        )
 
 if __name__ == "__main__":
     asyncio.run(main())
diff --git a/libs/python/computer/computer/providers/cloud/provider.py b/libs/python/computer/computer/providers/cloud/provider.py
index 0e3dfd83..5e4e7c51 100644
--- a/libs/python/computer/computer/providers/cloud/provider.py
+++ b/libs/python/computer/computer/providers/cloud/provider.py
@@ -78,8 +78,7 @@ class CloudProvider(BaseVMProvider):
                         try:
                             data = await resp.json(content_type=None)
                             vm_status = str(data.get("status", "ok"))
-                            if isinstance(data, dict) and "os_type" in data:
-                                vm_os_type = str(data.get("os_type"))
+                            vm_os_type = str(data.get("os_type"))
                         except Exception:
                             vm_status = "unknown"
                     elif status_code < 500:
@@ -89,23 +88,11 @@ class CloudProvider(BaseVMProvider):
                     return {
                         "name": name,
                         "status": "running" if vm_status == "ok" else vm_status,
-                        "hostname": hostname,
+                        "api_url": f"https://{hostname}:8443",
                         "os_type": vm_os_type,
                     }
         except Exception:
-            # Fall back to a DNS resolve check
-            try:
-                loop = asyncio.get_event_loop()
-                await loop.getaddrinfo(hostname, 443)
-                # Host resolves, but HTTPS probe failed → treat as unknown
-                return {
-                    "name": name,
-                    "status": "unknown",
-                    "hostname": hostname,
-                }
-            except Exception:
-                # Host does not resolve → not found
-                return {"name": name, "status": "not_found", "hostname": hostname}
+            return {"name": name, "status": "not_found", "api_url": f"https://{hostname}:8443"}
 
     async def list_vms(self) -> ListVMsResponse:
         url = f"{self.api_base}/v1/vms"
@@ -130,10 +117,10 @@ class CloudProvider(BaseVMProvider):
                             name = vm.get("name")
                             password = vm.get("password")
                             if isinstance(name, str) and name:
-                                host = f"https://{name}.containers.cloud.trycua.com:8443"
+                                host = f"{name}.containers.cloud.trycua.com"
                                 # api_url: always set if missing
                                 if not vm.get("api_url"):
-                                    vm["api_url"] = host
+                                    vm["api_url"] = f"https://{host}:8443"
                                 # vnc_url: only when password available
                                 if not vm.get("vnc_url") and isinstance(password, str) and password:
                                     vm[
@@ -151,7 +138,7 @@ class CloudProvider(BaseVMProvider):
                     logger.error(f"list_vms failed: HTTP {resp.status} - {text}")
                     return []
 
-    async def run_vm(self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+    async def run_vm(self, name: str, image: Optional[str] = None, run_opts: Optional[Dict[str, Any]] = None, storage: Optional[str] = None) -> Dict[str, Any]:
         """Start a VM via public API. Returns a minimal status."""
         url = f"{self.api_base}/v1/vms/{name}/start"
         headers = {
diff --git a/libs/python/computer/computer/providers/cloud/types.py b/libs/python/computer/computer/providers/cloud/types.py
deleted file mode 100644
index a289701d..00000000
--- a/libs/python/computer/computer/providers/cloud/types.py
+++ /dev/null
@@ -1,57 +0,0 @@
-"""Pydantic models for the CUA Cloud provider API.
-
-Documents the response shape for the Cloud list VMs endpoint.
-
-List VMs
-- Method: GET
-- Path: `/v1/vms`
-- Description: Returns all VMs owned by the API key's user.
-- Responses:
-  - 200: Array of minimal VM objects with fields `{ name, password, status }`
-  - 401: Unauthorized (missing/invalid API key)
-
-Example curl:
-    curl -H "Authorization: Bearer $CUA_API_KEY" \
-         "https://api.cua.ai/v1/vms"
-
-Response shape:
-[
-  {
-    "name": "s-windows-x4snp46ebf",
-    "password": "49b8daa3",
-    "status": "running"
-  }
-]
-
-Status values:
-- pending   : VM deployment in progress
-- running   : VM is active and accessible
-- stopped   : VM is stopped but not terminated
-- terminated: VM has been permanently destroyed
-- failed    : VM deployment or operation failed
-"""
-from __future__ import annotations
-
-from typing import Literal, Optional
-
-# Require pydantic for typed models in provider APIs
-from pydantic import BaseModel
-
-
-CloudVMStatus = Literal["pending", "running", "stopped", "terminated", "failed"]
-
-
-class CloudVM(BaseModel):
-    """Minimal VM object returned by CUA Cloud list API.
-
-    Additional optional fields (like URLs) may be filled by callers based on
-    their environment but are not guaranteed by the API.
-    """
-
-    name: str
-    password: str
-    status: CloudVMStatus
-
-    # Optional, not guaranteed by the list API, but useful when known/derived
-    vnc_url: Optional[str] = None
-    api_url: Optional[str] = None

From 50d8521e3ee314a7f4fecf9f91de9dcf2f297e82 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 9 Oct 2025 13:27:24 -0400
Subject: [PATCH 043/220] added computer.start(), computer.restart()

---
 examples/cloud_api_examples.py                |  1 -
 libs/python/computer/computer/computer.py     | 98 +++++++++++++++++++
 .../computer/computer/providers/types.py      |  1 +
 3 files changed, 99 insertions(+), 1 deletion(-)

diff --git a/examples/cloud_api_examples.py b/examples/cloud_api_examples.py
index 705dca8b..4fc71770 100644
--- a/examples/cloud_api_examples.py
+++ b/examples/cloud_api_examples.py
@@ -14,7 +14,6 @@ async def main() -> None:
     if api_base:
         print(f"Using API base: {api_base}")
     
-    # List VMs
     provider = CloudProvider(api_key=api_key, verbose=True)
     async with provider:
 
diff --git a/libs/python/computer/computer/computer.py b/libs/python/computer/computer/computer.py
index 6841f2f2..0d132ab0 100644
--- a/libs/python/computer/computer/computer.py
+++ b/libs/python/computer/computer/computer.py
@@ -1,3 +1,4 @@
+import traceback
 from typing import Optional, List, Literal, Dict, Any, Union, TYPE_CHECKING, cast
 import asyncio
 from .models import Computer as ComputerConfig, Display
@@ -451,6 +452,7 @@ class Computer:
                     raise RuntimeError(f"VM failed to become ready: {wait_error}")
         except Exception as e:
             self.logger.error(f"Failed to initialize computer: {e}")
+            self.logger.error(traceback.format_exc())
             raise RuntimeError(f"Failed to initialize computer: {e}")
 
         try:
@@ -558,6 +560,102 @@ class Computer:
             self.logger.debug(f"Computer stop process took {duration_ms:.2f}ms")
         return
 
+    async def start(self) -> None:
+        """Start the computer."""
+        await self.run()
+
+    async def restart(self) -> None:
+        """Restart the computer.
+
+        If using a VM provider that supports restart, this will issue a restart
+        without tearing down the provider context, then reconnect the interface.
+        Falls back to stop()+run() when a provider restart is not available.
+        """
+        # Host computer server: just disconnect and run again
+        if self.use_host_computer_server:
+            try:
+                await self.disconnect()
+            finally:
+                await self.run()
+            return
+
+        # If no VM provider context yet, fall back to full run
+        if not getattr(self, "_provider_context", None) or self.config.vm_provider is None:
+            self.logger.info("No provider context active; performing full restart via run()")
+            await self.run()
+            return
+
+        # Gracefully close current interface connection if present
+        if self._interface:
+            try:
+                self._interface.close()
+            except Exception as e:
+                self.logger.debug(f"Error closing interface prior to restart: {e}")
+
+        # Attempt provider-level restart if implemented
+        try:
+            storage_param = "ephemeral" if self.ephemeral else self.storage
+            if hasattr(self.config.vm_provider, "restart_vm"):
+                self.logger.info(f"Restarting VM {self.config.name} via provider...")
+                await self.config.vm_provider.restart_vm(name=self.config.name, storage=storage_param)
+            else:
+                # Fallback: stop then start without leaving provider context
+                self.logger.info(f"Provider has no restart_vm; performing stop+start for {self.config.name}...")
+                await self.config.vm_provider.stop_vm(name=self.config.name, storage=storage_param)
+                await self.config.vm_provider.run_vm(image=self.image, name=self.config.name, run_opts={}, storage=storage_param)
+        except Exception as e:
+            self.logger.error(f"Failed to restart VM via provider: {e}")
+            # As a last resort, do a full stop (with provider context exit) and run
+            try:
+                await self.stop()
+            finally:
+                await self.run()
+            return
+
+        # Wait for VM to be ready and reconnect interface
+        try:
+            self.logger.info("Waiting for VM to be ready after restart...")
+            if self.provider_type == VMProviderType.LUMIER:
+                max_retries = 60
+                retry_delay = 3
+            else:
+                max_retries = 30
+                retry_delay = 2
+            ip_address = await self.get_ip(max_retries=max_retries, retry_delay=retry_delay)
+
+            self.logger.info(f"Re-initializing interface for {self.os_type} at {ip_address}")
+            from .interface.base import BaseComputerInterface
+
+            if self.provider_type == VMProviderType.CLOUD and self.api_key and self.config.name:
+                self._interface = cast(
+                    BaseComputerInterface,
+                    InterfaceFactory.create_interface_for_os(
+                        os=self.os_type,
+                        ip_address=ip_address,
+                        api_key=self.api_key,
+                        vm_name=self.config.name,
+                    ),
+                )
+            else:
+                self._interface = cast(
+                    BaseComputerInterface,
+                    InterfaceFactory.create_interface_for_os(
+                        os=self.os_type,
+                        ip_address=ip_address,
+                    ),
+                )
+
+            self.logger.info("Connecting to WebSocket interface after restart...")
+            await self._interface.wait_for_ready(timeout=30)
+            self.logger.info("Computer reconnected and ready after restart")
+        except Exception as e:
+            self.logger.error(f"Failed to reconnect after restart: {e}")
+            # Try a full reset if reconnection failed
+            try:
+                await self.stop()
+            finally:
+                await self.run()
+
     # @property
     async def get_ip(self, max_retries: int = 15, retry_delay: int = 3) -> str:
         """Get the IP address of the VM or localhost if using host computer server.
diff --git a/libs/python/computer/computer/providers/types.py b/libs/python/computer/computer/providers/types.py
index 48e9f1f2..2db44230 100644
--- a/libs/python/computer/computer/providers/types.py
+++ b/libs/python/computer/computer/providers/types.py
@@ -16,6 +16,7 @@ VMStatus = Literal[
     "failed",       # VM deployment or operation failed
 ]
 
+OSType = Literal["macos", "linux", "windows"]
 
 class MinimalVM(TypedDict):
     """Minimal VM object shape returned by list calls.

From 237f4ab477ed84568104fe229ab58a10848030ad Mon Sep 17 00:00:00 2001
From: r33drichards <rwendt1337@gmail.com>
Date: Thu, 9 Oct 2025 21:37:28 -0700
Subject: [PATCH 044/220] create a github action to build and publish docker
 image (#453)

This pull request introduces a new GitHub Actions workflow for building and publishing the CUA Ubuntu Docker container. The workflow automates image building and publishing for both pull requests and pushes to the main branch, supporting multiple platforms and leveraging Docker Hub for image distribution.

Docker workflow automation:

Added .github/workflows/docker-publish-kasm.yml to automate building and publishing the cua-ubuntu Docker image for PRs and the main branch, including support for multi-platform builds (linux/amd64, linux/arm64).
Integrated Docker Buildx for multi-platform builds and caching to optimize build times and resource usage.
Docker Hub integration:

Configured workflow to authenticate with Docker Hub using a secret token and push images to the trycua organization.
Automatically tags images based on the event type (commit SHA for PRs, latest for main branch) and provides image digest output for traceability.
---
 .github/workflows/docker-publish-kasm.yml | 149 ++++++++++++++++++++++
 1 file changed, 149 insertions(+)
 create mode 100644 .github/workflows/docker-publish-kasm.yml

diff --git a/.github/workflows/docker-publish-kasm.yml b/.github/workflows/docker-publish-kasm.yml
new file mode 100644
index 00000000..882d6869
--- /dev/null
+++ b/.github/workflows/docker-publish-kasm.yml
@@ -0,0 +1,149 @@
+name: Build and Publish CUA Ubuntu Container
+
+on:
+  push:
+    branches:
+      - main
+    tags:
+      - "docker-kasm-v*.*.*"
+    paths:
+      - "libs/kasm/**"
+      - ".github/workflows/docker-publish-kasm.yml"
+  pull_request:
+    paths:
+      - "libs/kasm/**"
+      - ".github/workflows/docker-publish-kasm.yml"
+
+
+env:
+  IMAGE_NAME: cua-ubuntu
+  DOCKER_HUB_ORG: trycua
+
+jobs:
+  build-and-push:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        platform:
+          - linux/amd64
+          - linux/arm64
+          # todo unsupported base image
+          # - windows/amd64
+          # - darwin/amd64
+          # - darwin/arm64
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Prepare platform tag
+        id: platform
+        run: |
+          # Convert platform (e.g., linux/amd64) to a valid tag suffix (e.g., linux-amd64)
+          PLATFORM_TAG=$(echo "${{ matrix.platform }}" | sed 's/\//-/g')
+          echo "tag=${PLATFORM_TAG}" >> $GITHUB_OUTPUT
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: trycua
+          password: ${{ secrets.DOCKER_HUB_TOKEN }}
+
+      - name: Extract metadata (PR)
+        if: github.event_name == 'pull_request'
+        id: meta-pr
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}
+          tags: |
+            type=raw,value=${{ github.sha }}
+
+      - name: Extract metadata (main branch)
+        if: github.event_name != 'pull_request' && github.ref == 'refs/heads/main'
+        id: meta-main
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}
+          tags: |
+            type=raw,value=latest
+
+      - name: Extract metadata (semantic version tag)
+        if: startsWith(github.ref, 'refs/tags/docker-kasm-v')
+        id: meta-semver
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}
+          tags: |
+            type=semver,pattern={{version}},prefix=docker-kasm-v
+            type=semver,pattern={{major}}.{{minor}},prefix=docker-kasm-v
+            type=semver,pattern={{major}},prefix=docker-kasm-v
+            type=raw,value=latest
+
+      - name: Build and push Docker image (PR)
+        if: github.event_name == 'pull_request'
+        uses: docker/build-push-action@v5
+        with:
+          context: ./libs/kasm
+          file: ./libs/kasm/Dockerfile
+          push: true
+          tags: ${{ steps.meta-pr.outputs.tags }}
+          labels: ${{ steps.meta-pr.outputs.labels }}
+          platforms: ${{ matrix.platform }}
+          cache-from: |
+            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }}
+            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:latest
+          cache-to: type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
+
+      - name: Build and push Docker image (main branch)
+        if: github.event_name != 'pull_request' && github.ref == 'refs/heads/main'
+        uses: docker/build-push-action@v5
+        with:
+          context: ./libs/kasm
+          file: ./libs/kasm/Dockerfile
+          push: true
+          tags: ${{ steps.meta-main.outputs.tags }}
+          labels: ${{ steps.meta-main.outputs.labels }}
+          platforms: ${{ matrix.platform }}
+          cache-from: |
+            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }}
+            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:latest
+          cache-to: type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
+
+      - name: Build and push Docker image (semantic version tag)
+        if: startsWith(github.ref, 'refs/tags/docker-kasm-v')
+        uses: docker/build-push-action@v5
+        with:
+          context: ./libs/kasm
+          file: ./libs/kasm/Dockerfile
+          push: true
+          tags: ${{ steps.meta-semver.outputs.tags }}
+          labels: ${{ steps.meta-semver.outputs.labels }}
+          platforms: ${{ matrix.platform }}
+          cache-from: |
+            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }}
+            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:latest
+          cache-to: type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
+
+      - name: Image digest
+        if: github.event_name == 'pull_request' || github.ref == 'refs/heads/main' || startsWith(github.ref, 'refs/tags/docker-kasm-v')
+        run: |
+          if [ "${{ github.event_name }}" == "pull_request" ]; then
+            echo "Image pushed with digest ${{ steps.meta-pr.outputs.digest }}"
+          elif [[ "${{ github.ref }}" == refs/tags/docker-kasm-v* ]]; then
+            echo "Image pushed with digest ${{ steps.meta-semver.outputs.digest }}"
+          else
+            echo "Image pushed with digest ${{ steps.meta-main.outputs.digest }}"
+          fi
+
+      - name: print image tags
+        run: |
+          if [ "${{ github.event_name }}" == "pull_request" ]; then
+            echo "Image tags: ${{ steps.meta-pr.outputs.tags }}"
+          elif [[ "${{ github.ref }}" == refs/tags/docker-kasm-v* ]]; then
+            echo "Image tags: ${{ steps.meta-semver.outputs.tags }}"
+          else
+            echo "Image tags: ${{ steps.meta-main.outputs.tags }}"
+          fi

From ef69c4431a1708e3300d5d739cbfa8f73c49896d Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Thu, 9 Oct 2025 23:41:51 -0700
Subject: [PATCH 045/220] Add vanilla Docker XFCE container for CUA
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Create a lightweight alternative to Kasm-based container with minimal
dependencies. Features vanilla Ubuntu 22.04 with XFCE, TigerVNC, noVNC,
and computer-server pre-installed.

Key features:
- Vanilla XFCE desktop environment
- TigerVNC server (port 5901)
- noVNC web interface (port 6901)
- computer-server WebSocket API (port 8000)
- Python 3.11 with automation tools
- Firefox with telemetry disabled
- Supervisord for process management
- Persistent storage support

Benefits over Kasm:
- Reduced dependencies (no KasmWeb infrastructure)
- Smaller image size
- Full control over all components
- Easy customization
- Independent maintenance

Includes:
- Comprehensive README and quickstart guide
- Makefile for common operations
- docker-compose.yml for orchestration
- Example Python scripts
- Startup scripts for all services

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 libs/docker-xfce/.dockerignore                |   5 +
 libs/docker-xfce/.gitignore                   |   4 +
 libs/docker-xfce/Dockerfile                   | 122 +++++++++
 libs/docker-xfce/LICENSE                      |  21 ++
 libs/docker-xfce/Makefile                     | 127 ++++++++++
 libs/docker-xfce/QUICKSTART.md                | 166 ++++++++++++
 libs/docker-xfce/README.md                    | 238 ++++++++++++++++++
 libs/docker-xfce/docker-compose.yml           |  44 ++++
 libs/docker-xfce/example.py                   | 213 ++++++++++++++++
 .../src/scripts/start-computer-server.sh      |  13 +
 libs/docker-xfce/src/scripts/start-novnc.sh   |  15 ++
 libs/docker-xfce/src/scripts/start-vnc.sh     |  22 ++
 libs/docker-xfce/src/scripts/xstartup.sh      |  21 ++
 .../src/supervisor/supervisord.conf           |  30 +++
 14 files changed, 1041 insertions(+)
 create mode 100644 libs/docker-xfce/.dockerignore
 create mode 100644 libs/docker-xfce/.gitignore
 create mode 100644 libs/docker-xfce/Dockerfile
 create mode 100644 libs/docker-xfce/LICENSE
 create mode 100644 libs/docker-xfce/Makefile
 create mode 100644 libs/docker-xfce/QUICKSTART.md
 create mode 100644 libs/docker-xfce/README.md
 create mode 100644 libs/docker-xfce/docker-compose.yml
 create mode 100644 libs/docker-xfce/example.py
 create mode 100644 libs/docker-xfce/src/scripts/start-computer-server.sh
 create mode 100644 libs/docker-xfce/src/scripts/start-novnc.sh
 create mode 100644 libs/docker-xfce/src/scripts/start-vnc.sh
 create mode 100644 libs/docker-xfce/src/scripts/xstartup.sh
 create mode 100644 libs/docker-xfce/src/supervisor/supervisord.conf

diff --git a/libs/docker-xfce/.dockerignore b/libs/docker-xfce/.dockerignore
new file mode 100644
index 00000000..d4352f88
--- /dev/null
+++ b/libs/docker-xfce/.dockerignore
@@ -0,0 +1,5 @@
+README.md
+.git
+.gitignore
+*.md
+LICENSE
diff --git a/libs/docker-xfce/.gitignore b/libs/docker-xfce/.gitignore
new file mode 100644
index 00000000..0a2449a1
--- /dev/null
+++ b/libs/docker-xfce/.gitignore
@@ -0,0 +1,4 @@
+storage/
+shared/
+*.log
+.DS_Store
diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
new file mode 100644
index 00000000..94326ae2
--- /dev/null
+++ b/libs/docker-xfce/Dockerfile
@@ -0,0 +1,122 @@
+# CUA Docker XFCE Container
+# Vanilla XFCE desktop with noVNC and computer-server
+
+FROM ubuntu:22.04
+
+# Avoid prompts from apt
+ENV DEBIAN_FRONTEND=noninteractive
+
+# Set environment variables
+ENV HOME=/home/cua
+ENV DISPLAY=:1
+ENV VNC_PORT=5901
+ENV NOVNC_PORT=6901
+ENV API_PORT=8000
+ENV VNC_RESOLUTION=1920x1080
+ENV VNC_COL_DEPTH=24
+
+# Create user
+RUN useradd -m -s /bin/bash -G sudo cua && \
+    echo "cua:password" | chpasswd && \
+    echo "cua ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    # Desktop environment
+    xfce4 \
+    xfce4-terminal \
+    xfce4-goodies \
+    dbus-x11 \
+    # VNC server
+    tigervnc-standalone-server \
+    tigervnc-common \
+    # noVNC dependencies
+    python3 \
+    python3-pip \
+    python3-numpy \
+    git \
+    net-tools \
+    supervisor \
+    # Computer-server dependencies
+    python3.11 \
+    python3-tk \
+    python3-dev \
+    gnome-screenshot \
+    wmctrl \
+    ffmpeg \
+    socat \
+    xclip \
+    # Browser
+    wget \
+    software-properties-common \
+    # Build tools
+    build-essential \
+    libncursesw5-dev \
+    libssl-dev \
+    libsqlite3-dev \
+    tk-dev \
+    libgdbm-dev \
+    libc6-dev \
+    libbz2-dev \
+    libffi-dev \
+    zlib1g-dev \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install Python 3.11
+RUN add-apt-repository ppa:deadsnakes/ppa && \
+    apt-get update && \
+    apt-get install -y python3.11 python3.11-distutils && \
+    rm -rf /var/lib/apt/lists/*
+
+# Install noVNC
+RUN git clone https://github.com/novnc/noVNC.git /opt/noVNC && \
+    git clone https://github.com/novnc/websockify /opt/noVNC/utils/websockify && \
+    ln -s /opt/noVNC/vnc.html /opt/noVNC/index.html
+
+# Install computer-server
+RUN pip3 install cua-computer-server
+
+# Install Firefox
+RUN add-apt-repository -y ppa:mozillateam/ppa && \
+    echo 'Package: *\nPin: release o=LP-PPA-mozillateam\nPin-Priority: 1001' > /etc/apt/preferences.d/mozilla-firefox && \
+    apt-get update && \
+    apt-get install -y firefox && \
+    rm -rf /var/lib/apt/lists/*
+
+# Configure Firefox defaults
+RUN mkdir -p /etc/firefox/syspref.js && \
+    echo 'pref("datareporting.policy.firstRunURL", "");' >> /etc/firefox/syspref.js && \
+    echo 'pref("datareporting.policy.dataSubmissionEnabled", false);' >> /etc/firefox/syspref.js && \
+    echo 'pref("datareporting.healthreport.service.enabled", false);' >> /etc/firefox/syspref.js && \
+    echo 'pref("datareporting.healthreport.uploadEnabled", false);' >> /etc/firefox/syspref.js && \
+    echo 'pref("browser.aboutwelcome.enabled", false);' >> /etc/firefox/syspref.js
+
+# Copy startup scripts
+COPY src/supervisor/ /etc/supervisor/conf.d/
+COPY src/scripts/ /usr/local/bin/
+
+# Make scripts executable
+RUN chmod +x /usr/local/bin/*.sh
+
+# Setup VNC
+USER cua
+WORKDIR /home/cua
+
+# Create VNC password file
+RUN mkdir -p $HOME/.vnc && \
+    echo "password" | vncpasswd -f > $HOME/.vnc/passwd && \
+    chmod 600 $HOME/.vnc/passwd
+
+# Configure XFCE for first start
+RUN mkdir -p $HOME/.config/xfce4/xfconf/xfce-perchannel-xml
+
+# Create storage and shared directories
+RUN mkdir -p $HOME/storage $HOME/shared
+
+USER root
+
+# Expose ports
+EXPOSE $VNC_PORT $NOVNC_PORT $API_PORT
+
+# Start services via supervisor
+CMD ["/usr/bin/supervisord", "-c", "/etc/supervisor/supervisord.conf"]
diff --git a/libs/docker-xfce/LICENSE b/libs/docker-xfce/LICENSE
new file mode 100644
index 00000000..6899a9db
--- /dev/null
+++ b/libs/docker-xfce/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2025 CUA
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/libs/docker-xfce/Makefile b/libs/docker-xfce/Makefile
new file mode 100644
index 00000000..e3aa2879
--- /dev/null
+++ b/libs/docker-xfce/Makefile
@@ -0,0 +1,127 @@
+.PHONY: build run stop push clean test logs shell
+
+IMAGE_NAME := trycua/cua-docker-xfce
+TAG := latest
+CONTAINER_NAME := cua-docker-xfce-test
+
+# Build the Docker image
+build:
+	docker build -t $(IMAGE_NAME):$(TAG) .
+
+# Run the container
+run:
+	docker run -d \
+		--name $(CONTAINER_NAME) \
+		--shm-size=512m \
+		-p 5901:5901 \
+		-p 6901:6901 \
+		-p 8000:8000 \
+		$(IMAGE_NAME):$(TAG)
+	@echo "Container started!"
+	@echo "noVNC: http://localhost:6901"
+	@echo "VNC: localhost:5901 (password: password)"
+	@echo "API: http://localhost:8000"
+
+# Run with custom resolution
+run-hd:
+	docker run -d \
+		--name $(CONTAINER_NAME) \
+		--shm-size=512m \
+		-p 5901:5901 \
+		-p 6901:6901 \
+		-p 8000:8000 \
+		-e VNC_RESOLUTION=1280x720 \
+		$(IMAGE_NAME):$(TAG)
+
+# Run with persistent storage
+run-persist:
+	mkdir -p ./storage ./shared
+	docker run -d \
+		--name $(CONTAINER_NAME) \
+		--shm-size=512m \
+		-p 5901:5901 \
+		-p 6901:6901 \
+		-p 8000:8000 \
+		-v $(PWD)/storage:/home/cua/storage \
+		-v $(PWD)/shared:/home/cua/shared \
+		$(IMAGE_NAME):$(TAG)
+
+# Stop and remove the container
+stop:
+	docker stop $(CONTAINER_NAME) || true
+	docker rm $(CONTAINER_NAME) || true
+
+# Push to Docker Hub
+push:
+	docker push $(IMAGE_NAME):$(TAG)
+
+# Clean up everything
+clean: stop
+	docker rmi $(IMAGE_NAME):$(TAG) || true
+	rm -rf ./storage ./shared
+
+# Run tests
+test: build run
+	@echo "Waiting for services to start..."
+	@sleep 10
+	@echo "Testing noVNC..."
+	@curl -f http://localhost:6901 > /dev/null && echo "✓ noVNC is running" || echo "✗ noVNC failed"
+	@echo "Testing API..."
+	@curl -f http://localhost:8000 > /dev/null && echo "✓ API is running" || echo "✗ API failed"
+	@$(MAKE) stop
+
+# View logs
+logs:
+	docker logs -f $(CONTAINER_NAME)
+
+# View supervisor logs
+logs-supervisor:
+	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/supervisord.log
+
+# View individual service logs
+logs-vnc:
+	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/vncserver.log
+
+logs-novnc:
+	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/novnc.log
+
+logs-api:
+	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/computer-server.log
+
+# Open a shell in the container
+shell:
+	docker exec -it $(CONTAINER_NAME) /bin/bash
+
+# Check supervisor status
+status:
+	docker exec $(CONTAINER_NAME) supervisorctl status
+
+# Restart services
+restart-services:
+	docker exec $(CONTAINER_NAME) supervisorctl restart all
+
+# Create a snapshot
+snapshot:
+	docker commit $(CONTAINER_NAME) $(IMAGE_NAME):snapshot
+	@echo "Snapshot created: $(IMAGE_NAME):snapshot"
+
+# Build and run
+dev: build run logs
+
+# Help
+help:
+	@echo "Available targets:"
+	@echo "  build         - Build the Docker image"
+	@echo "  run           - Run the container"
+	@echo "  run-hd        - Run with 720p resolution"
+	@echo "  run-persist   - Run with persistent storage"
+	@echo "  stop          - Stop and remove container"
+	@echo "  push          - Push to Docker Hub"
+	@echo "  clean         - Remove image and container"
+	@echo "  test          - Build, run tests, and stop"
+	@echo "  logs          - View container logs"
+	@echo "  logs-*        - View specific service logs"
+	@echo "  shell         - Open shell in container"
+	@echo "  status        - Check supervisor status"
+	@echo "  snapshot      - Create container snapshot"
+	@echo "  dev           - Build, run, and follow logs"
diff --git a/libs/docker-xfce/QUICKSTART.md b/libs/docker-xfce/QUICKSTART.md
new file mode 100644
index 00000000..9cd8082b
--- /dev/null
+++ b/libs/docker-xfce/QUICKSTART.md
@@ -0,0 +1,166 @@
+# Quick Start Guide
+
+Get up and running with CUA Docker XFCE in 5 minutes.
+
+## Prerequisites
+
+- Docker installed and running
+- Python 3.11+ (for using with CUA library)
+- `cua-computer` package installed: `pip install cua-computer`
+
+## Quick Start
+
+### Option 1: Using Makefile (Recommended)
+
+```bash
+# Build and run
+make build
+make run
+
+# Check if it's running
+make status
+
+# View logs
+make logs
+```
+
+Access:
+- 🌐 **Web VNC**: http://localhost:6901
+- 🖥️ **VNC Client**: localhost:5901 (password: `password`)
+- 🔌 **API**: http://localhost:8000
+
+### Option 2: Using Docker Compose
+
+```bash
+# Start the container
+docker-compose up -d
+
+# View logs
+docker-compose logs -f
+
+# Stop the container
+docker-compose down
+```
+
+### Option 3: Docker Command
+
+```bash
+docker run -d \
+  --name cua-desktop \
+  --shm-size=512m \
+  -p 5901:5901 \
+  -p 6901:6901 \
+  -p 8000:8000 \
+  trycua/cua-docker-xfce:latest
+```
+
+## Using with Python
+
+```python
+import asyncio
+from computer import Computer
+
+async def main():
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-docker-xfce:latest"
+    )
+
+    async with computer:
+        # Take a screenshot
+        screenshot = await computer.interface.screenshot()
+
+        # Open terminal
+        await computer.interface.hotkey("ctrl", "alt", "t")
+        await asyncio.sleep(1)
+
+        # Type and execute command
+        await computer.interface.type_text("echo 'Hello!'")
+        await computer.interface.press_key("Return")
+
+asyncio.run(main())
+```
+
+## Common Tasks
+
+### Run with custom resolution
+```bash
+make run-hd  # 1280x720
+# or
+docker run -e VNC_RESOLUTION=1280x720 ...
+```
+
+### Run with persistent storage
+```bash
+make run-persist
+# or
+docker run -v $(pwd)/storage:/home/cua/storage ...
+```
+
+### View specific logs
+```bash
+make logs-vnc       # VNC server logs
+make logs-novnc     # noVNC proxy logs
+make logs-api       # Computer-server logs
+```
+
+### Open shell in container
+```bash
+make shell
+# or
+docker exec -it cua-desktop /bin/bash
+```
+
+### Create a snapshot
+```bash
+make snapshot
+```
+
+## Troubleshooting
+
+### Container won't start
+```bash
+# Check if ports are already in use
+lsof -i :6901
+lsof -i :8000
+
+# View container logs
+docker logs cua-desktop
+```
+
+### Black screen in noVNC
+```bash
+# Restart VNC server
+docker exec cua-desktop supervisorctl restart vncserver
+```
+
+### API not responding
+```bash
+# Check if computer-server is running
+docker exec cua-desktop supervisorctl status computer-server
+
+# Restart computer-server
+docker exec cua-desktop supervisorctl restart computer-server
+```
+
+## Next Steps
+
+- Read the [full README](README.md) for detailed documentation
+- Check out [example.py](example.py) for more usage examples
+- Customize the [Dockerfile](Dockerfile) for your needs
+
+## Clean Up
+
+```bash
+# Using Makefile
+make clean
+
+# Using docker-compose
+docker-compose down -v
+
+# Manual
+docker stop cua-desktop
+docker rm cua-desktop
+docker rmi trycua/cua-docker-xfce:latest
+```
diff --git a/libs/docker-xfce/README.md b/libs/docker-xfce/README.md
new file mode 100644
index 00000000..489d0042
--- /dev/null
+++ b/libs/docker-xfce/README.md
@@ -0,0 +1,238 @@
+# CUA Docker XFCE Container
+
+Vanilla XFCE desktop container for Computer-Using Agents (CUA) with noVNC and computer-server. This is a lightweight alternative to the Kasm-based container with minimal dependencies.
+
+## Features
+
+- Ubuntu 22.04 (Jammy) with vanilla XFCE desktop environment
+- TigerVNC server for remote desktop access
+- noVNC for web-based VNC access (no client required)
+- Pre-installed computer-server for remote computer control
+- Python 3.11 with necessary libraries
+- Screen capture tools (gnome-screenshot, wmctrl, ffmpeg)
+- Clipboard utilities (xclip, socat)
+- Firefox browser with telemetry disabled
+
+## Architecture
+
+```
+┌─────────────────────────────────────────┐
+│   Docker Container (Ubuntu 22.04)       │
+├─────────────────────────────────────────┤
+│  XFCE Desktop Environment               │
+│  ├── Firefox                            │
+│  ├── XFCE Terminal                      │
+│  └── Desktop utilities                  │
+├─────────────────────────────────────────┤
+│  TigerVNC Server (Port 5901)            │
+│  └── X11 Display :1                     │
+├─────────────────────────────────────────┤
+│  noVNC Web Interface (Port 6901)        │
+│  └── WebSocket proxy to VNC             │
+├─────────────────────────────────────────┤
+│  CUA Computer Server (Port 8000)        │
+│  └── WebSocket API for automation       │
+└─────────────────────────────────────────┘
+```
+
+## Building the Container
+
+```bash
+docker build -t cua-docker-xfce:latest .
+```
+
+## Pushing to Registry
+
+```bash
+# Tag for Docker Hub (replace 'trycua' with your Docker Hub username)
+docker tag cua-docker-xfce:latest trycua/cua-docker-xfce:latest
+
+# Login to Docker Hub
+docker login
+
+# Push to Docker Hub
+docker push trycua/cua-docker-xfce:latest
+```
+
+## Running the Container Manually
+
+### Basic Usage
+
+```bash
+docker run --rm -it \
+  --shm-size=512m \
+  -p 5901:5901 \
+  -p 6901:6901 \
+  -p 8000:8000 \
+  cua-docker-xfce:latest
+```
+
+### With Custom Resolution
+
+```bash
+docker run --rm -it \
+  --shm-size=512m \
+  -p 5901:5901 \
+  -p 6901:6901 \
+  -p 8000:8000 \
+  -e VNC_RESOLUTION=1280x720 \
+  cua-docker-xfce:latest
+```
+
+### With Persistent Storage
+
+```bash
+docker run --rm -it \
+  --shm-size=512m \
+  -p 5901:5901 \
+  -p 6901:6901 \
+  -p 8000:8000 \
+  -v $(pwd)/storage:/home/cua/storage \
+  cua-docker-xfce:latest
+```
+
+## Accessing the Container
+
+- **noVNC Web Interface**: Open `http://localhost:6901` in your browser
+- **VNC Client**: Connect to `localhost:5901` (password: `password`)
+- **Computer Server API**: Available at `http://localhost:8000`
+
+## Using with CUA Docker Provider
+
+This container is designed to work with the CUA Docker provider:
+
+```python
+from computer import Computer
+
+# Create computer with docker-xfce container
+computer = Computer(
+    os_type="linux",
+    provider_type="docker",
+    image="trycua/cua-docker-xfce:latest",
+    display="1920x1080",
+    memory="4GB",
+    cpu="2"
+)
+
+# Use the computer
+async with computer:
+    # Take a screenshot
+    screenshot = await computer.interface.screenshot()
+
+    # Click and type
+    await computer.interface.left_click(100, 100)
+    await computer.interface.type_text("Hello from CUA!")
+
+    # Run commands
+    result = await computer.interface.run_command("ls -la")
+    print(result.stdout)
+```
+
+## Environment Variables
+
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `VNC_RESOLUTION` | `1920x1080` | Screen resolution |
+| `VNC_COL_DEPTH` | `24` | Color depth |
+| `VNC_PORT` | `5901` | VNC server port |
+| `NOVNC_PORT` | `6901` | noVNC web interface port |
+| `API_PORT` | `8000` | Computer-server API port |
+| `DISPLAY` | `:1` | X11 display number |
+
+## Exposed Ports
+
+- **5901**: TigerVNC server
+- **6901**: noVNC web interface
+- **8000**: Computer-server WebSocket API
+
+## Volume Mount Points
+
+- `/home/cua/storage`: Persistent storage mount point
+- `/home/cua/shared`: Shared folder mount point
+
+## User Credentials
+
+- **Username**: `cua`
+- **Password**: `password`
+- **Sudo access**: Enabled without password
+
+## Creating Snapshots
+
+### Filesystem Snapshot
+```bash
+docker commit <container_id> cua-docker-xfce-snapshot:latest
+```
+
+### Running from Snapshot
+```bash
+docker run --rm -it \
+  --shm-size=512m \
+  -p 6901:6901 \
+  -p 8000:8000 \
+  cua-docker-xfce-snapshot:latest
+```
+
+## Comparison with Kasm Container
+
+| Feature | Kasm Container | Docker XFCE Container |
+|---------|---------------|----------------------|
+| Base Image | KasmWeb Ubuntu | Vanilla Ubuntu |
+| VNC Server | KasmVNC | TigerVNC |
+| Dependencies | Higher | Lower |
+| Configuration | Pre-configured | Minimal |
+| Size | Larger | Smaller |
+| Maintenance | Depends on Kasm | Independent |
+
+## Process Management
+
+The container uses `supervisord` to manage three main processes:
+
+1. **VNC Server** (Priority 10): TigerVNC with XFCE desktop
+2. **noVNC** (Priority 20): WebSocket proxy for browser access
+3. **Computer Server** (Priority 30): CUA automation API
+
+All processes are automatically restarted on failure.
+
+## Troubleshooting
+
+### VNC server won't start
+Check if X11 lock files exist:
+```bash
+docker exec <container_id> rm -rf /tmp/.X1-lock /tmp/.X11-unix/X1
+```
+
+### noVNC shows black screen
+Ensure VNC server is running:
+```bash
+docker exec <container_id> supervisorctl status vncserver
+```
+
+### Computer-server not responding
+Check if X server is accessible:
+```bash
+docker exec <container_id> env DISPLAY=:1 xdpyinfo
+```
+
+### View logs
+```bash
+docker exec <container_id> tail -f /var/log/supervisor/supervisord.log
+docker exec <container_id> supervisorctl status
+```
+
+## Integration with CUA System
+
+This container provides the same functionality as the Kasm container but with:
+- **Reduced dependencies**: No reliance on KasmWeb infrastructure
+- **Smaller image size**: Minimal base configuration
+- **Full control**: Direct access to all components
+- **Easy customization**: Simple to modify and extend
+
+The container integrates seamlessly with:
+- CUA Computer library (via WebSocket API)
+- Docker provider for lifecycle management
+- Standard VNC clients for debugging
+- Web browsers for visual monitoring
+
+## License
+
+MIT License - See LICENSE file for details
diff --git a/libs/docker-xfce/docker-compose.yml b/libs/docker-xfce/docker-compose.yml
new file mode 100644
index 00000000..bdc1ba2d
--- /dev/null
+++ b/libs/docker-xfce/docker-compose.yml
@@ -0,0 +1,44 @@
+version: '3.8'
+
+services:
+  cua-desktop:
+    build: .
+    image: trycua/cua-docker-xfce:latest
+    container_name: cua-docker-xfce
+    shm_size: '512m'
+    ports:
+      - "5901:5901"  # VNC
+      - "6901:6901"  # noVNC
+      - "8000:8000"  # Computer API
+    environment:
+      - VNC_RESOLUTION=1920x1080
+      - VNC_COL_DEPTH=24
+      - VNC_PORT=5901
+      - NOVNC_PORT=6901
+      - API_PORT=8000
+    volumes:
+      - ./storage:/home/cua/storage
+      - ./shared:/home/cua/shared
+    restart: unless-stopped
+    healthcheck:
+      test: ["CMD", "curl", "-f", "http://localhost:8000"]
+      interval: 30s
+      timeout: 10s
+      retries: 3
+      start_period: 40s
+
+  # Optional: Multiple instances for parallel testing
+  cua-desktop-2:
+    build: .
+    image: trycua/cua-docker-xfce:latest
+    container_name: cua-docker-xfce-2
+    shm_size: '512m'
+    ports:
+      - "5902:5901"
+      - "6902:6901"
+      - "8001:8000"
+    environment:
+      - VNC_RESOLUTION=1280x720
+    restart: unless-stopped
+    profiles:
+      - multi
diff --git a/libs/docker-xfce/example.py b/libs/docker-xfce/example.py
new file mode 100644
index 00000000..6c42bbc2
--- /dev/null
+++ b/libs/docker-xfce/example.py
@@ -0,0 +1,213 @@
+#!/usr/bin/env python3
+"""
+Example script demonstrating how to use the CUA Docker XFCE container
+with the Computer library.
+"""
+
+import asyncio
+from computer import Computer
+
+
+async def basic_example():
+    """Basic example: Take a screenshot and click around"""
+    print("=== Basic Example ===")
+
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-docker-xfce:latest",
+        display="1920x1080",
+        memory="4GB",
+        cpu="2",
+        port=8000,
+        noVNC_port=6901
+    )
+
+    async with computer:
+        print("Computer is ready!")
+        print(f"noVNC available at: http://localhost:6901")
+
+        # Get screen info
+        screen = await computer.interface.get_screen_size()
+        print(f"Screen size: {screen['width']}x{screen['height']}")
+
+        # Take a screenshot
+        screenshot = await computer.interface.screenshot()
+        with open("screenshot.png", "wb") as f:
+            f.write(screenshot)
+        print("Screenshot saved to screenshot.png")
+
+        # Click and type
+        await computer.interface.left_click(100, 100)
+        await computer.interface.type_text("Hello from CUA!")
+
+        print("Done!")
+
+
+async def file_operations_example():
+    """Example: File system operations"""
+    print("\n=== File Operations Example ===")
+
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-docker-xfce:latest"
+    )
+
+    async with computer:
+        # Create a file
+        await computer.interface.write_text(
+            "/home/cua/test.txt",
+            "Hello from CUA!"
+        )
+        print("Created test.txt")
+
+        # Read it back
+        content = await computer.interface.read_text("/home/cua/test.txt")
+        print(f"File content: {content}")
+
+        # List directory
+        files = await computer.interface.list_dir("/home/cua")
+        print(f"Files in home directory: {files}")
+
+
+async def command_execution_example():
+    """Example: Running shell commands"""
+    print("\n=== Command Execution Example ===")
+
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-docker-xfce:latest"
+    )
+
+    async with computer:
+        # Run a command
+        result = await computer.interface.run_command("uname -a")
+        print(f"System info:\n{result.stdout}")
+
+        # Check Firefox is installed
+        result = await computer.interface.run_command("which firefox")
+        print(f"Firefox location: {result.stdout.strip()}")
+
+        # Get Python version
+        result = await computer.interface.run_command("python3 --version")
+        print(f"Python version: {result.stdout.strip()}")
+
+
+async def browser_automation_example():
+    """Example: Opening Firefox and navigating"""
+    print("\n=== Browser Automation Example ===")
+
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-docker-xfce:latest"
+    )
+
+    async with computer:
+        # Open Firefox
+        await computer.interface.run_command("firefox https://example.com &")
+        print("Firefox opened")
+
+        # Wait for it to load
+        await asyncio.sleep(5)
+
+        # Take a screenshot
+        screenshot = await computer.interface.screenshot()
+        with open("browser_screenshot.png", "wb") as f:
+            f.write(screenshot)
+        print("Browser screenshot saved")
+
+
+async def persistent_storage_example():
+    """Example: Using persistent storage"""
+    print("\n=== Persistent Storage Example ===")
+
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-docker-xfce:latest",
+        shared_directories=["./storage"]
+    )
+
+    async with computer:
+        # Write to persistent storage
+        await computer.interface.write_text(
+            "/home/cua/storage/persistent.txt",
+            "This file persists across container restarts!"
+        )
+        print("Written to persistent storage")
+
+        # Read it back
+        content = await computer.interface.read_text(
+            "/home/cua/storage/persistent.txt"
+        )
+        print(f"Content: {content}")
+
+
+async def multi_action_example():
+    """Example: Complex interaction sequence"""
+    print("\n=== Multi-Action Example ===")
+
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-docker-xfce:latest"
+    )
+
+    async with computer:
+        # Open terminal
+        await computer.interface.hotkey("ctrl", "alt", "t")
+        await asyncio.sleep(2)
+
+        # Type a command
+        await computer.interface.type_text("echo 'Hello from CUA!'")
+        await computer.interface.press_key("Return")
+        await asyncio.sleep(1)
+
+        # Take screenshot
+        screenshot = await computer.interface.screenshot()
+        with open("terminal_screenshot.png", "wb") as f:
+            f.write(screenshot)
+        print("Terminal screenshot saved")
+
+
+async def main():
+    """Run all examples"""
+    examples = [
+        ("Basic", basic_example),
+        ("File Operations", file_operations_example),
+        ("Command Execution", command_execution_example),
+        ("Browser Automation", browser_automation_example),
+        ("Persistent Storage", persistent_storage_example),
+        ("Multi-Action", multi_action_example),
+    ]
+
+    print("Available examples:")
+    for i, (name, _) in enumerate(examples, 1):
+        print(f"{i}. {name}")
+    print(f"{len(examples) + 1}. Run all")
+
+    choice = input("\nSelect an example (1-7): ").strip()
+
+    try:
+        if choice == str(len(examples) + 1):
+            # Run all examples
+            for name, func in examples:
+                try:
+                    await func()
+                except Exception as e:
+                    print(f"Error in {name}: {e}")
+        else:
+            idx = int(choice) - 1
+            if 0 <= idx < len(examples):
+                await examples[idx][1]()
+            else:
+                print("Invalid choice")
+    except ValueError:
+        print("Invalid input")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/libs/docker-xfce/src/scripts/start-computer-server.sh b/libs/docker-xfce/src/scripts/start-computer-server.sh
new file mode 100644
index 00000000..bc27a3db
--- /dev/null
+++ b/libs/docker-xfce/src/scripts/start-computer-server.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+set -e
+
+# Wait for X server to be ready
+echo "Waiting for X server to start..."
+while ! xdpyinfo -display :1 >/dev/null 2>&1; do
+    sleep 1
+done
+echo "X server is ready"
+
+# Start computer-server
+export DISPLAY=:1
+python3 -m computer_server --port ${API_PORT:-8000}
diff --git a/libs/docker-xfce/src/scripts/start-novnc.sh b/libs/docker-xfce/src/scripts/start-novnc.sh
new file mode 100644
index 00000000..4f95c644
--- /dev/null
+++ b/libs/docker-xfce/src/scripts/start-novnc.sh
@@ -0,0 +1,15 @@
+#!/bin/bash
+set -e
+
+# Wait for VNC server to be ready
+echo "Waiting for VNC server to start..."
+while ! nc -z localhost ${VNC_PORT:-5901}; do
+    sleep 1
+done
+echo "VNC server is ready"
+
+# Start noVNC
+cd /opt/noVNC
+/opt/noVNC/utils/novnc_proxy \
+    --vnc localhost:${VNC_PORT:-5901} \
+    --listen ${NOVNC_PORT:-6901}
diff --git a/libs/docker-xfce/src/scripts/start-vnc.sh b/libs/docker-xfce/src/scripts/start-vnc.sh
new file mode 100644
index 00000000..1cbba98f
--- /dev/null
+++ b/libs/docker-xfce/src/scripts/start-vnc.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+set -e
+
+# Clean up any existing VNC lock files
+rm -rf /tmp/.X1-lock /tmp/.X11-unix/X1
+
+# Start VNC server
+vncserver :1 \
+    -geometry ${VNC_RESOLUTION:-1920x1080} \
+    -depth ${VNC_COL_DEPTH:-24} \
+    -rfbport ${VNC_PORT:-5901} \
+    -localhost no \
+    -SecurityTypes None \
+    -AlwaysShared \
+    -AcceptPointerEvents \
+    -AcceptKeyEvents \
+    -AcceptCutText \
+    -SendCutText \
+    -xstartup /usr/local/bin/xstartup.sh
+
+# Keep the process running
+tail -f /home/cua/.vnc/*.log
diff --git a/libs/docker-xfce/src/scripts/xstartup.sh b/libs/docker-xfce/src/scripts/xstartup.sh
new file mode 100644
index 00000000..49bb46a2
--- /dev/null
+++ b/libs/docker-xfce/src/scripts/xstartup.sh
@@ -0,0 +1,21 @@
+#!/bin/bash
+set -e
+
+# Start D-Bus
+if [ -z "$DBUS_SESSION_BUS_ADDRESS" ]; then
+    eval $(dbus-launch --sh-syntax --exit-with-session)
+fi
+
+# Start XFCE
+startxfce4 &
+
+# Wait for XFCE to start
+sleep 2
+
+# Disable screensaver and power management
+xset s off
+xset -dpms
+xset s noblank
+
+# Wait for the session
+wait
diff --git a/libs/docker-xfce/src/supervisor/supervisord.conf b/libs/docker-xfce/src/supervisor/supervisord.conf
new file mode 100644
index 00000000..fb367c4f
--- /dev/null
+++ b/libs/docker-xfce/src/supervisor/supervisord.conf
@@ -0,0 +1,30 @@
+[supervisord]
+nodaemon=true
+user=root
+logfile=/var/log/supervisor/supervisord.log
+pidfile=/var/run/supervisord.pid
+childlogdir=/var/log/supervisor
+
+[program:vncserver]
+command=/usr/local/bin/start-vnc.sh
+user=cua
+autorestart=true
+stdout_logfile=/var/log/supervisor/vncserver.log
+stderr_logfile=/var/log/supervisor/vncserver.error.log
+priority=10
+
+[program:novnc]
+command=/usr/local/bin/start-novnc.sh
+user=cua
+autorestart=true
+stdout_logfile=/var/log/supervisor/novnc.log
+stderr_logfile=/var/log/supervisor/novnc.error.log
+priority=20
+
+[program:computer-server]
+command=/usr/local/bin/start-computer-server.sh
+user=cua
+autorestart=true
+stdout_logfile=/var/log/supervisor/computer-server.log
+stderr_logfile=/var/log/supervisor/computer-server.error.log
+priority=30

From f7bedbb8a0cbf1712433a0b9dca9211cf02f3cf9 Mon Sep 17 00:00:00 2001
From: Marco Vinciguerra <88108002+VinciGit00@users.noreply.github.com>
Date: Fri, 10 Oct 2025 18:20:22 +0200
Subject: [PATCH 046/220] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e5451a0f..ce2726b6 100644
--- a/README.md
+++ b/README.md
@@ -192,7 +192,7 @@ Join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss i
 
 ## License
 
-Cua is open-sourced under the MIT License - see the [LICENSE](LICENSE) file for details.  
+Cua is open-sourced under the MIT License - see the [LICENSE](LICENSE.md) file for details.  
 
 Portions of this project, specifically components adapted from Kasm Technologies Inc., are also licensed under the MIT License. See [libs/kasm/LICENSE](libs/kasm/LICENSE) for details.
 

From 05c3356f1919f108cb0ef14e489925db7be0c335 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 10 Oct 2025 12:41:09 -0700
Subject: [PATCH 047/220] Fix Docker XFCE container build and VNC startup
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Fixed two critical issues:
1. Firefox syspref.js was being created as directory instead of file
   - Changed mkdir to create parent directory only
   - Use > for first echo to create file

2. TigerVNC refusing to start without authentication
   - Changed SecurityTypes from None to VncAuth
   - Added --I-KNOW-THIS-IS-INSECURE flag for development

Container now successfully:
- Builds on ARM64 Mac
- Starts all services (VNC, noVNC, computer-server)
- Accessible on ports 5901 (VNC), 6901 (noVNC), 8000 (API)

Also added Dockerfile.slim as lighter alternative.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 libs/docker-xfce/Dockerfile               | 11 +----
 libs/docker-xfce/Dockerfile.slim          | 53 +++++++++++++++++++++++
 libs/docker-xfce/src/scripts/start-vnc.sh |  5 ++-
 3 files changed, 58 insertions(+), 11 deletions(-)
 create mode 100644 libs/docker-xfce/Dockerfile.slim

diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
index 94326ae2..d5459f31 100644
--- a/libs/docker-xfce/Dockerfile
+++ b/libs/docker-xfce/Dockerfile
@@ -38,7 +38,6 @@ RUN apt-get update && apt-get install -y \
     net-tools \
     supervisor \
     # Computer-server dependencies
-    python3.11 \
     python3-tk \
     python3-dev \
     gnome-screenshot \
@@ -62,12 +61,6 @@ RUN apt-get update && apt-get install -y \
     zlib1g-dev \
     && rm -rf /var/lib/apt/lists/*
 
-# Install Python 3.11
-RUN add-apt-repository ppa:deadsnakes/ppa && \
-    apt-get update && \
-    apt-get install -y python3.11 python3.11-distutils && \
-    rm -rf /var/lib/apt/lists/*
-
 # Install noVNC
 RUN git clone https://github.com/novnc/noVNC.git /opt/noVNC && \
     git clone https://github.com/novnc/websockify /opt/noVNC/utils/websockify && \
@@ -84,8 +77,8 @@ RUN add-apt-repository -y ppa:mozillateam/ppa && \
     rm -rf /var/lib/apt/lists/*
 
 # Configure Firefox defaults
-RUN mkdir -p /etc/firefox/syspref.js && \
-    echo 'pref("datareporting.policy.firstRunURL", "");' >> /etc/firefox/syspref.js && \
+RUN mkdir -p /etc/firefox && \
+    echo 'pref("datareporting.policy.firstRunURL", "");' > /etc/firefox/syspref.js && \
     echo 'pref("datareporting.policy.dataSubmissionEnabled", false);' >> /etc/firefox/syspref.js && \
     echo 'pref("datareporting.healthreport.service.enabled", false);' >> /etc/firefox/syspref.js && \
     echo 'pref("datareporting.healthreport.uploadEnabled", false);' >> /etc/firefox/syspref.js && \
diff --git a/libs/docker-xfce/Dockerfile.slim b/libs/docker-xfce/Dockerfile.slim
new file mode 100644
index 00000000..51c2233d
--- /dev/null
+++ b/libs/docker-xfce/Dockerfile.slim
@@ -0,0 +1,53 @@
+# CUA Docker XFCE Container - Slim Version
+# Uses existing VNC base to reduce build time
+
+FROM dorowu/ubuntu-desktop-lxde-vnc:focal
+
+# Switch to root
+USER root
+
+# Set environment variables
+ENV HOME=/home/cua
+ENV DISPLAY=:1
+ENV API_PORT=8000
+
+# Create cua user
+RUN useradd -m -s /bin/bash -G sudo cua && \
+    echo "cua:password" | chpasswd && \
+    echo "cua ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers
+
+# Install Python 3.11 and computer-server dependencies
+RUN apt-get update && apt-get install -y \
+    software-properties-common \
+    gnome-screenshot \
+    wmctrl \
+    ffmpeg \
+    socat \
+    xclip \
+    && add-apt-repository ppa:deadsnakes/ppa \
+    && apt-get update \
+    && apt-get install -y python3.11 python3-pip \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install computer-server
+RUN pip3 install cua-computer-server
+
+# Copy startup scripts
+COPY src/scripts/start-computer-server.sh /usr/local/bin/
+RUN chmod +x /usr/local/bin/start-computer-server.sh
+
+# Create storage directories
+RUN mkdir -p /home/cua/storage /home/cua/shared && \
+    chown -R cua:cua /home/cua
+
+# Expose ports (VNC on 6080, computer-server on 8000)
+EXPOSE 6080 8000
+
+# Create startup wrapper
+RUN echo '#!/bin/bash\n\
+/startup.sh &\n\
+sleep 5\n\
+su - cua -c "/usr/local/bin/start-computer-server.sh"' > /entrypoint.sh && \
+    chmod +x /entrypoint.sh
+
+CMD ["/entrypoint.sh"]
diff --git a/libs/docker-xfce/src/scripts/start-vnc.sh b/libs/docker-xfce/src/scripts/start-vnc.sh
index 1cbba98f..f77afef0 100644
--- a/libs/docker-xfce/src/scripts/start-vnc.sh
+++ b/libs/docker-xfce/src/scripts/start-vnc.sh
@@ -10,13 +10,14 @@ vncserver :1 \
     -depth ${VNC_COL_DEPTH:-24} \
     -rfbport ${VNC_PORT:-5901} \
     -localhost no \
-    -SecurityTypes None \
+    -SecurityTypes VncAuth \
     -AlwaysShared \
     -AcceptPointerEvents \
     -AcceptKeyEvents \
     -AcceptCutText \
     -SendCutText \
-    -xstartup /usr/local/bin/xstartup.sh
+    -xstartup /usr/local/bin/xstartup.sh \
+    --I-KNOW-THIS-IS-INSECURE
 
 # Keep the process running
 tail -f /home/cua/.vnc/*.log

From e63d3e32277ffa48c1312f28d28d3da8bbf9517c Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 10 Oct 2025 13:48:35 -0700
Subject: [PATCH 048/220] Add Sponsors section to README

---
 README.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/README.md b/README.md
index ce2726b6..df8ab727 100644
--- a/README.md
+++ b/README.md
@@ -223,3 +223,9 @@ This project is not affiliated with, endorsed by, or sponsored by Apple Inc., Ca
 Thank you to all our supporters!
 
 [![Stargazers over time](https://starchart.cc/trycua/cua.svg?variant=adaptive)](https://starchart.cc/trycua/cua)
+
+## Sponsors
+
+Thank you to all our [GitHub Sponsors](https://github.com/sponsors/trycua)!
+
+<img width="300" alt="coderabbit-cli" src="https://github.com/user-attachments/assets/23a98e38-7897-4043-8ef7-eb990520dccc" />

From 46b361b7329323dc2e82d6288e643344d0bb46a1 Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 20:46:01 +0000
Subject: [PATCH 049/220] Add bump2version configuration for all Python
 packages
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Adds .bumpversion.cfg files to each Python package (agent, computer,
computer-server, core, mcp-server, pylume, som) to enable automated
version bumping with bump2version tool.

Includes comprehensive Makefile with targets for:
- Installing and managing bump2version
- Bumping package versions (major, minor, patch)
- Managing dependencies and building packages
- Running tests and formatting
- Cleaning build artifacts

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 Makefile                                     | 166 +++++++++++++++++++
 libs/python/agent/.bumpversion.cfg           |   9 +
 libs/python/computer-server/.bumpversion.cfg |   9 +
 libs/python/computer/.bumpversion.cfg        |   9 +
 libs/python/core/.bumpversion.cfg            |   9 +
 libs/python/mcp-server/.bumpversion.cfg      |   9 +
 libs/python/pylume/.bumpversion.cfg          |   9 +
 libs/python/som/.bumpversion.cfg             |   9 +
 8 files changed, 229 insertions(+)
 create mode 100644 Makefile
 create mode 100644 libs/python/agent/.bumpversion.cfg
 create mode 100644 libs/python/computer-server/.bumpversion.cfg
 create mode 100644 libs/python/computer/.bumpversion.cfg
 create mode 100644 libs/python/core/.bumpversion.cfg
 create mode 100644 libs/python/mcp-server/.bumpversion.cfg
 create mode 100644 libs/python/pylume/.bumpversion.cfg
 create mode 100644 libs/python/som/.bumpversion.cfg

diff --git a/Makefile b/Makefile
new file mode 100644
index 00000000..8d0f718b
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,166 @@
+# Python Package Release Makefile
+# This Makefile provides convenient targets for bumping versions of all Python packages
+# using bump2version. After running a target, remember to push: git push origin main
+
+.PHONY: help
+
+help: ## Show this help message
+	@echo "Python Package Release Automation"
+	@echo ""
+	@echo "Usage: make <target>"
+	@echo ""
+	@echo "Available targets:"
+	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "  %-25s %s\n", $$1, $$2}'
+	@echo ""
+	@echo "After bumping, push changes with: git push origin main"
+
+# Core package targets
+bump-patch-core: ## Bump patch version of cua-core (0.1.8 → 0.1.9)
+	@echo "Bumping cua-core patch version..."
+	cd libs/python/core && bump2version patch
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-minor-core: ## Bump minor version of cua-core (0.1.8 → 0.2.0)
+	@echo "Bumping cua-core minor version..."
+	cd libs/python/core && bump2version minor
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-major-core: ## Bump major version of cua-core (0.1.8 → 1.0.0)
+	@echo "Bumping cua-core major version..."
+	cd libs/python/core && bump2version major
+	@echo "✓ Done! Now run: git push origin main"
+
+# Pylume package targets
+bump-patch-pylume: ## Bump patch version of pylume (0.2.2 → 0.2.3)
+	@echo "Bumping pylume patch version..."
+	cd libs/python/pylume && bump2version patch
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-minor-pylume: ## Bump minor version of pylume (0.2.2 → 0.3.0)
+	@echo "Bumping pylume minor version..."
+	cd libs/python/pylume && bump2version minor
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-major-pylume: ## Bump major version of pylume (0.2.2 → 1.0.0)
+	@echo "Bumping pylume major version..."
+	cd libs/python/pylume && bump2version major
+	@echo "✓ Done! Now run: git push origin main"
+
+# Computer package targets
+bump-patch-computer: ## Bump patch version of cua-computer (0.4.0 → 0.4.1)
+	@echo "Bumping cua-computer patch version..."
+	cd libs/python/computer && bump2version patch
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-minor-computer: ## Bump minor version of cua-computer (0.4.0 → 0.5.0)
+	@echo "Bumping cua-computer minor version..."
+	cd libs/python/computer && bump2version minor
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-major-computer: ## Bump major version of cua-computer (0.4.0 → 1.0.0)
+	@echo "Bumping cua-computer major version..."
+	cd libs/python/computer && bump2version major
+	@echo "✓ Done! Now run: git push origin main"
+
+# SOM package targets
+bump-patch-som: ## Bump patch version of cua-som (0.1.0 → 0.1.1)
+	@echo "Bumping cua-som patch version..."
+	cd libs/python/som && bump2version patch
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-minor-som: ## Bump minor version of cua-som (0.1.0 → 0.2.0)
+	@echo "Bumping cua-som minor version..."
+	cd libs/python/som && bump2version minor
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-major-som: ## Bump major version of cua-som (0.1.0 → 1.0.0)
+	@echo "Bumping cua-som major version..."
+	cd libs/python/som && bump2version major
+	@echo "✓ Done! Now run: git push origin main"
+
+# Agent package targets
+bump-patch-agent: ## Bump patch version of cua-agent (0.4.0 → 0.4.1)
+	@echo "Bumping cua-agent patch version..."
+	cd libs/python/agent && bump2version patch
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-minor-agent: ## Bump minor version of cua-agent (0.4.0 → 0.5.0)
+	@echo "Bumping cua-agent minor version..."
+	cd libs/python/agent && bump2version minor
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-major-agent: ## Bump major version of cua-agent (0.4.0 → 1.0.0)
+	@echo "Bumping cua-agent major version..."
+	cd libs/python/agent && bump2version major
+	@echo "✓ Done! Now run: git push origin main"
+
+# Computer Server package targets
+bump-patch-computer-server: ## Bump patch version of cua-computer-server (0.1.0 → 0.1.1)
+	@echo "Bumping cua-computer-server patch version..."
+	cd libs/python/computer-server && bump2version patch
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-minor-computer-server: ## Bump minor version of cua-computer-server (0.1.0 → 0.2.0)
+	@echo "Bumping cua-computer-server minor version..."
+	cd libs/python/computer-server && bump2version minor
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-major-computer-server: ## Bump major version of cua-computer-server (0.1.0 → 1.0.0)
+	@echo "Bumping cua-computer-server major version..."
+	cd libs/python/computer-server && bump2version major
+	@echo "✓ Done! Now run: git push origin main"
+
+# MCP Server package targets
+bump-patch-mcp-server: ## Bump patch version of cua-mcp-server (0.1.0 → 0.1.1)
+	@echo "Bumping cua-mcp-server patch version..."
+	cd libs/python/mcp-server && bump2version patch
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-minor-mcp-server: ## Bump minor version of cua-mcp-server (0.1.0 → 0.2.0)
+	@echo "Bumping cua-mcp-server minor version..."
+	cd libs/python/mcp-server && bump2version minor
+	@echo "✓ Done! Now run: git push origin main"
+
+bump-major-mcp-server: ## Bump major version of cua-mcp-server (0.1.0 → 1.0.0)
+	@echo "Bumping cua-mcp-server major version..."
+	cd libs/python/mcp-server && bump2version major
+	@echo "✓ Done! Now run: git push origin main"
+
+# Convenience targets for common workflows
+bump-all-patch: ## Bump patch version for ALL packages (use with caution!)
+	@echo "⚠️  Bumping patch version for ALL packages..."
+	@read -p "Are you sure? [y/N] " -n 1 -r; \
+	echo; \
+	if [[ $$REPLY =~ ^[Yy]$$ ]]; then \
+		$(MAKE) bump-patch-core && \
+		$(MAKE) bump-patch-pylume && \
+		$(MAKE) bump-patch-computer && \
+		$(MAKE) bump-patch-som && \
+		$(MAKE) bump-patch-agent && \
+		$(MAKE) bump-patch-computer-server && \
+		$(MAKE) bump-patch-mcp-server; \
+	fi
+
+# Dry run targets (test without making changes)
+dry-run-patch-%: ## Dry run for patch version bump (e.g., make dry-run-patch-core)
+	@echo "Dry run: Bumping $* patch version..."
+	cd libs/python/$* && bump2version --dry-run --verbose patch
+
+dry-run-minor-%: ## Dry run for minor version bump (e.g., make dry-run-minor-core)
+	@echo "Dry run: Bumping $* minor version..."
+	cd libs/python/$* && bump2version --dry-run --verbose minor
+
+dry-run-major-%: ## Dry run for major version bump (e.g., make dry-run-major-core)
+	@echo "Dry run: Bumping $* major version..."
+	cd libs/python/$* && bump2version --dry-run --verbose major
+
+# Show current versions
+show-versions: ## Show current versions of all packages
+	@echo "Current Python package versions:"
+	@echo "  cua-core:           $$(grep 'current_version' libs/python/core/.bumpversion.cfg | cut -d' ' -f3)"
+	@echo "  pylume:             $$(grep 'current_version' libs/python/pylume/.bumpversion.cfg | cut -d' ' -f3)"
+	@echo "  cua-computer:       $$(grep 'current_version' libs/python/computer/.bumpversion.cfg | cut -d' ' -f3)"
+	@echo "  cua-som:            $$(grep 'current_version' libs/python/som/.bumpversion.cfg | cut -d' ' -f3)"
+	@echo "  cua-agent:          $$(grep 'current_version' libs/python/agent/.bumpversion.cfg | cut -d' ' -f3)"
+	@echo "  cua-computer-server: $$(grep 'current_version' libs/python/computer-server/.bumpversion.cfg | cut -d' ' -f3)"
+	@echo "  cua-mcp-server:     $$(grep 'current_version' libs/python/mcp-server/.bumpversion.cfg | cut -d' ' -f3)"
diff --git a/libs/python/agent/.bumpversion.cfg b/libs/python/agent/.bumpversion.cfg
new file mode 100644
index 00000000..f01394d6
--- /dev/null
+++ b/libs/python/agent/.bumpversion.cfg
@@ -0,0 +1,9 @@
+[bumpversion]
+current_version = 0.4.0
+commit = True
+tag = False
+message = Bump cua-agent to v{new_version}
+
+[bumpversion:file:pyproject.toml]
+search = version = "{current_version}"
+replace = version = "{new_version}"
diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
new file mode 100644
index 00000000..f1eb85d4
--- /dev/null
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -0,0 +1,9 @@
+[bumpversion]
+current_version = 0.1.0
+commit = True
+tag = False
+message = Bump cua-computer-server to v{new_version}
+
+[bumpversion:file:pyproject.toml]
+search = version = "{current_version}"
+replace = version = "{new_version}"
diff --git a/libs/python/computer/.bumpversion.cfg b/libs/python/computer/.bumpversion.cfg
new file mode 100644
index 00000000..aa6e314c
--- /dev/null
+++ b/libs/python/computer/.bumpversion.cfg
@@ -0,0 +1,9 @@
+[bumpversion]
+current_version = 0.4.0
+commit = True
+tag = False
+message = Bump cua-computer to v{new_version}
+
+[bumpversion:file:pyproject.toml]
+search = version = "{current_version}"
+replace = version = "{new_version}"
diff --git a/libs/python/core/.bumpversion.cfg b/libs/python/core/.bumpversion.cfg
new file mode 100644
index 00000000..9becf7a6
--- /dev/null
+++ b/libs/python/core/.bumpversion.cfg
@@ -0,0 +1,9 @@
+[bumpversion]
+current_version = 0.1.8
+commit = True
+tag = False
+message = Bump cua-core to v{new_version}
+
+[bumpversion:file:pyproject.toml]
+search = version = "{current_version}"
+replace = version = "{new_version}"
diff --git a/libs/python/mcp-server/.bumpversion.cfg b/libs/python/mcp-server/.bumpversion.cfg
new file mode 100644
index 00000000..4fa92d6f
--- /dev/null
+++ b/libs/python/mcp-server/.bumpversion.cfg
@@ -0,0 +1,9 @@
+[bumpversion]
+current_version = 0.1.0
+commit = True
+tag = False
+message = Bump cua-mcp-server to v{new_version}
+
+[bumpversion:file:pyproject.toml]
+search = version = "{current_version}"
+replace = version = "{new_version}"
diff --git a/libs/python/pylume/.bumpversion.cfg b/libs/python/pylume/.bumpversion.cfg
new file mode 100644
index 00000000..d57f68ff
--- /dev/null
+++ b/libs/python/pylume/.bumpversion.cfg
@@ -0,0 +1,9 @@
+[bumpversion]
+current_version = 0.2.2
+commit = True
+tag = False
+message = Bump pylume to v{new_version}
+
+[bumpversion:file:pylume/__init__.py]
+search = __version__ = "{current_version}"
+replace = __version__ = "{new_version}"
diff --git a/libs/python/som/.bumpversion.cfg b/libs/python/som/.bumpversion.cfg
new file mode 100644
index 00000000..15e60ac4
--- /dev/null
+++ b/libs/python/som/.bumpversion.cfg
@@ -0,0 +1,9 @@
+[bumpversion]
+current_version = 0.1.0
+commit = True
+tag = False
+message = Bump cua-som to v{new_version}
+
+[bumpversion:file:pyproject.toml]
+search = version = "{current_version}"
+replace = version = "{new_version}"

From 788ce5cdd44c37d18809e42eb3c89ba7594127d3 Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:27:40 +0000
Subject: [PATCH 050/220] update readme

---
 README.md | 57 +++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 57 insertions(+)

diff --git a/README.md b/README.md
index df8ab727..9aed1994 100644
--- a/README.md
+++ b/README.md
@@ -206,6 +206,63 @@ Some optional extras for this project depend on third-party packages that are li
 
 When you choose to install and use such optional extras, your use, modification, and distribution of those third-party components are governed by their respective licenses (e.g., AGPL-3.0 for `ultralytics`).
 
+## Releasing Packages
+
+Cua uses `bump2version` to manage package versions across all Python modules. A Makefile is provided to simplify the release process.
+
+### View Current Versions
+
+```bash
+make show-versions
+```
+
+### Bump Package Versions
+
+To bump a specific package version:
+
+```bash
+# Patch version bump (e.g., 0.1.8 → 0.1.9)
+make bump-patch-core          # cua-core
+make bump-patch-pylume        # pylume
+make bump-patch-computer      # cua-computer
+make bump-patch-som           # cua-som
+make bump-patch-agent         # cua-agent
+make bump-patch-computer-server  # cua-computer-server
+make bump-patch-mcp-server    # cua-mcp-server
+
+# Minor version bump (e.g., 0.1.8 → 0.2.0)
+make bump-minor-core          # Replace 'core' with any package name
+
+# Major version bump (e.g., 0.1.8 → 1.0.0)
+make bump-major-core          # Replace 'core' with any package name
+```
+
+### Dry Run (Test Before Bumping)
+
+To preview changes without modifying files:
+
+```bash
+make dry-run-patch-core       # Test patch bump for cua-core
+make dry-run-minor-pylume     # Test minor bump for pylume
+make dry-run-major-agent      # Test major bump for cua-agent
+```
+
+### Bump All Packages (Use with Caution)
+
+```bash
+make bump-all-patch           # Bumps patch version for ALL packages
+```
+
+### After Bumping
+
+After running any bump command, push your changes:
+
+```bash
+git push origin main
+```
+
+For more details, run `make help` or see the [Makefile](./Makefile).
+
 ## Contributing
 
 We welcome contributions to Cua! Please refer to our [Contributing Guidelines](CONTRIBUTING.md) for details.

From cb29dd83b6c39fee387d76d689dd050f50a119ef Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:31:19 +0000
Subject: [PATCH 051/220] Bump cua-computer-server to v0.1.1

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index f1eb85d4..eda87326 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.0
+current_version = 0.1.1
 commit = True
 tag = False
 message = Bump cua-computer-server to v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 6e9e7240..d8009cbd 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.0"
+version = "0.1.1"
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [
     { name = "TryCua", email = "gh@trycua.com" }

From 2ff40307092007f2c2c30ff40ee1e8e8ec4d1e9f Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:33:45 +0000
Subject: [PATCH 052/220] tag

---
 libs/python/agent/.bumpversion.cfg           | 2 +-
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer/.bumpversion.cfg        | 2 +-
 libs/python/core/.bumpversion.cfg            | 2 +-
 libs/python/mcp-server/.bumpversion.cfg      | 2 +-
 libs/python/pylume/.bumpversion.cfg          | 2 +-
 libs/python/som/.bumpversion.cfg             | 2 +-
 7 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/libs/python/agent/.bumpversion.cfg b/libs/python/agent/.bumpversion.cfg
index f01394d6..d3d69abf 100644
--- a/libs/python/agent/.bumpversion.cfg
+++ b/libs/python/agent/.bumpversion.cfg
@@ -1,7 +1,7 @@
 [bumpversion]
 current_version = 0.4.0
 commit = True
-tag = False
+tag = True
 message = Bump cua-agent to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index eda87326..5ed5d152 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,7 +1,7 @@
 [bumpversion]
 current_version = 0.1.1
 commit = True
-tag = False
+tag = True
 message = Bump cua-computer-server to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/computer/.bumpversion.cfg b/libs/python/computer/.bumpversion.cfg
index aa6e314c..7762d66e 100644
--- a/libs/python/computer/.bumpversion.cfg
+++ b/libs/python/computer/.bumpversion.cfg
@@ -1,7 +1,7 @@
 [bumpversion]
 current_version = 0.4.0
 commit = True
-tag = False
+tag = True
 message = Bump cua-computer to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/core/.bumpversion.cfg b/libs/python/core/.bumpversion.cfg
index 9becf7a6..6b37b331 100644
--- a/libs/python/core/.bumpversion.cfg
+++ b/libs/python/core/.bumpversion.cfg
@@ -1,7 +1,7 @@
 [bumpversion]
 current_version = 0.1.8
 commit = True
-tag = False
+tag = True
 message = Bump cua-core to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/mcp-server/.bumpversion.cfg b/libs/python/mcp-server/.bumpversion.cfg
index 4fa92d6f..a188d27c 100644
--- a/libs/python/mcp-server/.bumpversion.cfg
+++ b/libs/python/mcp-server/.bumpversion.cfg
@@ -1,7 +1,7 @@
 [bumpversion]
 current_version = 0.1.0
 commit = True
-tag = False
+tag = True
 message = Bump cua-mcp-server to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/pylume/.bumpversion.cfg b/libs/python/pylume/.bumpversion.cfg
index d57f68ff..2c782cad 100644
--- a/libs/python/pylume/.bumpversion.cfg
+++ b/libs/python/pylume/.bumpversion.cfg
@@ -1,7 +1,7 @@
 [bumpversion]
 current_version = 0.2.2
 commit = True
-tag = False
+tag = True
 message = Bump pylume to v{new_version}
 
 [bumpversion:file:pylume/__init__.py]
diff --git a/libs/python/som/.bumpversion.cfg b/libs/python/som/.bumpversion.cfg
index 15e60ac4..4492360f 100644
--- a/libs/python/som/.bumpversion.cfg
+++ b/libs/python/som/.bumpversion.cfg
@@ -1,7 +1,7 @@
 [bumpversion]
 current_version = 0.1.0
 commit = True
-tag = False
+tag = True
 message = Bump cua-som to v{new_version}
 
 [bumpversion:file:pyproject.toml]

From 7cb6857ff8cfed8ed4bef157af12c6e5874c015d Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:33:47 +0000
Subject: [PATCH 053/220] Bump cua-computer-server to v0.1.2

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index 5ed5d152..c957d42a 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.1
+current_version = 0.1.2
 commit = True
 tag = True
 message = Bump cua-computer-server to v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index d8009cbd..f8ddb127 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.1"
+version = "0.1.2"
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [
     { name = "TryCua", email = "gh@trycua.com" }

From 1bc6fa01d38eb8241cde294788f8c26c3eb72d0d Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:34:48 +0000
Subject: [PATCH 054/220] make version match git

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index c957d42a..45736bfb 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.2
+current_version = 0.1.24
 commit = True
 tag = True
 message = Bump cua-computer-server to v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index f8ddb127..941f43c5 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.2"
+version = "0.1.24"
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [
     { name = "TryCua", email = "gh@trycua.com" }

From eaf6d29ef6e6a9c2f0cd77228abb89e1e917471b Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:34:51 +0000
Subject: [PATCH 055/220] Bump cua-computer-server to v0.1.25

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index 45736bfb..db453b1e 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.24
+current_version = 0.1.25
 commit = True
 tag = True
 message = Bump cua-computer-server to v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 941f43c5..d5dfd5b3 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.24"
+version = "0.1.25"
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [
     { name = "TryCua", email = "gh@trycua.com" }

From 590c4a8753d497ea94899112d3c3fec60350c973 Mon Sep 17 00:00:00 2001
From: r33drichards <rwendt1337@gmail.com>
Date: Fri, 10 Oct 2025 14:43:07 -0700
Subject: [PATCH 056/220] Add pyproject.toml version verification script and
 tests (#462)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Add pyproject.toml version verification script and tests

Adds get_pyproject_version.py script to verify that pyproject.toml
versions match expected versions during git tag releases. Includes
comprehensive pytest test suite with best practices.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* Revert "Add pyproject.toml version verification script and tests"

This reverts commit 1d40e692ccf3d7b3ea9a8a44368769ab23001789.

* Add pyproject.toml version verification script and tests

Adds get_pyproject_version.py script to verify that pyproject.toml
versions match expected versions during git tag releases. Includes
comprehensive pytest test suite with best practices.

Updates the GitHub Actions workflow to use the verification script,
ensuring version consistency before publishing packages. Also removes
the old version-setting step as pyproject.toml is now the source of
truth for versions.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* f

* add test for validation script to gha

---------

Co-authored-by: Your Name <you@example.com>
Co-authored-by: Claude <noreply@anthropic.com>
---
 .github/scripts/get_pyproject_version.py      |  68 ++++
 .github/scripts/tests/README.md               | 131 +++++++
 .github/scripts/tests/__init__.py             |   1 +
 .../tests/test_get_pyproject_version.py       | 340 ++++++++++++++++++
 .github/workflows/pypi-reusable-publish.yml   |  25 +-
 .github/workflows/test-validation-script.yml  |  36 ++
 libs/python/computer-server/pyproject.toml    |   2 +-
 7 files changed, 587 insertions(+), 16 deletions(-)
 create mode 100755 .github/scripts/get_pyproject_version.py
 create mode 100644 .github/scripts/tests/README.md
 create mode 100644 .github/scripts/tests/__init__.py
 create mode 100644 .github/scripts/tests/test_get_pyproject_version.py
 create mode 100644 .github/workflows/test-validation-script.yml

diff --git a/.github/scripts/get_pyproject_version.py b/.github/scripts/get_pyproject_version.py
new file mode 100755
index 00000000..a00ea22c
--- /dev/null
+++ b/.github/scripts/get_pyproject_version.py
@@ -0,0 +1,68 @@
+#!/usr/bin/env python3
+"""
+Verifies that the version in pyproject.toml matches the expected version.
+
+Usage:
+    python get_pyproject_version.py <pyproject_path> <expected_version>
+
+Exit codes:
+    0 - Versions match
+    1 - Versions don't match or error occurred
+"""
+
+import sys
+try:
+    import tomllib
+except ImportError:
+    # Fallback for Python < 3.11
+    import toml as tomllib
+
+
+def main():
+    if len(sys.argv) != 3:
+        print("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>", file=sys.stderr)
+        sys.exit(1)
+
+    pyproject_path = sys.argv[1]
+    expected_version = sys.argv[2]
+
+    # tomllib requires binary mode
+    try:
+        with open(pyproject_path, 'rb') as f:
+            data = tomllib.load(f)
+    except FileNotFoundError:
+        print(f"❌ ERROR: File not found: {pyproject_path}", file=sys.stderr)
+        sys.exit(1)
+    except Exception as e:
+        # Fallback to toml if using the old library or handle other errors
+        try:
+            import toml
+            data = toml.load(pyproject_path)
+        except FileNotFoundError:
+            print(f"❌ ERROR: File not found: {pyproject_path}", file=sys.stderr)
+            sys.exit(1)
+        except Exception as toml_err:
+            print(f"❌ ERROR: Failed to parse TOML file: {e}", file=sys.stderr)
+            sys.exit(1)
+
+    actual_version = data.get('project', {}).get('version')
+
+    if not actual_version:
+        print("❌ ERROR: No version found in pyproject.toml", file=sys.stderr)
+        sys.exit(1)
+
+    if actual_version != expected_version:
+        print("❌ Version mismatch detected!", file=sys.stderr)
+        print(f"   pyproject.toml version: {actual_version}", file=sys.stderr)
+        print(f"   Expected version: {expected_version}", file=sys.stderr)
+        print("", file=sys.stderr)
+        print("The version in pyproject.toml must match the version being published.", file=sys.stderr)
+        print(f"Please update pyproject.toml to version {expected_version} or use the correct tag.", file=sys.stderr)
+        sys.exit(1)
+
+    print(f"✅ Version consistency check passed: {actual_version}")
+    sys.exit(0)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/.github/scripts/tests/README.md b/.github/scripts/tests/README.md
new file mode 100644
index 00000000..2a440065
--- /dev/null
+++ b/.github/scripts/tests/README.md
@@ -0,0 +1,131 @@
+# Tests for .github/scripts
+
+This directory contains comprehensive tests for the GitHub workflow scripts using Python's built-in testing framework.
+
+## Requirements
+
+**No external dependencies required!**
+
+This test suite uses:
+- `unittest` - Python's built-in testing framework
+- `tomllib` - Python 3.11+ built-in TOML parser
+
+For Python < 3.11, the `toml` package is used as a fallback.
+
+## Running Tests
+
+### Run all tests
+```bash
+cd .github/scripts/tests
+python3 -m unittest discover -v
+```
+
+### Run a specific test file
+```bash
+python3 -m unittest test_get_pyproject_version -v
+```
+
+### Run a specific test class
+```bash
+python3 -m unittest test_get_pyproject_version.TestGetPyprojectVersion -v
+```
+
+### Run a specific test method
+```bash
+python3 -m unittest test_get_pyproject_version.TestGetPyprojectVersion.test_matching_versions -v
+```
+
+### Run tests directly from the test file
+```bash
+python3 test_get_pyproject_version.py
+```
+
+## Test Structure
+
+### test_get_pyproject_version.py
+
+Comprehensive tests for `get_pyproject_version.py` covering:
+
+- ✅ **Version matching**: Tests successful version validation
+- ✅ **Version mismatch**: Tests error handling when versions don't match
+- ✅ **Missing version**: Tests handling of pyproject.toml without version field
+- ✅ **Missing project section**: Tests handling of pyproject.toml without project section
+- ✅ **File not found**: Tests handling of non-existent files
+- ✅ **Malformed TOML**: Tests handling of invalid TOML syntax
+- ✅ **Argument validation**: Tests proper argument count validation
+- ✅ **Semantic versioning**: Tests various semantic version formats
+- ✅ **Pre-release tags**: Tests versions with alpha, beta, rc tags
+- ✅ **Build metadata**: Tests versions with build metadata
+- ✅ **Edge cases**: Tests empty versions and other edge cases
+
+**Total Tests**: 17+ test cases covering all functionality
+
+## Best Practices Implemented
+
+1. **Fixture Management**: Uses `setUp()` and `tearDown()` for clean test isolation
+2. **Helper Methods**: Provides reusable helpers for creating test fixtures
+3. **Temporary Files**: Uses `tempfile` for file creation with proper cleanup
+4. **Comprehensive Coverage**: Tests happy paths, error conditions, and edge cases
+5. **Clear Documentation**: Each test has a descriptive docstring
+6. **Output Capture**: Uses `unittest.mock.patch` and `StringIO` to test stdout/stderr
+7. **Exit Code Validation**: Properly tests script exit codes with `assertRaises(SystemExit)`
+8. **Type Hints**: Uses type hints in helper methods for clarity
+9. **PEP 8 Compliance**: Follows Python style guidelines
+10. **Zero External Dependencies**: Uses only Python standard library
+
+## Continuous Integration
+
+These tests can be integrated into GitHub Actions workflows with no additional dependencies:
+
+```yaml
+- name: Run .github scripts tests
+  run: |
+    cd .github/scripts/tests
+    python3 -m unittest discover -v
+```
+
+## Test Output Example
+
+```
+test_empty_version_string (test_get_pyproject_version.TestGetPyprojectVersion)
+Test handling of empty version string. ... ok
+test_file_not_found (test_get_pyproject_version.TestGetPyprojectVersion)
+Test handling of non-existent pyproject.toml file. ... ok
+test_malformed_toml (test_get_pyproject_version.TestGetPyprojectVersion)
+Test handling of malformed TOML file. ... ok
+test_matching_versions (test_get_pyproject_version.TestGetPyprojectVersion)
+Test that matching versions result in success. ... ok
+test_missing_project_section (test_get_pyproject_version.TestGetPyprojectVersion)
+Test handling of pyproject.toml without a project section. ... ok
+test_missing_version_field (test_get_pyproject_version.TestGetPyprojectVersion)
+Test handling of pyproject.toml without a version field. ... ok
+test_no_arguments (test_get_pyproject_version.TestGetPyprojectVersion)
+Test that providing no arguments results in usage error. ... ok
+test_semantic_version_0_0_1 (test_get_pyproject_version.TestGetPyprojectVersion)
+Test semantic version 0.0.1. ... ok
+test_semantic_version_1_0_0 (test_get_pyproject_version.TestGetPyprojectVersion)
+Test semantic version 1.0.0. ... ok
+test_semantic_version_10_20_30 (test_get_pyproject_version.TestGetPyprojectVersion)
+Test semantic version 10.20.30. ... ok
+test_semantic_version_alpha (test_get_pyproject_version.TestGetPyprojectVersion)
+Test semantic version with alpha tag. ... ok
+test_semantic_version_beta (test_get_pyproject_version.TestGetPyprojectVersion)
+Test semantic version with beta tag. ... ok
+test_semantic_version_rc_with_build (test_get_pyproject_version.TestGetPyprojectVersion)
+Test semantic version with rc and build metadata. ... ok
+test_too_few_arguments (test_get_pyproject_version.TestGetPyprojectVersion)
+Test that providing too few arguments results in usage error. ... ok
+test_too_many_arguments (test_get_pyproject_version.TestGetPyprojectVersion)
+Test that providing too many arguments results in usage error. ... ok
+test_version_mismatch (test_get_pyproject_version.TestGetPyprojectVersion)
+Test that mismatched versions result in failure with appropriate error message. ... ok
+test_version_with_build_metadata (test_get_pyproject_version.TestGetPyprojectVersion)
+Test matching versions with build metadata. ... ok
+test_version_with_prerelease_tags (test_get_pyproject_version.TestGetPyprojectVersion)
+Test matching versions with pre-release tags like alpha, beta, rc. ... ok
+
+----------------------------------------------------------------------
+Ran 18 tests in 0.XXXs
+
+OK
+```
diff --git a/.github/scripts/tests/__init__.py b/.github/scripts/tests/__init__.py
new file mode 100644
index 00000000..cbc9d370
--- /dev/null
+++ b/.github/scripts/tests/__init__.py
@@ -0,0 +1 @@
+"""Tests for .github/scripts."""
diff --git a/.github/scripts/tests/test_get_pyproject_version.py b/.github/scripts/tests/test_get_pyproject_version.py
new file mode 100644
index 00000000..95c980a9
--- /dev/null
+++ b/.github/scripts/tests/test_get_pyproject_version.py
@@ -0,0 +1,340 @@
+"""
+Comprehensive tests for get_pyproject_version.py script using unittest.
+
+This test suite covers:
+- Version matching validation
+- Error handling for missing versions
+- Invalid input handling
+- File not found scenarios
+- Malformed TOML handling
+"""
+
+import sys
+import unittest
+import tempfile
+from pathlib import Path
+from io import StringIO
+from unittest.mock import patch
+
+# Add parent directory to path to import the module
+sys.path.insert(0, str(Path(__file__).parent.parent))
+
+# Import after path is modified
+import get_pyproject_version
+
+
+class TestGetPyprojectVersion(unittest.TestCase):
+    """Test suite for get_pyproject_version.py functionality."""
+
+    def setUp(self):
+        """Reset sys.argv before each test."""
+        self.original_argv = sys.argv.copy()
+
+    def tearDown(self):
+        """Restore sys.argv after each test."""
+        sys.argv = self.original_argv
+
+    def create_pyproject_toml(self, version: str) -> Path:
+        """Helper to create a temporary pyproject.toml file with a given version."""
+        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
+        temp_file.write(f"""
+[project]
+name = "test-project"
+version = "{version}"
+description = "A test project"
+""")
+        temp_file.close()
+        return Path(temp_file.name)
+
+    def create_pyproject_toml_no_version(self) -> Path:
+        """Helper to create a pyproject.toml without a version field."""
+        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
+        temp_file.write("""
+[project]
+name = "test-project"
+description = "A test project without version"
+""")
+        temp_file.close()
+        return Path(temp_file.name)
+
+    def create_pyproject_toml_no_project(self) -> Path:
+        """Helper to create a pyproject.toml without a project section."""
+        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
+        temp_file.write("""
+[tool.poetry]
+name = "test-project"
+version = "1.0.0"
+""")
+        temp_file.close()
+        return Path(temp_file.name)
+
+    def create_malformed_toml(self) -> Path:
+        """Helper to create a malformed TOML file."""
+        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
+        temp_file.write("""
+[project
+name = "test-project
+version = "1.0.0"
+""")
+        temp_file.close()
+        return Path(temp_file.name)
+
+    # Test: Successful version match
+    def test_matching_versions(self):
+        """Test that matching versions result in success."""
+        pyproject_file = self.create_pyproject_toml("1.2.3")
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.3']
+
+            # Capture stdout
+            captured_output = StringIO()
+            with patch('sys.stdout', captured_output):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 0)
+            self.assertIn("✅ Version consistency check passed: 1.2.3", captured_output.getvalue())
+        finally:
+            pyproject_file.unlink()
+
+    # Test: Version mismatch
+    def test_version_mismatch(self):
+        """Test that mismatched versions result in failure with appropriate error message."""
+        pyproject_file = self.create_pyproject_toml("1.2.3")
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.4']
+
+            # Capture stderr
+            captured_error = StringIO()
+            with patch('sys.stderr', captured_error):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 1)
+            error_output = captured_error.getvalue()
+            self.assertIn("❌ Version mismatch detected!", error_output)
+            self.assertIn("pyproject.toml version: 1.2.3", error_output)
+            self.assertIn("Expected version: 1.2.4", error_output)
+            self.assertIn("Please update pyproject.toml to version 1.2.4", error_output)
+        finally:
+            pyproject_file.unlink()
+
+    # Test: Missing version in pyproject.toml
+    def test_missing_version_field(self):
+        """Test handling of pyproject.toml without a version field."""
+        pyproject_file = self.create_pyproject_toml_no_version()
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+
+            captured_error = StringIO()
+            with patch('sys.stderr', captured_error):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 1)
+            self.assertIn("❌ ERROR: No version found in pyproject.toml", captured_error.getvalue())
+        finally:
+            pyproject_file.unlink()
+
+    # Test: Missing project section
+    def test_missing_project_section(self):
+        """Test handling of pyproject.toml without a project section."""
+        pyproject_file = self.create_pyproject_toml_no_project()
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+
+            captured_error = StringIO()
+            with patch('sys.stderr', captured_error):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 1)
+            self.assertIn("❌ ERROR: No version found in pyproject.toml", captured_error.getvalue())
+        finally:
+            pyproject_file.unlink()
+
+    # Test: File not found
+    def test_file_not_found(self):
+        """Test handling of non-existent pyproject.toml file."""
+        sys.argv = ['get_pyproject_version.py', '/nonexistent/pyproject.toml', '1.0.0']
+
+        with self.assertRaises(SystemExit) as cm:
+            get_pyproject_version.main()
+
+        self.assertEqual(cm.exception.code, 1)
+
+    # Test: Malformed TOML
+    def test_malformed_toml(self):
+        """Test handling of malformed TOML file."""
+        pyproject_file = self.create_malformed_toml()
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+
+            with self.assertRaises(SystemExit) as cm:
+                get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 1)
+        finally:
+            pyproject_file.unlink()
+
+    # Test: Incorrect number of arguments - too few
+    def test_too_few_arguments(self):
+        """Test that providing too few arguments results in usage error."""
+        sys.argv = ['get_pyproject_version.py', 'pyproject.toml']
+
+        captured_error = StringIO()
+        with patch('sys.stderr', captured_error):
+            with self.assertRaises(SystemExit) as cm:
+                get_pyproject_version.main()
+
+        self.assertEqual(cm.exception.code, 1)
+        self.assertIn("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
+                     captured_error.getvalue())
+
+    # Test: Incorrect number of arguments - too many
+    def test_too_many_arguments(self):
+        """Test that providing too many arguments results in usage error."""
+        sys.argv = ['get_pyproject_version.py', 'pyproject.toml', '1.0.0', 'extra']
+
+        captured_error = StringIO()
+        with patch('sys.stderr', captured_error):
+            with self.assertRaises(SystemExit) as cm:
+                get_pyproject_version.main()
+
+        self.assertEqual(cm.exception.code, 1)
+        self.assertIn("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
+                     captured_error.getvalue())
+
+    # Test: No arguments
+    def test_no_arguments(self):
+        """Test that providing no arguments results in usage error."""
+        sys.argv = ['get_pyproject_version.py']
+
+        captured_error = StringIO()
+        with patch('sys.stderr', captured_error):
+            with self.assertRaises(SystemExit) as cm:
+                get_pyproject_version.main()
+
+        self.assertEqual(cm.exception.code, 1)
+        self.assertIn("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
+                     captured_error.getvalue())
+
+    # Test: Version with pre-release tags
+    def test_version_with_prerelease_tags(self):
+        """Test matching versions with pre-release tags like alpha, beta, rc."""
+        pyproject_file = self.create_pyproject_toml("1.2.3-rc.1")
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.3-rc.1']
+
+            captured_output = StringIO()
+            with patch('sys.stdout', captured_output):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 0)
+            self.assertIn("✅ Version consistency check passed: 1.2.3-rc.1", captured_output.getvalue())
+        finally:
+            pyproject_file.unlink()
+
+    # Test: Version with build metadata
+    def test_version_with_build_metadata(self):
+        """Test matching versions with build metadata."""
+        pyproject_file = self.create_pyproject_toml("1.2.3+build.123")
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.3+build.123']
+
+            captured_output = StringIO()
+            with patch('sys.stdout', captured_output):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 0)
+            self.assertIn("✅ Version consistency check passed: 1.2.3+build.123", captured_output.getvalue())
+        finally:
+            pyproject_file.unlink()
+
+    # Test: Various semantic version formats
+    def test_semantic_version_0_0_1(self):
+        """Test semantic version 0.0.1."""
+        self._test_version_format("0.0.1")
+
+    def test_semantic_version_1_0_0(self):
+        """Test semantic version 1.0.0."""
+        self._test_version_format("1.0.0")
+
+    def test_semantic_version_10_20_30(self):
+        """Test semantic version 10.20.30."""
+        self._test_version_format("10.20.30")
+
+    def test_semantic_version_alpha(self):
+        """Test semantic version with alpha tag."""
+        self._test_version_format("1.2.3-alpha")
+
+    def test_semantic_version_beta(self):
+        """Test semantic version with beta tag."""
+        self._test_version_format("1.2.3-beta.1")
+
+    def test_semantic_version_rc_with_build(self):
+        """Test semantic version with rc and build metadata."""
+        self._test_version_format("1.2.3-rc.1+build.456")
+
+    def _test_version_format(self, version: str):
+        """Helper method to test various semantic version formats."""
+        pyproject_file = self.create_pyproject_toml(version)
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), version]
+
+            captured_output = StringIO()
+            with patch('sys.stdout', captured_output):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 0)
+            self.assertIn(f"✅ Version consistency check passed: {version}", captured_output.getvalue())
+        finally:
+            pyproject_file.unlink()
+
+    # Test: Empty version string
+    def test_empty_version_string(self):
+        """Test handling of empty version string."""
+        pyproject_file = self.create_pyproject_toml("")
+
+        try:
+            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+
+            captured_error = StringIO()
+            with patch('sys.stderr', captured_error):
+                with self.assertRaises(SystemExit) as cm:
+                    get_pyproject_version.main()
+
+            self.assertEqual(cm.exception.code, 1)
+            # Empty string is falsy, so it should trigger error
+            self.assertIn("❌", captured_error.getvalue())
+        finally:
+            pyproject_file.unlink()
+
+
+class TestSuiteInfo(unittest.TestCase):
+    """Test suite metadata."""
+
+    def test_suite_info(self):
+        """Display test suite information."""
+        print("\n" + "="*70)
+        print("Test Suite: get_pyproject_version.py")
+        print("Framework: unittest (Python built-in)")
+        print("TOML Library: tomllib (Python 3.11+ built-in)")
+        print("="*70)
+        self.assertTrue(True)
+
+
+if __name__ == '__main__':
+    # Run tests with verbose output
+    unittest.main(verbosity=2)
diff --git a/.github/workflows/pypi-reusable-publish.yml b/.github/workflows/pypi-reusable-publish.yml
index f1eb045e..4a220610 100644
--- a/.github/workflows/pypi-reusable-publish.yml
+++ b/.github/workflows/pypi-reusable-publish.yml
@@ -71,6 +71,16 @@ jobs:
           echo "VERSION=${{ inputs.version }}" >> $GITHUB_ENV
           echo "version=${{ inputs.version }}" >> $GITHUB_OUTPUT
 
+      - name: Verify version consistency
+        run: |
+          # Install toml parser
+          pip install toml
+
+          # Verify version matches using script (exits with error if mismatch)
+          python ${GITHUB_WORKSPACE}/.github/scripts/get_pyproject_version.py \
+            ${{ inputs.package_dir }}/pyproject.toml \
+            ${{ inputs.version }}
+
       - name: Initialize PDM in package directory
         run: |
           # Make sure we're working with a properly initialized PDM project
@@ -82,21 +92,6 @@ jobs:
             pdm lock
           fi
 
-      - name: Set version in package
-        run: |
-          cd ${{ inputs.package_dir }}
-          # Replace pdm bump with direct edit of pyproject.toml
-          if [[ "$OSTYPE" == "darwin"* ]]; then
-            # macOS version of sed needs an empty string for -i
-            sed -i '' "s/version = \".*\"/version = \"$VERSION\"/" pyproject.toml
-          else
-            # Linux version
-            sed -i "s/version = \".*\"/version = \"$VERSION\"/" pyproject.toml
-          fi
-          # Verify version was updated
-          echo "Updated version in pyproject.toml:"
-          grep "version =" pyproject.toml
-
       # Conditional step for lume binary download (only for pylume package)
       - name: Download and setup lume binary
         if: inputs.is_lume_package
diff --git a/.github/workflows/test-validation-script.yml b/.github/workflows/test-validation-script.yml
new file mode 100644
index 00000000..cc11dda7
--- /dev/null
+++ b/.github/workflows/test-validation-script.yml
@@ -0,0 +1,36 @@
+name: Test valididation script
+
+on:
+  pull_request:
+    paths:
+      - '.github/scripts/**'
+      - '.github/workflows/test-scripts.yml'
+  push:
+    branches:
+      - main
+    paths:
+      - '.github/scripts/**'
+      - '.github/workflows/test-scripts.yml'
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install pytest toml
+
+      - name: Run tests
+        run: |
+          cd .github/scripts
+          pytest tests/ -v
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 6e9e7240..941f43c5 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.0"
+version = "0.1.24"
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [
     { name = "TryCua", email = "gh@trycua.com" }

From 0af7ea394f338c5f6026a4e8e9747f4bfc6720de Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:51:18 +0000
Subject: [PATCH 057/220] add tag prefix

---
 libs/python/agent/.bumpversion.cfg           | 1 +
 libs/python/computer-server/.bumpversion.cfg | 1 +
 libs/python/computer/.bumpversion.cfg        | 1 +
 libs/python/core/.bumpversion.cfg            | 1 +
 libs/python/mcp-server/.bumpversion.cfg      | 1 +
 libs/python/pylume/.bumpversion.cfg          | 1 +
 libs/python/som/.bumpversion.cfg             | 1 +
 7 files changed, 7 insertions(+)

diff --git a/libs/python/agent/.bumpversion.cfg b/libs/python/agent/.bumpversion.cfg
index d3d69abf..05d99468 100644
--- a/libs/python/agent/.bumpversion.cfg
+++ b/libs/python/agent/.bumpversion.cfg
@@ -2,6 +2,7 @@
 current_version = 0.4.0
 commit = True
 tag = True
+tag_name = agent-v{new_version}
 message = Bump cua-agent to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index db453b1e..1f1d9539 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -2,6 +2,7 @@
 current_version = 0.1.25
 commit = True
 tag = True
+tag_name = computer-server-v{new_version}
 message = Bump cua-computer-server to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/computer/.bumpversion.cfg b/libs/python/computer/.bumpversion.cfg
index 7762d66e..32b7e60e 100644
--- a/libs/python/computer/.bumpversion.cfg
+++ b/libs/python/computer/.bumpversion.cfg
@@ -2,6 +2,7 @@
 current_version = 0.4.0
 commit = True
 tag = True
+tag_name = computer-v{new_version}
 message = Bump cua-computer to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/core/.bumpversion.cfg b/libs/python/core/.bumpversion.cfg
index 6b37b331..14c00eb4 100644
--- a/libs/python/core/.bumpversion.cfg
+++ b/libs/python/core/.bumpversion.cfg
@@ -2,6 +2,7 @@
 current_version = 0.1.8
 commit = True
 tag = True
+tag_name = core-v{new_version}
 message = Bump cua-core to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/mcp-server/.bumpversion.cfg b/libs/python/mcp-server/.bumpversion.cfg
index a188d27c..5c354295 100644
--- a/libs/python/mcp-server/.bumpversion.cfg
+++ b/libs/python/mcp-server/.bumpversion.cfg
@@ -2,6 +2,7 @@
 current_version = 0.1.0
 commit = True
 tag = True
+tag_name = mcp-server-v{new_version}
 message = Bump cua-mcp-server to v{new_version}
 
 [bumpversion:file:pyproject.toml]
diff --git a/libs/python/pylume/.bumpversion.cfg b/libs/python/pylume/.bumpversion.cfg
index 2c782cad..c57ee4cc 100644
--- a/libs/python/pylume/.bumpversion.cfg
+++ b/libs/python/pylume/.bumpversion.cfg
@@ -2,6 +2,7 @@
 current_version = 0.2.2
 commit = True
 tag = True
+tag_name = pylume-v{new_version}
 message = Bump pylume to v{new_version}
 
 [bumpversion:file:pylume/__init__.py]
diff --git a/libs/python/som/.bumpversion.cfg b/libs/python/som/.bumpversion.cfg
index 4492360f..275c2177 100644
--- a/libs/python/som/.bumpversion.cfg
+++ b/libs/python/som/.bumpversion.cfg
@@ -2,6 +2,7 @@
 current_version = 0.1.0
 commit = True
 tag = True
+tag_name = som-v{new_version}
 message = Bump cua-som to v{new_version}
 
 [bumpversion:file:pyproject.toml]

From e3aaa30cedebcc39307c21b59959dbca48e0ad2d Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 21:51:22 +0000
Subject: [PATCH 058/220] Bump cua-computer-server to v0.1.26

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index 1f1d9539..369c7e05 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.25
+current_version = 0.1.26
 commit = True
 tag = True
 tag_name = computer-server-v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index d5dfd5b3..ee0ae659 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.25"
+version = "0.1.26"
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [
     { name = "TryCua", email = "gh@trycua.com" }

From 119e2731cb2b7249afbf2c4c2012adf35ef52b1d Mon Sep 17 00:00:00 2001
From: r33drichards <rwendt1337@gmail.com>
Date: Fri, 10 Oct 2025 15:23:10 -0700
Subject: [PATCH 059/220] Add prerequisites for bump2version installation

Added prerequisites section for bump2version installation.
---
 README.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/README.md b/README.md
index 9aed1994..0e6268f9 100644
--- a/README.md
+++ b/README.md
@@ -210,6 +210,16 @@ When you choose to install and use such optional extras, your use, modification,
 
 Cua uses `bump2version` to manage package versions across all Python modules. A Makefile is provided to simplify the release process.
 
+### Prerequisites 
+
+#### install `bump2version`
+
+using brew
+```
+brew install bumpversion
+```
+
+
 ### View Current Versions
 
 ```bash

From 424b8762c452728a768bc80dcaa071b8643ec8a3 Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 22:36:07 +0000
Subject: [PATCH 060/220] bump versions

---
 libs/python/agent/.bumpversion.cfg      | 2 +-
 libs/python/computer/.bumpversion.cfg   | 2 +-
 libs/python/core/.bumpversion.cfg       | 2 +-
 libs/python/mcp-server/.bumpversion.cfg | 2 +-
 libs/python/som/.bumpversion.cfg        | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/libs/python/agent/.bumpversion.cfg b/libs/python/agent/.bumpversion.cfg
index 05d99468..3d046f43 100644
--- a/libs/python/agent/.bumpversion.cfg
+++ b/libs/python/agent/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.4.0
+current_version = 0.4.32
 commit = True
 tag = True
 tag_name = agent-v{new_version}
diff --git a/libs/python/computer/.bumpversion.cfg b/libs/python/computer/.bumpversion.cfg
index 32b7e60e..1cbb791b 100644
--- a/libs/python/computer/.bumpversion.cfg
+++ b/libs/python/computer/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.4.0
+current_version = 0.4.7
 commit = True
 tag = True
 tag_name = computer-v{new_version}
diff --git a/libs/python/core/.bumpversion.cfg b/libs/python/core/.bumpversion.cfg
index 14c00eb4..917e4cc8 100644
--- a/libs/python/core/.bumpversion.cfg
+++ b/libs/python/core/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.8
+current_version = 0.1.9
 commit = True
 tag = True
 tag_name = core-v{new_version}
diff --git a/libs/python/mcp-server/.bumpversion.cfg b/libs/python/mcp-server/.bumpversion.cfg
index 5c354295..abe0f5e2 100644
--- a/libs/python/mcp-server/.bumpversion.cfg
+++ b/libs/python/mcp-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.0
+current_version = 0.1.13
 commit = True
 tag = True
 tag_name = mcp-server-v{new_version}
diff --git a/libs/python/som/.bumpversion.cfg b/libs/python/som/.bumpversion.cfg
index 275c2177..232fe9f9 100644
--- a/libs/python/som/.bumpversion.cfg
+++ b/libs/python/som/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.0
+current_version = 0.1.3
 commit = True
 tag = True
 tag_name = som-v{new_version}

From 3d50e3cefb82b51427fdd63b34fb74b69ef0fef5 Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 22:40:36 +0000
Subject: [PATCH 061/220] update pyproj

---
 libs/python/agent/pyproject.toml      | 2 +-
 libs/python/computer/pyproject.toml   | 2 +-
 libs/python/core/pyproject.toml       | 2 +-
 libs/python/mcp-server/pyproject.toml | 2 +-
 libs/python/som/pyproject.toml        | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 718b8404..b9592f1f 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-agent"
-version = "0.4.0"
+version = "0.4.32"
 description = "CUA (Computer Use) Agent for AI-driven computer interaction"
 readme = "README.md"
 authors = [
diff --git a/libs/python/computer/pyproject.toml b/libs/python/computer/pyproject.toml
index 4a9b41bb..6b5b3381 100644
--- a/libs/python/computer/pyproject.toml
+++ b/libs/python/computer/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer"
-version = "0.4.0"
+version = "0.4.7"
 description = "Computer-Use Interface (CUI) framework powering Cua"
 readme = "README.md"
 authors = [
diff --git a/libs/python/core/pyproject.toml b/libs/python/core/pyproject.toml
index b9692162..c4bcd459 100644
--- a/libs/python/core/pyproject.toml
+++ b/libs/python/core/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-core"
-version = "0.1.8"
+version = "0.1.9"
 description = "Core functionality for Cua including telemetry and shared utilities"
 readme = "README.md"
 authors = [
diff --git a/libs/python/mcp-server/pyproject.toml b/libs/python/mcp-server/pyproject.toml
index f80a1b6b..ff4b5986 100644
--- a/libs/python/mcp-server/pyproject.toml
+++ b/libs/python/mcp-server/pyproject.toml
@@ -7,7 +7,7 @@ name = "cua-mcp-server"
 description = "MCP Server for Computer-Use Agent (CUA)"
 readme = "README.md"
 requires-python = ">=3.11"
-version = "0.1.0"
+version = "0.1.13"
 authors = [
     {name = "TryCua", email = "gh@trycua.com"}
 ]
diff --git a/libs/python/som/pyproject.toml b/libs/python/som/pyproject.toml
index 10b29ff8..f871eb18 100644
--- a/libs/python/som/pyproject.toml
+++ b/libs/python/som/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-som"
-version = "0.1.0"
+version = "0.1.3"
 description = "Computer Vision and OCR library for detecting and analyzing UI elements"
 authors = [
     { name = "TryCua", email = "gh@trycua.com" }

From d0404460b69613bd0e063759a3e0343cef080b5e Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 22:47:07 +0000
Subject: [PATCH 062/220] update readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 0e6268f9..cd3d9a3a 100644
--- a/README.md
+++ b/README.md
@@ -268,7 +268,7 @@ make bump-all-patch           # Bumps patch version for ALL packages
 After running any bump command, push your changes:
 
 ```bash
-git push origin main
+git push origin main && git push origin --tags
 ```
 
 For more details, run `make help` or see the [Makefile](./Makefile).

From 20657611f7df3ac3d334efd3c71fa89fc0a465fa Mon Sep 17 00:00:00 2001
From: Your Name <you@example.com>
Date: Fri, 10 Oct 2025 22:59:55 +0000
Subject: [PATCH 063/220] version correctness

---
 libs/python/pylume/.bumpversion.cfg   | 2 +-
 libs/python/pylume/pylume/__init__.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/pylume/.bumpversion.cfg b/libs/python/pylume/.bumpversion.cfg
index c57ee4cc..4a316b37 100644
--- a/libs/python/pylume/.bumpversion.cfg
+++ b/libs/python/pylume/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.2.2
+current_version = 0.2.1
 commit = True
 tag = True
 tag_name = pylume-v{new_version}
diff --git a/libs/python/pylume/pylume/__init__.py b/libs/python/pylume/pylume/__init__.py
index 5b3818ef..adfb15d9 100644
--- a/libs/python/pylume/pylume/__init__.py
+++ b/libs/python/pylume/pylume/__init__.py
@@ -35,7 +35,7 @@ from .models import (
 # Import main class last to avoid circular imports
 from .pylume import PyLume
 
-__version__ = "0.2.2"
+__version__ = "0.2.1"
 
 __all__ = [
     "PyLume",

From 09049096f494cfb4d26255d9ef72e8375bd7674b Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 10 Oct 2025 16:14:11 -0700
Subject: [PATCH 064/220] Fix noVNC startup by removing netcat dependency
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Changed start-novnc.sh to use a simple sleep instead of checking
VNC availability with netcat. This avoids the need to install
netcat and simplifies the startup sequence.

Since supervisor starts services in priority order (VNC=10, noVNC=20),
a 5-second sleep is sufficient for VNC to be ready.

Also added netcat to Dockerfile for future use if needed.

Container now fully functional:
- VNC server running on port 5901
- noVNC web interface on port 6901
- Computer-server API on port 8000

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 libs/docker-xfce/Dockerfile                 | 1 +
 libs/docker-xfce/src/scripts/start-novnc.sh | 7 ++-----
 2 files changed, 3 insertions(+), 5 deletions(-)

diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
index d5459f31..2721d599 100644
--- a/libs/docker-xfce/Dockerfile
+++ b/libs/docker-xfce/Dockerfile
@@ -36,6 +36,7 @@ RUN apt-get update && apt-get install -y \
     python3-numpy \
     git \
     net-tools \
+    netcat \
     supervisor \
     # Computer-server dependencies
     python3-tk \
diff --git a/libs/docker-xfce/src/scripts/start-novnc.sh b/libs/docker-xfce/src/scripts/start-novnc.sh
index 4f95c644..07894acb 100644
--- a/libs/docker-xfce/src/scripts/start-novnc.sh
+++ b/libs/docker-xfce/src/scripts/start-novnc.sh
@@ -1,12 +1,9 @@
 #!/bin/bash
 set -e
 
-# Wait for VNC server to be ready
+# Give VNC a moment to start (supervisor starts it with priority 10, this is priority 20)
 echo "Waiting for VNC server to start..."
-while ! nc -z localhost ${VNC_PORT:-5901}; do
-    sleep 1
-done
-echo "VNC server is ready"
+sleep 5
 
 # Start noVNC
 cd /opt/noVNC

From 6fd19404dc8a5da4ea81e311feb38654b0771db9 Mon Sep 17 00:00:00 2001
From: r33drichards <rwendt1337@gmail.com>
Date: Fri, 10 Oct 2025 17:18:07 -0700
Subject: [PATCH 065/220] version

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index 369c7e05..831ffd2e 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.26
+current_version = 0.1.24
 commit = True
 tag = True
 tag_name = computer-server-v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 8735e51f..6468a48d 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.26"
+version = "0.1.24"
 
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [

From 6e780ac3452128e6231f688fbfcd6297eb650582 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 10 Oct 2025 18:03:21 -0700
Subject: [PATCH 066/220] Remove XFCE power manager to prevent startup popup
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Uninstall xfce4-power-manager package which causes annoying popup
dialog on container startup. Power management is not needed in
a containerized environment.

This provides a cleaner desktop experience on first launch.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 libs/docker-xfce/Dockerfile | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
index 2721d599..17c4b962 100644
--- a/libs/docker-xfce/Dockerfile
+++ b/libs/docker-xfce/Dockerfile
@@ -62,6 +62,9 @@ RUN apt-get update && apt-get install -y \
     zlib1g-dev \
     && rm -rf /var/lib/apt/lists/*
 
+# Remove power manager to avoid popup in container
+RUN apt-get remove -y xfce4-power-manager xfce4-power-manager-data || true
+
 # Install noVNC
 RUN git clone https://github.com/novnc/noVNC.git /opt/noVNC && \
     git clone https://github.com/novnc/websockify /opt/noVNC/utils/websockify && \

From a9866f831ae767135e84994d582674c8a67d5e5e Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 10 Oct 2025 18:07:36 -0700
Subject: [PATCH 067/220] Remove Firefox to speed up container build
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Firefox installation was causing very slow builds (1200+ seconds)
downloading 72MB on ARM. Removed it since it's not essential for
the basic container functionality.

Firefox can be installed later inside the running container if needed:
  docker exec cua-docker-xfce apt-get install -y firefox

Build time reduced from 20+ minutes to under 1 minute.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 libs/docker-xfce/Dockerfile | 16 ++--------------
 1 file changed, 2 insertions(+), 14 deletions(-)

diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
index 17c4b962..12b890a5 100644
--- a/libs/docker-xfce/Dockerfile
+++ b/libs/docker-xfce/Dockerfile
@@ -73,20 +73,8 @@ RUN git clone https://github.com/novnc/noVNC.git /opt/noVNC && \
 # Install computer-server
 RUN pip3 install cua-computer-server
 
-# Install Firefox
-RUN add-apt-repository -y ppa:mozillateam/ppa && \
-    echo 'Package: *\nPin: release o=LP-PPA-mozillateam\nPin-Priority: 1001' > /etc/apt/preferences.d/mozilla-firefox && \
-    apt-get update && \
-    apt-get install -y firefox && \
-    rm -rf /var/lib/apt/lists/*
-
-# Configure Firefox defaults
-RUN mkdir -p /etc/firefox && \
-    echo 'pref("datareporting.policy.firstRunURL", "");' > /etc/firefox/syspref.js && \
-    echo 'pref("datareporting.policy.dataSubmissionEnabled", false);' >> /etc/firefox/syspref.js && \
-    echo 'pref("datareporting.healthreport.service.enabled", false);' >> /etc/firefox/syspref.js && \
-    echo 'pref("datareporting.healthreport.uploadEnabled", false);' >> /etc/firefox/syspref.js && \
-    echo 'pref("browser.aboutwelcome.enabled", false);' >> /etc/firefox/syspref.js
+# Firefox installation removed to speed up build
+# Can be added back later if needed
 
 # Copy startup scripts
 COPY src/supervisor/ /etc/supervisor/conf.d/

From 86c5642128335241a47394192a8605b030e90847 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 10 Oct 2025 18:13:14 -0700
Subject: [PATCH 068/220] Add Firefox back using Ubuntu default repository
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Install Firefox from Ubuntu's default repository instead of the
Mozilla PPA. This is much faster (3 minutes vs 20+ minutes) and
installs the snap version which works well in containers.

Container now includes:
- XFCE desktop (no power manager popup)
- Firefox browser
- VNC/noVNC access
- Computer-server API

Build time: ~3-4 minutes total

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 libs/docker-xfce/Dockerfile | 1 +
 1 file changed, 1 insertion(+)

diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
index 12b890a5..d854c876 100644
--- a/libs/docker-xfce/Dockerfile
+++ b/libs/docker-xfce/Dockerfile
@@ -47,6 +47,7 @@ RUN apt-get update && apt-get install -y \
     socat \
     xclip \
     # Browser
+    firefox \
     wget \
     software-properties-common \
     # Build tools

From e88099aea417bb6ff6b8bdefd845a575164e023c Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Fri, 10 Oct 2025 21:02:42 -0700
Subject: [PATCH 069/220] Cleanup

---
 libs/docker-xfce/Dockerfile                   | 37 ++++++++++---
 libs/docker-xfce/Dockerfile.slim              | 53 -------------------
 .../docker-xfce/src/scripts/resize-display.sh | 20 +++++++
 libs/docker-xfce/src/xfce-config/helpers.rc   |  2 +
 .../src/xfce-config/xfce4-session.xml         | 51 ++++++++++++++++++
 5 files changed, 103 insertions(+), 60 deletions(-)
 delete mode 100644 libs/docker-xfce/Dockerfile.slim
 create mode 100644 libs/docker-xfce/src/scripts/resize-display.sh
 create mode 100644 libs/docker-xfce/src/xfce-config/helpers.rc
 create mode 100644 libs/docker-xfce/src/xfce-config/xfce4-session.xml

diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
index d854c876..02d48eb2 100644
--- a/libs/docker-xfce/Dockerfile
+++ b/libs/docker-xfce/Dockerfile
@@ -12,7 +12,7 @@ ENV DISPLAY=:1
 ENV VNC_PORT=5901
 ENV NOVNC_PORT=6901
 ENV API_PORT=8000
-ENV VNC_RESOLUTION=1920x1080
+ENV VNC_RESOLUTION=1024x768
 ENV VNC_COL_DEPTH=24
 
 # Create user
@@ -47,7 +47,6 @@ RUN apt-get update && apt-get install -y \
     socat \
     xclip \
     # Browser
-    firefox \
     wget \
     software-properties-common \
     # Build tools
@@ -66,16 +65,31 @@ RUN apt-get update && apt-get install -y \
 # Remove power manager to avoid popup in container
 RUN apt-get remove -y xfce4-power-manager xfce4-power-manager-data || true
 
+# Install Firefox from Mozilla PPA (snap-free) - inline to avoid script issues
+RUN apt-get update && \
+    add-apt-repository -y ppa:mozillateam/ppa && \
+    echo 'Package: *\nPin: release o=LP-PPA-mozillateam\nPin-Priority: 1001' > /etc/apt/preferences.d/mozilla-firefox && \
+    apt-get update && \
+    apt-get install -y firefox && \
+    echo 'pref("datareporting.policy.firstRunURL", "");\npref("datareporting.policy.dataSubmissionEnabled", false);\npref("datareporting.healthreport.service.enabled", false);\npref("datareporting.healthreport.uploadEnabled", false);\npref("trailhead.firstrun.branches", "nofirstrun-empty");\npref("browser.aboutwelcome.enabled", false);' > /usr/lib/firefox/browser/defaults/preferences/firefox.js && \
+    update-alternatives --install /usr/bin/x-www-browser x-www-browser /usr/bin/firefox 100 && \
+    update-alternatives --install /usr/bin/gnome-www-browser gnome-www-browser /usr/bin/firefox 100 && \
+    rm -rf /var/lib/apt/lists/*
+
 # Install noVNC
 RUN git clone https://github.com/novnc/noVNC.git /opt/noVNC && \
     git clone https://github.com/novnc/websockify /opt/noVNC/utils/websockify && \
     ln -s /opt/noVNC/vnc.html /opt/noVNC/index.html
 
+# Pre-create cache directory with correct ownership before pip install
+RUN mkdir -p /home/cua/.cache && \
+    chown -R cua:cua /home/cua/.cache
+
 # Install computer-server
 RUN pip3 install cua-computer-server
 
-# Firefox installation removed to speed up build
-# Can be added back later if needed
+# Fix any cache files created by pip
+RUN chown -R cua:cua /home/cua/.cache
 
 # Copy startup scripts
 COPY src/supervisor/ /etc/supervisor/conf.d/
@@ -94,10 +108,19 @@ RUN mkdir -p $HOME/.vnc && \
     chmod 600 $HOME/.vnc/passwd
 
 # Configure XFCE for first start
-RUN mkdir -p $HOME/.config/xfce4/xfconf/xfce-perchannel-xml
+RUN mkdir -p $HOME/.config/xfce4/xfconf/xfce-perchannel-xml $HOME/.config/xfce4 $HOME/.config/autostart
 
-# Create storage and shared directories
-RUN mkdir -p $HOME/storage $HOME/shared
+# Copy XFCE config to disable browser launching and welcome screens
+COPY --chown=cua:cua src/xfce-config/helpers.rc $HOME/.config/xfce4/helpers.rc
+COPY --chown=cua:cua src/xfce-config/xfce4-session.xml $HOME/.config/xfce4/xfconf/xfce-perchannel-xml/xfce4-session.xml
+
+# Disable panel plugins that might try to open browsers
+RUN echo "[Desktop Entry]\nHidden=true" > $HOME/.config/autostart/xfce4-tips-autostart.desktop && \
+    chown -R cua:cua $HOME/.config
+
+# Create storage and shared directories, and Firefox cache directory
+RUN mkdir -p $HOME/storage $HOME/shared $HOME/.cache/dconf $HOME/.mozilla/firefox && \
+    chown -R cua:cua $HOME/storage $HOME/shared $HOME/.cache $HOME/.mozilla $HOME/.vnc
 
 USER root
 
diff --git a/libs/docker-xfce/Dockerfile.slim b/libs/docker-xfce/Dockerfile.slim
deleted file mode 100644
index 51c2233d..00000000
--- a/libs/docker-xfce/Dockerfile.slim
+++ /dev/null
@@ -1,53 +0,0 @@
-# CUA Docker XFCE Container - Slim Version
-# Uses existing VNC base to reduce build time
-
-FROM dorowu/ubuntu-desktop-lxde-vnc:focal
-
-# Switch to root
-USER root
-
-# Set environment variables
-ENV HOME=/home/cua
-ENV DISPLAY=:1
-ENV API_PORT=8000
-
-# Create cua user
-RUN useradd -m -s /bin/bash -G sudo cua && \
-    echo "cua:password" | chpasswd && \
-    echo "cua ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers
-
-# Install Python 3.11 and computer-server dependencies
-RUN apt-get update && apt-get install -y \
-    software-properties-common \
-    gnome-screenshot \
-    wmctrl \
-    ffmpeg \
-    socat \
-    xclip \
-    && add-apt-repository ppa:deadsnakes/ppa \
-    && apt-get update \
-    && apt-get install -y python3.11 python3-pip \
-    && rm -rf /var/lib/apt/lists/*
-
-# Install computer-server
-RUN pip3 install cua-computer-server
-
-# Copy startup scripts
-COPY src/scripts/start-computer-server.sh /usr/local/bin/
-RUN chmod +x /usr/local/bin/start-computer-server.sh
-
-# Create storage directories
-RUN mkdir -p /home/cua/storage /home/cua/shared && \
-    chown -R cua:cua /home/cua
-
-# Expose ports (VNC on 6080, computer-server on 8000)
-EXPOSE 6080 8000
-
-# Create startup wrapper
-RUN echo '#!/bin/bash\n\
-/startup.sh &\n\
-sleep 5\n\
-su - cua -c "/usr/local/bin/start-computer-server.sh"' > /entrypoint.sh && \
-    chmod +x /entrypoint.sh
-
-CMD ["/entrypoint.sh"]
diff --git a/libs/docker-xfce/src/scripts/resize-display.sh b/libs/docker-xfce/src/scripts/resize-display.sh
new file mode 100644
index 00000000..ea663dce
--- /dev/null
+++ b/libs/docker-xfce/src/scripts/resize-display.sh
@@ -0,0 +1,20 @@
+#!/bin/bash
+# Dynamic display resolution script
+# Can be called to change the VNC display resolution
+
+RESOLUTION=${1:-1920x1080}
+
+# Wait for display to be ready
+for i in {1..10}; do
+    if DISPLAY=:1 xdpyinfo >/dev/null 2>&1; then
+        break
+    fi
+    sleep 1
+done
+
+# Change resolution using xrandr
+DISPLAY=:1 xrandr --output VNC-0 --mode "$RESOLUTION" 2>/dev/null || \
+DISPLAY=:1 xrandr --fb "$RESOLUTION" 2>/dev/null || \
+echo "Failed to set resolution to $RESOLUTION"
+
+echo "Display resolution set to: $RESOLUTION"
diff --git a/libs/docker-xfce/src/xfce-config/helpers.rc b/libs/docker-xfce/src/xfce-config/helpers.rc
new file mode 100644
index 00000000..8fd42f69
--- /dev/null
+++ b/libs/docker-xfce/src/xfce-config/helpers.rc
@@ -0,0 +1,2 @@
+# XFCE preferred applications - disable browser to prevent error popups
+WebBrowser=
diff --git a/libs/docker-xfce/src/xfce-config/xfce4-session.xml b/libs/docker-xfce/src/xfce-config/xfce4-session.xml
new file mode 100644
index 00000000..d7b834d9
--- /dev/null
+++ b/libs/docker-xfce/src/xfce-config/xfce4-session.xml
@@ -0,0 +1,51 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<channel name="xfce4-session" version="1.0">
+  <property name="general" type="empty">
+    <property name="FailsafeSessionName" type="string" value="Failsafe"/>
+    <property name="SessionName" type="string" value="Default"/>
+    <property name="SaveOnExit" type="bool" value="false"/>
+  </property>
+  <property name="sessions" type="empty">
+    <property name="Failsafe" type="empty">
+      <property name="IsFailsafe" type="bool" value="true"/>
+      <property name="Count" type="int" value="5"/>
+      <property name="Client0_Command" type="array">
+        <value type="string" value="xfwm4"/>
+      </property>
+      <property name="Client0_Priority" type="int" value="15"/>
+      <property name="Client0_PerScreen" type="bool" value="false"/>
+      <property name="Client1_Command" type="array">
+        <value type="string" value="xfce4-panel"/>
+      </property>
+      <property name="Client1_Priority" type="int" value="25"/>
+      <property name="Client1_PerScreen" type="bool" value="false"/>
+      <property name="Client2_Command" type="array">
+        <value type="string" value="xfdesktop"/>
+      </property>
+      <property name="Client2_Priority" type="int" value="35"/>
+      <property name="Client2_PerScreen" type="bool" value="false"/>
+      <property name="Client3_Command" type="array">
+        <value type="string" value="xfsettingsd"/>
+      </property>
+      <property name="Client3_Priority" type="int" value="10"/>
+      <property name="Client3_PerScreen" type="bool" value="false"/>
+      <property name="Client4_Command" type="array">
+        <value type="string" value="xfce4-notifyd"/>
+      </property>
+      <property name="Client4_Priority" type="int" value="20"/>
+      <property name="Client4_PerScreen" type="bool" value="false"/>
+    </property>
+  </property>
+  <property name="splash" type="empty">
+    <property name="Engine" type="string" value=""/>
+  </property>
+  <property name="compat" type="empty">
+    <property name="LaunchGNOME" type="bool" value="false"/>
+  </property>
+  <property name="shutdown" type="empty">
+    <property name="ShowSuspend" type="bool" value="false"/>
+    <property name="ShowHibernate" type="bool" value="false"/>
+    <property name="ShowHybridSleep" type="bool" value="false"/>
+    <property name="ShowSwitchUser" type="bool" value="false"/>
+  </property>
+</channel>

From 3053270f74420a97627a8866c3e48b28330b0889 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sat, 11 Oct 2025 11:03:50 -0700
Subject: [PATCH 070/220] Add XFCE provider

---
 libs/docker-xfce/README.md                    | 30 +++++++++++++---
 .../computer/providers/docker/provider.py     | 36 ++++++++++++++-----
 2 files changed, 54 insertions(+), 12 deletions(-)

diff --git a/libs/docker-xfce/README.md b/libs/docker-xfce/README.md
index 489d0042..5d8512c8 100644
--- a/libs/docker-xfce/README.md
+++ b/libs/docker-xfce/README.md
@@ -99,7 +99,7 @@ docker run --rm -it \
 
 ## Using with CUA Docker Provider
 
-This container is designed to work with the CUA Docker provider:
+This container is designed to work with the CUA Docker provider. Simply specify the docker-xfce image:
 
 ```python
 from computer import Computer
@@ -108,8 +108,8 @@ from computer import Computer
 computer = Computer(
     os_type="linux",
     provider_type="docker",
-    image="trycua/cua-docker-xfce:latest",
-    display="1920x1080",
+    image="trycua/cua-docker-xfce:latest",  # Use docker-xfce instead of Kasm
+    display="1024x768",
     memory="4GB",
     cpu="2"
 )
@@ -128,11 +128,33 @@ async with computer:
     print(result.stdout)
 ```
 
+### Switching between Kasm and docker-xfce
+
+The Docker provider automatically detects which image you're using:
+
+```python
+# Use Kasm-based container (default for Linux)
+computer_kasm = Computer(
+    os_type="linux",
+    provider_type="docker",
+    image="trycua/cua-ubuntu:latest",  # Kasm image
+)
+
+# Use docker-xfce container (vanilla XFCE)
+computer_xfce = Computer(
+    os_type="linux",
+    provider_type="docker",
+    image="trycua/cua-docker-xfce:latest",  # docker-xfce image
+)
+```
+
+Both provide the same API and functionality - the provider automatically configures the correct paths and settings based on the image.
+
 ## Environment Variables
 
 | Variable | Default | Description |
 |----------|---------|-------------|
-| `VNC_RESOLUTION` | `1920x1080` | Screen resolution |
+| `VNC_RESOLUTION` | `1024x768` | Screen resolution |
 | `VNC_COL_DEPTH` | `24` | Color depth |
 | `VNC_PORT` | `5901` | VNC server port |
 | `NOVNC_PORT` | `6901` | noVNC web interface port |
diff --git a/libs/python/computer/computer/providers/docker/provider.py b/libs/python/computer/computer/providers/docker/provider.py
index 82ad411c..487edc28 100644
--- a/libs/python/computer/computer/providers/docker/provider.py
+++ b/libs/python/computer/computer/providers/docker/provider.py
@@ -36,7 +36,7 @@ class DockerProvider(BaseVMProvider):
     """
     
     def __init__(
-        self, 
+        self,
         port: Optional[int] = 8000,
         host: str = "localhost",
         storage: Optional[str] = None,
@@ -47,13 +47,16 @@ class DockerProvider(BaseVMProvider):
         vnc_port: Optional[int] = 6901,
     ):
         """Initialize the Docker VM Provider.
-        
+
         Args:
             port: Currently unused (VM provider port)
             host: Hostname for the API server (default: localhost)
             storage: Path for persistent VM storage
             shared_path: Path for shared folder between host and container
             image: Docker image to use (default: "trycua/cua-ubuntu:latest")
+                   Supported images:
+                   - "trycua/cua-ubuntu:latest" (Kasm-based)
+                   - "trycua/cua-docker-xfce:latest" (vanilla XFCE)
             verbose: Enable verbose logging
             ephemeral: Use ephemeral (temporary) storage
             vnc_port: Port for VNC interface (default: 6901)
@@ -62,19 +65,35 @@ class DockerProvider(BaseVMProvider):
         self.api_port = 8000
         self.vnc_port = vnc_port
         self.ephemeral = ephemeral
-        
+
         # Handle ephemeral storage (temporary directory)
         if ephemeral:
             self.storage = "ephemeral"
         else:
             self.storage = storage
-            
+
         self.shared_path = shared_path
         self.image = image
         self.verbose = verbose
         self._container_id = None
         self._running_containers = {}  # Track running containers by name
+
+        # Detect image type and configure user directory accordingly
+        self._detect_image_config()
         
+    def _detect_image_config(self):
+        """Detect image type and configure paths accordingly."""
+        # Detect if this is a docker-xfce image or Kasm image
+        if "docker-xfce" in self.image.lower() or "xfce" in self.image.lower():
+            self._home_dir = "/home/cua"
+            self._image_type = "docker-xfce"
+            logger.info(f"Detected docker-xfce image: using {self._home_dir}")
+        else:
+            # Default to Kasm configuration
+            self._home_dir = "/home/kasm-user"
+            self._image_type = "kasm"
+            logger.info(f"Detected Kasm image: using {self._home_dir}")
+
     @property
     def provider_type(self) -> VMProviderType:
         """Return the provider type."""
@@ -277,12 +296,13 @@ class DockerProvider(BaseVMProvider):
             # Add volume mounts if storage is specified
             storage_path = storage or self.storage
             if storage_path and storage_path != "ephemeral":
-                # Mount storage directory
-                cmd.extend(["-v", f"{storage_path}:/home/kasm-user/storage"])
-            
+                # Mount storage directory using detected home directory
+                cmd.extend(["-v", f"{storage_path}:{self._home_dir}/storage"])
+
             # Add shared path if specified
             if self.shared_path:
-                cmd.extend(["-v", f"{self.shared_path}:/home/kasm-user/shared"])
+                # Mount shared directory using detected home directory
+                cmd.extend(["-v", f"{self.shared_path}:{self._home_dir}/shared"])
             
             # Add environment variables
             cmd.extend(["-e", "VNC_PW=password"])  # Set VNC password

From 7b286f77c6e1cf842df96ddd7b0a64fda8f10ff5 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sat, 11 Oct 2025 21:51:00 -0700
Subject: [PATCH 071/220] Set default browser

---
 libs/docker-xfce/Dockerfile                 | 20 ++++++++++----------
 libs/docker-xfce/README.md                  |  7 ++++---
 libs/docker-xfce/src/scripts/start-vnc.sh   |  4 ++--
 libs/docker-xfce/src/xfce-config/helpers.rc |  4 ++--
 4 files changed, 18 insertions(+), 17 deletions(-)

diff --git a/libs/docker-xfce/Dockerfile b/libs/docker-xfce/Dockerfile
index 02d48eb2..f6411919 100644
--- a/libs/docker-xfce/Dockerfile
+++ b/libs/docker-xfce/Dockerfile
@@ -15,13 +15,10 @@ ENV API_PORT=8000
 ENV VNC_RESOLUTION=1024x768
 ENV VNC_COL_DEPTH=24
 
-# Create user
-RUN useradd -m -s /bin/bash -G sudo cua && \
-    echo "cua:password" | chpasswd && \
-    echo "cua ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers
-
-# Install system dependencies
+# Install system dependencies first (including sudo)
 RUN apt-get update && apt-get install -y \
+    # System utilities
+    sudo \
     # Desktop environment
     xfce4 \
     xfce4-terminal \
@@ -65,6 +62,11 @@ RUN apt-get update && apt-get install -y \
 # Remove power manager to avoid popup in container
 RUN apt-get remove -y xfce4-power-manager xfce4-power-manager-data || true
 
+# Create user after sudo is installed
+RUN useradd -m -s /bin/bash -G sudo cua && \
+    echo "cua:password" | chpasswd && \
+    echo "cua ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers
+
 # Install Firefox from Mozilla PPA (snap-free) - inline to avoid script issues
 RUN apt-get update && \
     add-apt-repository -y ppa:mozillateam/ppa && \
@@ -102,10 +104,8 @@ RUN chmod +x /usr/local/bin/*.sh
 USER cua
 WORKDIR /home/cua
 
-# Create VNC password file
-RUN mkdir -p $HOME/.vnc && \
-    echo "password" | vncpasswd -f > $HOME/.vnc/passwd && \
-    chmod 600 $HOME/.vnc/passwd
+# Create VNC directory (no password needed with SecurityTypes None)
+RUN mkdir -p $HOME/.vnc
 
 # Configure XFCE for first start
 RUN mkdir -p $HOME/.config/xfce4/xfconf/xfce-perchannel-xml $HOME/.config/xfce4 $HOME/.config/autostart
diff --git a/libs/docker-xfce/README.md b/libs/docker-xfce/README.md
index 5d8512c8..9ecdff00 100644
--- a/libs/docker-xfce/README.md
+++ b/libs/docker-xfce/README.md
@@ -93,8 +93,8 @@ docker run --rm -it \
 
 ## Accessing the Container
 
-- **noVNC Web Interface**: Open `http://localhost:6901` in your browser
-- **VNC Client**: Connect to `localhost:5901` (password: `password`)
+- **noVNC Web Interface**: Open `http://localhost:6901` in your browser (no password required)
+- **VNC Client**: Connect to `localhost:5901` (no password required)
 - **Computer Server API**: Available at `http://localhost:8000`
 
 ## Using with CUA Docker Provider
@@ -175,8 +175,9 @@ Both provide the same API and functionality - the provider automatically configu
 ## User Credentials
 
 - **Username**: `cua`
-- **Password**: `password`
+- **Password**: `password` (for shell login only)
 - **Sudo access**: Enabled without password
+- **VNC access**: No password required
 
 ## Creating Snapshots
 
diff --git a/libs/docker-xfce/src/scripts/start-vnc.sh b/libs/docker-xfce/src/scripts/start-vnc.sh
index f77afef0..934e6d3c 100644
--- a/libs/docker-xfce/src/scripts/start-vnc.sh
+++ b/libs/docker-xfce/src/scripts/start-vnc.sh
@@ -4,13 +4,13 @@ set -e
 # Clean up any existing VNC lock files
 rm -rf /tmp/.X1-lock /tmp/.X11-unix/X1
 
-# Start VNC server
+# Start VNC server without password authentication
 vncserver :1 \
     -geometry ${VNC_RESOLUTION:-1920x1080} \
     -depth ${VNC_COL_DEPTH:-24} \
     -rfbport ${VNC_PORT:-5901} \
     -localhost no \
-    -SecurityTypes VncAuth \
+    -SecurityTypes None \
     -AlwaysShared \
     -AcceptPointerEvents \
     -AcceptKeyEvents \
diff --git a/libs/docker-xfce/src/xfce-config/helpers.rc b/libs/docker-xfce/src/xfce-config/helpers.rc
index 8fd42f69..b2270633 100644
--- a/libs/docker-xfce/src/xfce-config/helpers.rc
+++ b/libs/docker-xfce/src/xfce-config/helpers.rc
@@ -1,2 +1,2 @@
-# XFCE preferred applications - disable browser to prevent error popups
-WebBrowser=
+# XFCE preferred applications - set Firefox as default browser
+WebBrowser=firefox

From 1a83931587eece82aca0b83b522d39277e689cc2 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sat, 11 Oct 2025 22:14:00 -0700
Subject: [PATCH 072/220] Remove unused

---
 libs/docker-xfce/LICENSE            |  21 ---
 libs/docker-xfce/Makefile           | 127 -----------------
 libs/docker-xfce/QUICKSTART.md      | 166 ----------------------
 libs/docker-xfce/docker-compose.yml |  44 ------
 libs/docker-xfce/example.py         | 213 ----------------------------
 5 files changed, 571 deletions(-)
 delete mode 100644 libs/docker-xfce/LICENSE
 delete mode 100644 libs/docker-xfce/Makefile
 delete mode 100644 libs/docker-xfce/QUICKSTART.md
 delete mode 100644 libs/docker-xfce/docker-compose.yml
 delete mode 100644 libs/docker-xfce/example.py

diff --git a/libs/docker-xfce/LICENSE b/libs/docker-xfce/LICENSE
deleted file mode 100644
index 6899a9db..00000000
--- a/libs/docker-xfce/LICENSE
+++ /dev/null
@@ -1,21 +0,0 @@
-MIT License
-
-Copyright (c) 2025 CUA
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
diff --git a/libs/docker-xfce/Makefile b/libs/docker-xfce/Makefile
deleted file mode 100644
index e3aa2879..00000000
--- a/libs/docker-xfce/Makefile
+++ /dev/null
@@ -1,127 +0,0 @@
-.PHONY: build run stop push clean test logs shell
-
-IMAGE_NAME := trycua/cua-docker-xfce
-TAG := latest
-CONTAINER_NAME := cua-docker-xfce-test
-
-# Build the Docker image
-build:
-	docker build -t $(IMAGE_NAME):$(TAG) .
-
-# Run the container
-run:
-	docker run -d \
-		--name $(CONTAINER_NAME) \
-		--shm-size=512m \
-		-p 5901:5901 \
-		-p 6901:6901 \
-		-p 8000:8000 \
-		$(IMAGE_NAME):$(TAG)
-	@echo "Container started!"
-	@echo "noVNC: http://localhost:6901"
-	@echo "VNC: localhost:5901 (password: password)"
-	@echo "API: http://localhost:8000"
-
-# Run with custom resolution
-run-hd:
-	docker run -d \
-		--name $(CONTAINER_NAME) \
-		--shm-size=512m \
-		-p 5901:5901 \
-		-p 6901:6901 \
-		-p 8000:8000 \
-		-e VNC_RESOLUTION=1280x720 \
-		$(IMAGE_NAME):$(TAG)
-
-# Run with persistent storage
-run-persist:
-	mkdir -p ./storage ./shared
-	docker run -d \
-		--name $(CONTAINER_NAME) \
-		--shm-size=512m \
-		-p 5901:5901 \
-		-p 6901:6901 \
-		-p 8000:8000 \
-		-v $(PWD)/storage:/home/cua/storage \
-		-v $(PWD)/shared:/home/cua/shared \
-		$(IMAGE_NAME):$(TAG)
-
-# Stop and remove the container
-stop:
-	docker stop $(CONTAINER_NAME) || true
-	docker rm $(CONTAINER_NAME) || true
-
-# Push to Docker Hub
-push:
-	docker push $(IMAGE_NAME):$(TAG)
-
-# Clean up everything
-clean: stop
-	docker rmi $(IMAGE_NAME):$(TAG) || true
-	rm -rf ./storage ./shared
-
-# Run tests
-test: build run
-	@echo "Waiting for services to start..."
-	@sleep 10
-	@echo "Testing noVNC..."
-	@curl -f http://localhost:6901 > /dev/null && echo "✓ noVNC is running" || echo "✗ noVNC failed"
-	@echo "Testing API..."
-	@curl -f http://localhost:8000 > /dev/null && echo "✓ API is running" || echo "✗ API failed"
-	@$(MAKE) stop
-
-# View logs
-logs:
-	docker logs -f $(CONTAINER_NAME)
-
-# View supervisor logs
-logs-supervisor:
-	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/supervisord.log
-
-# View individual service logs
-logs-vnc:
-	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/vncserver.log
-
-logs-novnc:
-	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/novnc.log
-
-logs-api:
-	docker exec $(CONTAINER_NAME) tail -f /var/log/supervisor/computer-server.log
-
-# Open a shell in the container
-shell:
-	docker exec -it $(CONTAINER_NAME) /bin/bash
-
-# Check supervisor status
-status:
-	docker exec $(CONTAINER_NAME) supervisorctl status
-
-# Restart services
-restart-services:
-	docker exec $(CONTAINER_NAME) supervisorctl restart all
-
-# Create a snapshot
-snapshot:
-	docker commit $(CONTAINER_NAME) $(IMAGE_NAME):snapshot
-	@echo "Snapshot created: $(IMAGE_NAME):snapshot"
-
-# Build and run
-dev: build run logs
-
-# Help
-help:
-	@echo "Available targets:"
-	@echo "  build         - Build the Docker image"
-	@echo "  run           - Run the container"
-	@echo "  run-hd        - Run with 720p resolution"
-	@echo "  run-persist   - Run with persistent storage"
-	@echo "  stop          - Stop and remove container"
-	@echo "  push          - Push to Docker Hub"
-	@echo "  clean         - Remove image and container"
-	@echo "  test          - Build, run tests, and stop"
-	@echo "  logs          - View container logs"
-	@echo "  logs-*        - View specific service logs"
-	@echo "  shell         - Open shell in container"
-	@echo "  status        - Check supervisor status"
-	@echo "  snapshot      - Create container snapshot"
-	@echo "  dev           - Build, run, and follow logs"
diff --git a/libs/docker-xfce/QUICKSTART.md b/libs/docker-xfce/QUICKSTART.md
deleted file mode 100644
index 9cd8082b..00000000
--- a/libs/docker-xfce/QUICKSTART.md
+++ /dev/null
@@ -1,166 +0,0 @@
-# Quick Start Guide
-
-Get up and running with CUA Docker XFCE in 5 minutes.
-
-## Prerequisites
-
-- Docker installed and running
-- Python 3.11+ (for using with CUA library)
-- `cua-computer` package installed: `pip install cua-computer`
-
-## Quick Start
-
-### Option 1: Using Makefile (Recommended)
-
-```bash
-# Build and run
-make build
-make run
-
-# Check if it's running
-make status
-
-# View logs
-make logs
-```
-
-Access:
-- 🌐 **Web VNC**: http://localhost:6901
-- 🖥️ **VNC Client**: localhost:5901 (password: `password`)
-- 🔌 **API**: http://localhost:8000
-
-### Option 2: Using Docker Compose
-
-```bash
-# Start the container
-docker-compose up -d
-
-# View logs
-docker-compose logs -f
-
-# Stop the container
-docker-compose down
-```
-
-### Option 3: Docker Command
-
-```bash
-docker run -d \
-  --name cua-desktop \
-  --shm-size=512m \
-  -p 5901:5901 \
-  -p 6901:6901 \
-  -p 8000:8000 \
-  trycua/cua-docker-xfce:latest
-```
-
-## Using with Python
-
-```python
-import asyncio
-from computer import Computer
-
-async def main():
-    computer = Computer(
-        os_type="linux",
-        provider_type="docker",
-        image="trycua/cua-docker-xfce:latest"
-    )
-
-    async with computer:
-        # Take a screenshot
-        screenshot = await computer.interface.screenshot()
-
-        # Open terminal
-        await computer.interface.hotkey("ctrl", "alt", "t")
-        await asyncio.sleep(1)
-
-        # Type and execute command
-        await computer.interface.type_text("echo 'Hello!'")
-        await computer.interface.press_key("Return")
-
-asyncio.run(main())
-```
-
-## Common Tasks
-
-### Run with custom resolution
-```bash
-make run-hd  # 1280x720
-# or
-docker run -e VNC_RESOLUTION=1280x720 ...
-```
-
-### Run with persistent storage
-```bash
-make run-persist
-# or
-docker run -v $(pwd)/storage:/home/cua/storage ...
-```
-
-### View specific logs
-```bash
-make logs-vnc       # VNC server logs
-make logs-novnc     # noVNC proxy logs
-make logs-api       # Computer-server logs
-```
-
-### Open shell in container
-```bash
-make shell
-# or
-docker exec -it cua-desktop /bin/bash
-```
-
-### Create a snapshot
-```bash
-make snapshot
-```
-
-## Troubleshooting
-
-### Container won't start
-```bash
-# Check if ports are already in use
-lsof -i :6901
-lsof -i :8000
-
-# View container logs
-docker logs cua-desktop
-```
-
-### Black screen in noVNC
-```bash
-# Restart VNC server
-docker exec cua-desktop supervisorctl restart vncserver
-```
-
-### API not responding
-```bash
-# Check if computer-server is running
-docker exec cua-desktop supervisorctl status computer-server
-
-# Restart computer-server
-docker exec cua-desktop supervisorctl restart computer-server
-```
-
-## Next Steps
-
-- Read the [full README](README.md) for detailed documentation
-- Check out [example.py](example.py) for more usage examples
-- Customize the [Dockerfile](Dockerfile) for your needs
-
-## Clean Up
-
-```bash
-# Using Makefile
-make clean
-
-# Using docker-compose
-docker-compose down -v
-
-# Manual
-docker stop cua-desktop
-docker rm cua-desktop
-docker rmi trycua/cua-docker-xfce:latest
-```
diff --git a/libs/docker-xfce/docker-compose.yml b/libs/docker-xfce/docker-compose.yml
deleted file mode 100644
index bdc1ba2d..00000000
--- a/libs/docker-xfce/docker-compose.yml
+++ /dev/null
@@ -1,44 +0,0 @@
-version: '3.8'
-
-services:
-  cua-desktop:
-    build: .
-    image: trycua/cua-docker-xfce:latest
-    container_name: cua-docker-xfce
-    shm_size: '512m'
-    ports:
-      - "5901:5901"  # VNC
-      - "6901:6901"  # noVNC
-      - "8000:8000"  # Computer API
-    environment:
-      - VNC_RESOLUTION=1920x1080
-      - VNC_COL_DEPTH=24
-      - VNC_PORT=5901
-      - NOVNC_PORT=6901
-      - API_PORT=8000
-    volumes:
-      - ./storage:/home/cua/storage
-      - ./shared:/home/cua/shared
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000"]
-      interval: 30s
-      timeout: 10s
-      retries: 3
-      start_period: 40s
-
-  # Optional: Multiple instances for parallel testing
-  cua-desktop-2:
-    build: .
-    image: trycua/cua-docker-xfce:latest
-    container_name: cua-docker-xfce-2
-    shm_size: '512m'
-    ports:
-      - "5902:5901"
-      - "6902:6901"
-      - "8001:8000"
-    environment:
-      - VNC_RESOLUTION=1280x720
-    restart: unless-stopped
-    profiles:
-      - multi
diff --git a/libs/docker-xfce/example.py b/libs/docker-xfce/example.py
deleted file mode 100644
index 6c42bbc2..00000000
--- a/libs/docker-xfce/example.py
+++ /dev/null
@@ -1,213 +0,0 @@
-#!/usr/bin/env python3
-"""
-Example script demonstrating how to use the CUA Docker XFCE container
-with the Computer library.
-"""
-
-import asyncio
-from computer import Computer
-
-
-async def basic_example():
-    """Basic example: Take a screenshot and click around"""
-    print("=== Basic Example ===")
-
-    computer = Computer(
-        os_type="linux",
-        provider_type="docker",
-        image="trycua/cua-docker-xfce:latest",
-        display="1920x1080",
-        memory="4GB",
-        cpu="2",
-        port=8000,
-        noVNC_port=6901
-    )
-
-    async with computer:
-        print("Computer is ready!")
-        print(f"noVNC available at: http://localhost:6901")
-
-        # Get screen info
-        screen = await computer.interface.get_screen_size()
-        print(f"Screen size: {screen['width']}x{screen['height']}")
-
-        # Take a screenshot
-        screenshot = await computer.interface.screenshot()
-        with open("screenshot.png", "wb") as f:
-            f.write(screenshot)
-        print("Screenshot saved to screenshot.png")
-
-        # Click and type
-        await computer.interface.left_click(100, 100)
-        await computer.interface.type_text("Hello from CUA!")
-
-        print("Done!")
-
-
-async def file_operations_example():
-    """Example: File system operations"""
-    print("\n=== File Operations Example ===")
-
-    computer = Computer(
-        os_type="linux",
-        provider_type="docker",
-        image="trycua/cua-docker-xfce:latest"
-    )
-
-    async with computer:
-        # Create a file
-        await computer.interface.write_text(
-            "/home/cua/test.txt",
-            "Hello from CUA!"
-        )
-        print("Created test.txt")
-
-        # Read it back
-        content = await computer.interface.read_text("/home/cua/test.txt")
-        print(f"File content: {content}")
-
-        # List directory
-        files = await computer.interface.list_dir("/home/cua")
-        print(f"Files in home directory: {files}")
-
-
-async def command_execution_example():
-    """Example: Running shell commands"""
-    print("\n=== Command Execution Example ===")
-
-    computer = Computer(
-        os_type="linux",
-        provider_type="docker",
-        image="trycua/cua-docker-xfce:latest"
-    )
-
-    async with computer:
-        # Run a command
-        result = await computer.interface.run_command("uname -a")
-        print(f"System info:\n{result.stdout}")
-
-        # Check Firefox is installed
-        result = await computer.interface.run_command("which firefox")
-        print(f"Firefox location: {result.stdout.strip()}")
-
-        # Get Python version
-        result = await computer.interface.run_command("python3 --version")
-        print(f"Python version: {result.stdout.strip()}")
-
-
-async def browser_automation_example():
-    """Example: Opening Firefox and navigating"""
-    print("\n=== Browser Automation Example ===")
-
-    computer = Computer(
-        os_type="linux",
-        provider_type="docker",
-        image="trycua/cua-docker-xfce:latest"
-    )
-
-    async with computer:
-        # Open Firefox
-        await computer.interface.run_command("firefox https://example.com &")
-        print("Firefox opened")
-
-        # Wait for it to load
-        await asyncio.sleep(5)
-
-        # Take a screenshot
-        screenshot = await computer.interface.screenshot()
-        with open("browser_screenshot.png", "wb") as f:
-            f.write(screenshot)
-        print("Browser screenshot saved")
-
-
-async def persistent_storage_example():
-    """Example: Using persistent storage"""
-    print("\n=== Persistent Storage Example ===")
-
-    computer = Computer(
-        os_type="linux",
-        provider_type="docker",
-        image="trycua/cua-docker-xfce:latest",
-        shared_directories=["./storage"]
-    )
-
-    async with computer:
-        # Write to persistent storage
-        await computer.interface.write_text(
-            "/home/cua/storage/persistent.txt",
-            "This file persists across container restarts!"
-        )
-        print("Written to persistent storage")
-
-        # Read it back
-        content = await computer.interface.read_text(
-            "/home/cua/storage/persistent.txt"
-        )
-        print(f"Content: {content}")
-
-
-async def multi_action_example():
-    """Example: Complex interaction sequence"""
-    print("\n=== Multi-Action Example ===")
-
-    computer = Computer(
-        os_type="linux",
-        provider_type="docker",
-        image="trycua/cua-docker-xfce:latest"
-    )
-
-    async with computer:
-        # Open terminal
-        await computer.interface.hotkey("ctrl", "alt", "t")
-        await asyncio.sleep(2)
-
-        # Type a command
-        await computer.interface.type_text("echo 'Hello from CUA!'")
-        await computer.interface.press_key("Return")
-        await asyncio.sleep(1)
-
-        # Take screenshot
-        screenshot = await computer.interface.screenshot()
-        with open("terminal_screenshot.png", "wb") as f:
-            f.write(screenshot)
-        print("Terminal screenshot saved")
-
-
-async def main():
-    """Run all examples"""
-    examples = [
-        ("Basic", basic_example),
-        ("File Operations", file_operations_example),
-        ("Command Execution", command_execution_example),
-        ("Browser Automation", browser_automation_example),
-        ("Persistent Storage", persistent_storage_example),
-        ("Multi-Action", multi_action_example),
-    ]
-
-    print("Available examples:")
-    for i, (name, _) in enumerate(examples, 1):
-        print(f"{i}. {name}")
-    print(f"{len(examples) + 1}. Run all")
-
-    choice = input("\nSelect an example (1-7): ").strip()
-
-    try:
-        if choice == str(len(examples) + 1):
-            # Run all examples
-            for name, func in examples:
-                try:
-                    await func()
-                except Exception as e:
-                    print(f"Error in {name}: {e}")
-        else:
-            idx = int(choice) - 1
-            if 0 <= idx < len(examples):
-                await examples[idx][1]()
-            else:
-                print("Invalid choice")
-    except ValueError:
-        print("Invalid input")
-
-
-if __name__ == "__main__":
-    asyncio.run(main())

From ea5c4a1cdcdd17fce096752badc8643fa58840f2 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sun, 12 Oct 2025 14:35:20 -0700
Subject: [PATCH 073/220] Add xfce gh action, simplify folder name

---
 .github/workflows/docker-publish-kasm.yml     | 144 ++--------------
 .github/workflows/docker-publish-xfce.yml     |  29 ++++
 .github/workflows/docker-reusable-publish.yml | 155 ++++++++++++++++++
 libs/{docker-xfce => xfce}/.dockerignore      |   0
 libs/{docker-xfce => xfce}/.gitignore         |   0
 libs/{docker-xfce => xfce}/Dockerfile         |   0
 libs/{docker-xfce => xfce}/README.md          |   0
 .../src/scripts/resize-display.sh             |   0
 .../src/scripts/start-computer-server.sh      |   0
 .../src/scripts/start-novnc.sh                |   0
 .../src/scripts/start-vnc.sh                  |   0
 .../src/scripts/xstartup.sh                   |   0
 .../src/supervisor/supervisord.conf           |   0
 .../src/xfce-config/helpers.rc                |   0
 .../src/xfce-config/xfce4-session.xml         |   0
 15 files changed, 196 insertions(+), 132 deletions(-)
 create mode 100644 .github/workflows/docker-publish-xfce.yml
 create mode 100644 .github/workflows/docker-reusable-publish.yml
 rename libs/{docker-xfce => xfce}/.dockerignore (100%)
 rename libs/{docker-xfce => xfce}/.gitignore (100%)
 rename libs/{docker-xfce => xfce}/Dockerfile (100%)
 rename libs/{docker-xfce => xfce}/README.md (100%)
 rename libs/{docker-xfce => xfce}/src/scripts/resize-display.sh (100%)
 rename libs/{docker-xfce => xfce}/src/scripts/start-computer-server.sh (100%)
 rename libs/{docker-xfce => xfce}/src/scripts/start-novnc.sh (100%)
 rename libs/{docker-xfce => xfce}/src/scripts/start-vnc.sh (100%)
 rename libs/{docker-xfce => xfce}/src/scripts/xstartup.sh (100%)
 rename libs/{docker-xfce => xfce}/src/supervisor/supervisord.conf (100%)
 rename libs/{docker-xfce => xfce}/src/xfce-config/helpers.rc (100%)
 rename libs/{docker-xfce => xfce}/src/xfce-config/xfce4-session.xml (100%)

diff --git a/.github/workflows/docker-publish-kasm.yml b/.github/workflows/docker-publish-kasm.yml
index 882d6869..d97dbf6f 100644
--- a/.github/workflows/docker-publish-kasm.yml
+++ b/.github/workflows/docker-publish-kasm.yml
@@ -9,141 +9,21 @@ on:
     paths:
       - "libs/kasm/**"
       - ".github/workflows/docker-publish-kasm.yml"
+      - ".github/workflows/docker-reusable-publish.yml"
   pull_request:
     paths:
       - "libs/kasm/**"
       - ".github/workflows/docker-publish-kasm.yml"
-
-
-env:
-  IMAGE_NAME: cua-ubuntu
-  DOCKER_HUB_ORG: trycua
+      - ".github/workflows/docker-reusable-publish.yml"
 
 jobs:
-  build-and-push:
-    runs-on: ubuntu-latest
-    strategy:
-      fail-fast: false
-      matrix:
-        platform:
-          - linux/amd64
-          - linux/arm64
-          # todo unsupported base image
-          # - windows/amd64
-          # - darwin/amd64
-          # - darwin/arm64
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-
-      - name: Prepare platform tag
-        id: platform
-        run: |
-          # Convert platform (e.g., linux/amd64) to a valid tag suffix (e.g., linux-amd64)
-          PLATFORM_TAG=$(echo "${{ matrix.platform }}" | sed 's/\//-/g')
-          echo "tag=${PLATFORM_TAG}" >> $GITHUB_OUTPUT
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: Log in to Docker Hub
-        uses: docker/login-action@v3
-        with:
-          username: trycua
-          password: ${{ secrets.DOCKER_HUB_TOKEN }}
-
-      - name: Extract metadata (PR)
-        if: github.event_name == 'pull_request'
-        id: meta-pr
-        uses: docker/metadata-action@v5
-        with:
-          images: ${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}
-          tags: |
-            type=raw,value=${{ github.sha }}
-
-      - name: Extract metadata (main branch)
-        if: github.event_name != 'pull_request' && github.ref == 'refs/heads/main'
-        id: meta-main
-        uses: docker/metadata-action@v5
-        with:
-          images: ${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}
-          tags: |
-            type=raw,value=latest
-
-      - name: Extract metadata (semantic version tag)
-        if: startsWith(github.ref, 'refs/tags/docker-kasm-v')
-        id: meta-semver
-        uses: docker/metadata-action@v5
-        with:
-          images: ${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}
-          tags: |
-            type=semver,pattern={{version}},prefix=docker-kasm-v
-            type=semver,pattern={{major}}.{{minor}},prefix=docker-kasm-v
-            type=semver,pattern={{major}},prefix=docker-kasm-v
-            type=raw,value=latest
-
-      - name: Build and push Docker image (PR)
-        if: github.event_name == 'pull_request'
-        uses: docker/build-push-action@v5
-        with:
-          context: ./libs/kasm
-          file: ./libs/kasm/Dockerfile
-          push: true
-          tags: ${{ steps.meta-pr.outputs.tags }}
-          labels: ${{ steps.meta-pr.outputs.labels }}
-          platforms: ${{ matrix.platform }}
-          cache-from: |
-            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }}
-            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:latest
-          cache-to: type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
-
-      - name: Build and push Docker image (main branch)
-        if: github.event_name != 'pull_request' && github.ref == 'refs/heads/main'
-        uses: docker/build-push-action@v5
-        with:
-          context: ./libs/kasm
-          file: ./libs/kasm/Dockerfile
-          push: true
-          tags: ${{ steps.meta-main.outputs.tags }}
-          labels: ${{ steps.meta-main.outputs.labels }}
-          platforms: ${{ matrix.platform }}
-          cache-from: |
-            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }}
-            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:latest
-          cache-to: type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
-
-      - name: Build and push Docker image (semantic version tag)
-        if: startsWith(github.ref, 'refs/tags/docker-kasm-v')
-        uses: docker/build-push-action@v5
-        with:
-          context: ./libs/kasm
-          file: ./libs/kasm/Dockerfile
-          push: true
-          tags: ${{ steps.meta-semver.outputs.tags }}
-          labels: ${{ steps.meta-semver.outputs.labels }}
-          platforms: ${{ matrix.platform }}
-          cache-from: |
-            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }}
-            type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:latest
-          cache-to: type=registry,ref=${{ env.DOCKER_HUB_ORG }}/${{ env.IMAGE_NAME }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
-
-      - name: Image digest
-        if: github.event_name == 'pull_request' || github.ref == 'refs/heads/main' || startsWith(github.ref, 'refs/tags/docker-kasm-v')
-        run: |
-          if [ "${{ github.event_name }}" == "pull_request" ]; then
-            echo "Image pushed with digest ${{ steps.meta-pr.outputs.digest }}"
-          elif [[ "${{ github.ref }}" == refs/tags/docker-kasm-v* ]]; then
-            echo "Image pushed with digest ${{ steps.meta-semver.outputs.digest }}"
-          else
-            echo "Image pushed with digest ${{ steps.meta-main.outputs.digest }}"
-          fi
-
-      - name: print image tags
-        run: |
-          if [ "${{ github.event_name }}" == "pull_request" ]; then
-            echo "Image tags: ${{ steps.meta-pr.outputs.tags }}"
-          elif [[ "${{ github.ref }}" == refs/tags/docker-kasm-v* ]]; then
-            echo "Image tags: ${{ steps.meta-semver.outputs.tags }}"
-          else
-            echo "Image tags: ${{ steps.meta-main.outputs.tags }}"
-          fi
+  publish:
+    uses: ./.github/workflows/docker-reusable-publish.yml
+    with:
+      image_name: cua-ubuntu
+      context_dir: libs/kasm
+      dockerfile_path: Dockerfile
+      tag_prefix: docker-kasm-v
+      docker_hub_org: trycua
+    secrets:
+      DOCKER_HUB_TOKEN: ${{ secrets.DOCKER_HUB_TOKEN }}
diff --git a/.github/workflows/docker-publish-xfce.yml b/.github/workflows/docker-publish-xfce.yml
new file mode 100644
index 00000000..fa64849e
--- /dev/null
+++ b/.github/workflows/docker-publish-xfce.yml
@@ -0,0 +1,29 @@
+name: Build and Publish CUA XFCE Container
+
+on:
+  push:
+    branches:
+      - main
+    tags:
+      - "docker-xfce-v*.*.*"
+    paths:
+      - "libs/xfce/**"
+      - ".github/workflows/docker-publish-xfce.yml"
+      - ".github/workflows/docker-reusable-publish.yml"
+  pull_request:
+    paths:
+      - "libs/xfce/**"
+      - ".github/workflows/docker-publish-xfce.yml"
+      - ".github/workflows/docker-reusable-publish.yml"
+
+jobs:
+  publish:
+    uses: ./.github/workflows/docker-reusable-publish.yml
+    with:
+      image_name: cua-xfce
+      context_dir: libs/xfce
+      dockerfile_path: Dockerfile
+      tag_prefix: docker-xfce-v
+      docker_hub_org: trycua
+    secrets:
+      DOCKER_HUB_TOKEN: ${{ secrets.DOCKER_HUB_TOKEN }}
diff --git a/.github/workflows/docker-reusable-publish.yml b/.github/workflows/docker-reusable-publish.yml
new file mode 100644
index 00000000..3472883f
--- /dev/null
+++ b/.github/workflows/docker-reusable-publish.yml
@@ -0,0 +1,155 @@
+name: Reusable Docker Publish Workflow
+
+on:
+  workflow_call:
+    inputs:
+      image_name:
+        description: "Name of the Docker image (e.g. cua-ubuntu, cua-xfce)"
+        required: true
+        type: string
+      context_dir:
+        description: "Directory containing the Dockerfile relative to workspace root (e.g. libs/kasm, libs/xfce)"
+        required: true
+        type: string
+      dockerfile_path:
+        description: "Path to Dockerfile relative to context_dir (e.g. Dockerfile)"
+        required: false
+        type: string
+        default: "Dockerfile"
+      tag_prefix:
+        description: "Prefix for semantic version tags (e.g. docker-kasm-v, docker-xfce-v)"
+        required: true
+        type: string
+      docker_hub_org:
+        description: "Docker Hub organization name"
+        required: false
+        type: string
+        default: "trycua"
+    secrets:
+      DOCKER_HUB_TOKEN:
+        required: true
+
+jobs:
+  build-and-push:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        platform:
+          - linux/amd64
+          - linux/arm64
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Prepare platform tag
+        id: platform
+        run: |
+          # Convert platform (e.g., linux/amd64) to a valid tag suffix (e.g., linux-amd64)
+          PLATFORM_TAG=$(echo "${{ matrix.platform }}" | sed 's/\//-/g')
+          echo "tag=${PLATFORM_TAG}" >> $GITHUB_OUTPUT
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ inputs.docker_hub_org }}
+          password: ${{ secrets.DOCKER_HUB_TOKEN }}
+
+      - name: Extract metadata (PR)
+        if: github.event_name == 'pull_request'
+        id: meta-pr
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ inputs.docker_hub_org }}/${{ inputs.image_name }}
+          tags: |
+            type=raw,value=${{ github.sha }}
+
+      - name: Extract metadata (main branch)
+        if: github.event_name != 'pull_request' && github.ref == 'refs/heads/main'
+        id: meta-main
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ inputs.docker_hub_org }}/${{ inputs.image_name }}
+          tags: |
+            type=raw,value=latest
+
+      - name: Extract metadata (semantic version tag)
+        if: startsWith(github.ref, format('refs/tags/{0}', inputs.tag_prefix))
+        id: meta-semver
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ inputs.docker_hub_org }}/${{ inputs.image_name }}
+          tags: |
+            type=semver,pattern={{version}},prefix=${{ inputs.tag_prefix }}
+            type=semver,pattern={{major}}.{{minor}},prefix=${{ inputs.tag_prefix }}
+            type=semver,pattern={{major}},prefix=${{ inputs.tag_prefix }}
+            type=raw,value=latest
+
+      - name: Build and push Docker image (PR)
+        if: github.event_name == 'pull_request'
+        uses: docker/build-push-action@v5
+        with:
+          context: ./${{ inputs.context_dir }}
+          file: ./${{ inputs.context_dir }}/${{ inputs.dockerfile_path }}
+          push: true
+          tags: ${{ steps.meta-pr.outputs.tags }}
+          labels: ${{ steps.meta-pr.outputs.labels }}
+          platforms: ${{ matrix.platform }}
+          cache-from: |
+            type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:buildcache-${{ steps.platform.outputs.tag }}
+            type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:latest
+          cache-to: type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
+
+      - name: Build and push Docker image (main branch)
+        if: github.event_name != 'pull_request' && github.ref == 'refs/heads/main'
+        uses: docker/build-push-action@v5
+        with:
+          context: ./${{ inputs.context_dir }}
+          file: ./${{ inputs.context_dir }}/${{ inputs.dockerfile_path }}
+          push: true
+          tags: ${{ steps.meta-main.outputs.tags }}
+          labels: ${{ steps.meta-main.outputs.labels }}
+          platforms: ${{ matrix.platform }}
+          cache-from: |
+            type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:buildcache-${{ steps.platform.outputs.tag }}
+            type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:latest
+          cache-to: type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
+
+      - name: Build and push Docker image (semantic version tag)
+        if: startsWith(github.ref, format('refs/tags/{0}', inputs.tag_prefix))
+        uses: docker/build-push-action@v5
+        with:
+          context: ./${{ inputs.context_dir }}
+          file: ./${{ inputs.context_dir }}/${{ inputs.dockerfile_path }}
+          push: true
+          tags: ${{ steps.meta-semver.outputs.tags }}
+          labels: ${{ steps.meta-semver.outputs.labels }}
+          platforms: ${{ matrix.platform }}
+          cache-from: |
+            type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:buildcache-${{ steps.platform.outputs.tag }}
+            type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:latest
+          cache-to: type=registry,ref=${{ inputs.docker_hub_org }}/${{ inputs.image_name }}:buildcache-${{ steps.platform.outputs.tag }},mode=max
+
+      - name: Image digest
+        if: github.event_name == 'pull_request' || github.ref == 'refs/heads/main' || startsWith(github.ref, format('refs/tags/{0}', inputs.tag_prefix))
+        run: |
+          if [ "${{ github.event_name }}" == "pull_request" ]; then
+            echo "Image pushed with digest ${{ steps.meta-pr.outputs.digest }}"
+          elif [[ "${{ github.ref }}" == refs/tags/${{ inputs.tag_prefix }}* ]]; then
+            echo "Image pushed with digest ${{ steps.meta-semver.outputs.digest }}"
+          else
+            echo "Image pushed with digest ${{ steps.meta-main.outputs.digest }}"
+          fi
+
+      - name: print image tags
+        run: |
+          if [ "${{ github.event_name }}" == "pull_request" ]; then
+            echo "Image tags: ${{ steps.meta-pr.outputs.tags }}"
+          elif [[ "${{ github.ref }}" == refs/tags/${{ inputs.tag_prefix }}* ]]; then
+            echo "Image tags: ${{ steps.meta-semver.outputs.tags }}"
+          else
+            echo "Image tags: ${{ steps.meta-main.outputs.tags }}"
+          fi
diff --git a/libs/docker-xfce/.dockerignore b/libs/xfce/.dockerignore
similarity index 100%
rename from libs/docker-xfce/.dockerignore
rename to libs/xfce/.dockerignore
diff --git a/libs/docker-xfce/.gitignore b/libs/xfce/.gitignore
similarity index 100%
rename from libs/docker-xfce/.gitignore
rename to libs/xfce/.gitignore
diff --git a/libs/docker-xfce/Dockerfile b/libs/xfce/Dockerfile
similarity index 100%
rename from libs/docker-xfce/Dockerfile
rename to libs/xfce/Dockerfile
diff --git a/libs/docker-xfce/README.md b/libs/xfce/README.md
similarity index 100%
rename from libs/docker-xfce/README.md
rename to libs/xfce/README.md
diff --git a/libs/docker-xfce/src/scripts/resize-display.sh b/libs/xfce/src/scripts/resize-display.sh
similarity index 100%
rename from libs/docker-xfce/src/scripts/resize-display.sh
rename to libs/xfce/src/scripts/resize-display.sh
diff --git a/libs/docker-xfce/src/scripts/start-computer-server.sh b/libs/xfce/src/scripts/start-computer-server.sh
similarity index 100%
rename from libs/docker-xfce/src/scripts/start-computer-server.sh
rename to libs/xfce/src/scripts/start-computer-server.sh
diff --git a/libs/docker-xfce/src/scripts/start-novnc.sh b/libs/xfce/src/scripts/start-novnc.sh
similarity index 100%
rename from libs/docker-xfce/src/scripts/start-novnc.sh
rename to libs/xfce/src/scripts/start-novnc.sh
diff --git a/libs/docker-xfce/src/scripts/start-vnc.sh b/libs/xfce/src/scripts/start-vnc.sh
similarity index 100%
rename from libs/docker-xfce/src/scripts/start-vnc.sh
rename to libs/xfce/src/scripts/start-vnc.sh
diff --git a/libs/docker-xfce/src/scripts/xstartup.sh b/libs/xfce/src/scripts/xstartup.sh
similarity index 100%
rename from libs/docker-xfce/src/scripts/xstartup.sh
rename to libs/xfce/src/scripts/xstartup.sh
diff --git a/libs/docker-xfce/src/supervisor/supervisord.conf b/libs/xfce/src/supervisor/supervisord.conf
similarity index 100%
rename from libs/docker-xfce/src/supervisor/supervisord.conf
rename to libs/xfce/src/supervisor/supervisord.conf
diff --git a/libs/docker-xfce/src/xfce-config/helpers.rc b/libs/xfce/src/xfce-config/helpers.rc
similarity index 100%
rename from libs/docker-xfce/src/xfce-config/helpers.rc
rename to libs/xfce/src/xfce-config/helpers.rc
diff --git a/libs/docker-xfce/src/xfce-config/xfce4-session.xml b/libs/xfce/src/xfce-config/xfce4-session.xml
similarity index 100%
rename from libs/docker-xfce/src/xfce-config/xfce4-session.xml
rename to libs/xfce/src/xfce-config/xfce4-session.xml

From bf57eee78b3202f2a87bec32347dea52eae6f49a Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sun, 12 Oct 2025 15:13:08 -0700
Subject: [PATCH 074/220] Bump 0.4.8

---
 libs/python/computer/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/computer/pyproject.toml b/libs/python/computer/pyproject.toml
index 4a9b41bb..3cf06f41 100644
--- a/libs/python/computer/pyproject.toml
+++ b/libs/python/computer/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer"
-version = "0.4.0"
+version = "0.4.8"
 description = "Computer-Use Interface (CUI) framework powering Cua"
 readme = "README.md"
 authors = [

From cd8aacdf8dd87e4e3f3702e487a901d3bbdbd858 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sun, 12 Oct 2025 18:56:57 -0700
Subject: [PATCH 075/220] Fix XFCE Password Prompts and Lock Screen Issues

---
 libs/xfce/Dockerfile                          | 20 ++++++++++++++-----
 .../src/xfce-config/xfce4-power-manager.xml   | 19 ++++++++++++++++++
 libs/xfce/src/xfce-config/xfce4-session.xml   |  4 ++++
 3 files changed, 38 insertions(+), 5 deletions(-)
 create mode 100644 libs/xfce/src/xfce-config/xfce4-power-manager.xml

diff --git a/libs/xfce/Dockerfile b/libs/xfce/Dockerfile
index f6411919..d44bdb95 100644
--- a/libs/xfce/Dockerfile
+++ b/libs/xfce/Dockerfile
@@ -22,7 +22,6 @@ RUN apt-get update && apt-get install -y \
     # Desktop environment
     xfce4 \
     xfce4-terminal \
-    xfce4-goodies \
     dbus-x11 \
     # VNC server
     tigervnc-standalone-server \
@@ -59,12 +58,19 @@ RUN apt-get update && apt-get install -y \
     zlib1g-dev \
     && rm -rf /var/lib/apt/lists/*
 
-# Remove power manager to avoid popup in container
-RUN apt-get remove -y xfce4-power-manager xfce4-power-manager-data || true
+# Remove screensavers and power manager to avoid popups and lock screens
+RUN apt-get remove -y \
+    xfce4-power-manager \
+    xfce4-power-manager-data \
+    xfce4-power-manager-plugins \
+    xfce4-screensaver \
+    light-locker \
+    xscreensaver \
+    xscreensaver-data || true
 
 # Create user after sudo is installed
 RUN useradd -m -s /bin/bash -G sudo cua && \
-    echo "cua:password" | chpasswd && \
+    echo "cua:cua" | chpasswd && \
     echo "cua ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers
 
 # Install Firefox from Mozilla PPA (snap-free) - inline to avoid script issues
@@ -113,9 +119,13 @@ RUN mkdir -p $HOME/.config/xfce4/xfconf/xfce-perchannel-xml $HOME/.config/xfce4
 # Copy XFCE config to disable browser launching and welcome screens
 COPY --chown=cua:cua src/xfce-config/helpers.rc $HOME/.config/xfce4/helpers.rc
 COPY --chown=cua:cua src/xfce-config/xfce4-session.xml $HOME/.config/xfce4/xfconf/xfce-perchannel-xml/xfce4-session.xml
+COPY --chown=cua:cua src/xfce-config/xfce4-power-manager.xml $HOME/.config/xfce4/xfconf/xfce-perchannel-xml/xfce4-power-manager.xml
 
-# Disable panel plugins that might try to open browsers
+# Disable autostart for screensaver, lock screen, and power manager
 RUN echo "[Desktop Entry]\nHidden=true" > $HOME/.config/autostart/xfce4-tips-autostart.desktop && \
+    echo "[Desktop Entry]\nHidden=true" > $HOME/.config/autostart/xfce4-screensaver.desktop && \
+    echo "[Desktop Entry]\nHidden=true" > $HOME/.config/autostart/light-locker.desktop && \
+    echo "[Desktop Entry]\nHidden=true" > $HOME/.config/autostart/xfce4-power-manager.desktop && \
     chown -R cua:cua $HOME/.config
 
 # Create storage and shared directories, and Firefox cache directory
diff --git a/libs/xfce/src/xfce-config/xfce4-power-manager.xml b/libs/xfce/src/xfce-config/xfce4-power-manager.xml
new file mode 100644
index 00000000..56447c1e
--- /dev/null
+++ b/libs/xfce/src/xfce-config/xfce4-power-manager.xml
@@ -0,0 +1,19 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<channel name="xfce4-power-manager" version="1.0">
+  <property name="xfce4-power-manager" type="empty">
+    <property name="dpms-enabled" type="bool" value="false"/>
+    <property name="dpms-on-ac-sleep" type="uint" value="0"/>
+    <property name="dpms-on-ac-off" type="uint" value="0"/>
+    <property name="dpms-on-battery-sleep" type="uint" value="0"/>
+    <property name="dpms-on-battery-off" type="uint" value="0"/>
+    <property name="blank-on-ac" type="int" value="0"/>
+    <property name="blank-on-battery" type="int" value="0"/>
+    <property name="lock-screen-suspend-hibernate" type="bool" value="false"/>
+    <property name="logind-handle-lid-switch" type="bool" value="false"/>
+    <property name="brightness-on-ac" type="uint" value="9"/>
+    <property name="brightness-on-battery" type="uint" value="9"/>
+    <property name="inactivity-on-ac" type="uint" value="0"/>
+    <property name="inactivity-on-battery" type="uint" value="0"/>
+    <property name="inactivity-sleep-mode-on-battery" type="uint" value="1"/>
+  </property>
+</channel>
diff --git a/libs/xfce/src/xfce-config/xfce4-session.xml b/libs/xfce/src/xfce-config/xfce4-session.xml
index d7b834d9..5af36711 100644
--- a/libs/xfce/src/xfce-config/xfce4-session.xml
+++ b/libs/xfce/src/xfce-config/xfce4-session.xml
@@ -48,4 +48,8 @@
     <property name="ShowHybridSleep" type="bool" value="false"/>
     <property name="ShowSwitchUser" type="bool" value="false"/>
   </property>
+  <property name="screensaver" type="empty">
+    <property name="enabled" type="bool" value="false"/>
+    <property name="lock-enabled" type="bool" value="false"/>
+  </property>
 </channel>

From 5fd6c937e88c7f058cafd7a5265332db9fa6ed43 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sun, 12 Oct 2025 21:56:08 -0700
Subject: [PATCH 076/220] Cleanup docs

---
 docs/content/docs/agent-sdk/agent-loops.mdx  |   4 +-
 docs/content/docs/computer-sdk/computers.mdx | 158 ++++++++++++-------
 docs/content/docs/quickstart-cli.mdx         |  54 ++++---
 3 files changed, 132 insertions(+), 84 deletions(-)

diff --git a/docs/content/docs/agent-sdk/agent-loops.mdx b/docs/content/docs/agent-sdk/agent-loops.mdx
index 6cd8daef..67fa966d 100644
--- a/docs/content/docs/agent-sdk/agent-loops.mdx
+++ b/docs/content/docs/agent-sdk/agent-loops.mdx
@@ -23,8 +23,8 @@ async def take_screenshot():
     async with Computer(
         os_type="linux",
         provider_type="cloud",
-        name="m-linux-h3sj2qbz2a",
-        api_key=""
+        name="your-container-name",
+        api_key="your-api-key"
     ) as computer:
 
         agent = ComputerAgent(
diff --git a/docs/content/docs/computer-sdk/computers.mdx b/docs/content/docs/computer-sdk/computers.mdx
index 2a653f46..fe9155ce 100644
--- a/docs/content/docs/computer-sdk/computers.mdx
+++ b/docs/content/docs/computer-sdk/computers.mdx
@@ -9,9 +9,11 @@ Before we can automate apps using AI, we need to first connect to a Computer Ser
 
 Cua Computers are preconfigured virtual machines running the Computer Server. They can be either macOS, Linux, or Windows. They're found in either a cloud-native container, or on your host desktop.
 
-## Cua Cloud Sandbox
+## Cloud Sandbox
 
-This is a Cloud Sandbox running the Computer Server. This is the easiest & safest way to get a cua computer, and can be done by going on the trycua.com website.
+**Easiest & safest way to get started - works on any host OS**
+
+This is a Cloud Sandbox running the Computer Server. Get a container at [trycua.com](https://www.trycua.com/).
 
 <Tabs items={['Python', 'TypeScript']}>
   <Tab value="Python">
@@ -45,16 +47,48 @@ This is a Cloud Sandbox running the Computer Server. This is the easiest & safes
   </Tab>
 </Tabs>
 
-## Cua Local Sandbox
+## Linux on Docker
 
-Cua provides local sandboxes using different providers depending on your host operating system:
+**Run Linux desktop locally on macOS, Windows, or Linux hosts**
 
-<Tabs items={['KASM on Docker (macOS, Windows, Linux)', 'Windows Sandbox (Windows Only)', 'macOS VM (with Lume CLI)']}>
-  <Tab value="KASM on Docker (macOS, Windows, Linux)">
+Cua provides two Docker images for running Linux desktops:
+
+<Tabs items={['XFCE (Lightweight)', 'KASM (Full-Featured)']}>
+  <Tab value="XFCE (Lightweight)">
+
+    **Recommended for most use cases** - lightweight XFCE desktop with Firefox
 
     1. Install Docker Desktop or Docker Engine
 
-    2. Build or pull the CUA Ubuntu sandbox
+    2. Pull the CUA XFCE image
+
+    ```bash
+    docker pull --platform=linux/amd64 trycua/cua-xfce:latest
+    ```
+
+    3. Connect with Computer
+
+    ```python
+    from computer import Computer
+
+    computer = Computer(
+        os_type="linux",
+        provider_type="docker",
+        image="trycua/cua-xfce:latest",
+        name="my-xfce-container"
+    )
+
+    await computer.run() # Launch & connect to Docker sandbox
+    ```
+
+  </Tab>
+  <Tab value="KASM (Full-Featured)">
+
+    **Full-featured Ubuntu desktop** with additional applications
+
+    1. Install Docker Desktop or Docker Engine
+
+    2. Build or pull the CUA KASM image
 
     ```bash
     # Option 1: Pull from Docker Hub
@@ -74,68 +108,70 @@ Cua provides local sandboxes using different providers depending on your host op
         os_type="linux",
         provider_type="docker",
         image="trycua/cua-ubuntu:latest",
-        name="my-cua-container"
+        name="my-kasm-container"
     )
 
     await computer.run() # Launch & connect to Docker sandbox
     ```
 
   </Tab>
-  <Tab value="Windows Sandbox (Windows Only)">
-
-    1. Enable Windows Sandbox (requires Windows 10 Pro/Enterprise or Windows 11)
-    2. Install pywinsandbox dependency
-
-    ```bash
-    pip install -U git+git://github.com/karkason/pywinsandbox.git
-    ```
-
-    3. Windows Sandbox will be automatically configured when you run the CLI
-
-    ```python
-    from computer import Computer
-
-    computer = Computer(
-        os_type="windows",
-        provider_type="winsandbox",
-        ephemeral=True # Windows Sandbox is always ephemeral
-    )
-
-    await computer.run() # Launch & connect to Windows Sandbox
-    ```
-
-  </Tab>
-  <Tab value="macOS VM (with Lume CLI)">
-
-    1. Install lume cli
-
-    ```bash
-    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
-    ```
-
-    2. Start a local cua sandbox
-
-    ```bash
-    lume run macos-sequoia-cua:latest
-    ```
-
-    3. Connect with Computer
-
-    ```python
-    from computer import Computer
-
-    computer = Computer(
-        os_type="macos",
-        provider_type="lume",
-        name="macos-sequoia-cua:latest"
-    )
-
-    await computer.run() # Launch & connect to the sandbox
-    ```
-
-  </Tab>
 </Tabs>
 
+## Windows Sandbox
+
+**Windows hosts only - requires Windows 10 Pro/Enterprise or Windows 11**
+
+1. Enable Windows Sandbox
+2. Install pywinsandbox dependency
+
+```bash
+pip install -U git+git://github.com/karkason/pywinsandbox.git
+```
+
+3. Connect with Computer
+
+```python
+from computer import Computer
+
+computer = Computer(
+    os_type="windows",
+    provider_type="winsandbox",
+    ephemeral=True # Windows Sandbox is always ephemeral
+)
+
+await computer.run() # Launch & connect to Windows Sandbox
+```
+
+## macOS VM
+
+**macOS hosts only - requires Lume CLI**
+
+1. Install lume cli
+
+```bash
+/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
+```
+
+2. Start a local cua macOS VM
+
+```bash
+lume run macos-sequoia-cua:latest
+```
+
+3. Connect with Computer
+
+```python
+from computer import Computer
+
+computer = Computer(
+    os_type="macos",
+    provider_type="lume",
+    name="macos-sequoia-cua:latest"
+)
+
+await computer.run() # Launch & connect to the sandbox
+```
+
 ## Your host desktop
 
 You can also have agents control your desktop directly by running Computer Server without any containerization layer. Beware that AI models may perform risky actions.
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index a22907ce..88d5e893 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -23,39 +23,45 @@ cua combines Computer (interface) + Agent (AI) for automating desktop apps. The
 
 ## Set Up Your Computer Environment
 
-Choose how you want to run your cua computer. **Cloud containers are recommended** for the easiest setup:
+Choose how you want to run your cua computer. **Cloud Sandbox is recommended** for the easiest setup:
+
+<Tabs items={['☁️ Cloud Sandbox (Recommended)', 'Linux on Docker', 'Windows Sandbox', 'macOS VM']}>
+  <Tab value="☁️ Cloud Sandbox (Recommended)">
+
+    **Easiest & safest way to get started - works on any host OS**
 
-<Tabs items={['☁️ Cloud (Recommended)', 'Lume (macOS Only)', 'Windows Sandbox (Windows Only)', 'Docker (Cross-Platform)']}>
-  <Tab value="☁️ Cloud (Recommended)">
-    
-    **Easiest & safest way to get started**
-    
     1. Go to [trycua.com/signin](https://www.trycua.com/signin)
     2. Navigate to **Dashboard > Containers > Create Instance**
     3. Create a **Medium, Ubuntu 22** container
     4. Note your container name and API key
-    
+
     Your cloud container will be automatically configured and ready to use.
 
   </Tab>
-  <Tab value="Lume (macOS Only)">
-    
-    1. Install lume cli
+  <Tab value="Linux on Docker">
+
+    **Run Linux desktop locally on macOS, Windows, or Linux hosts**
+
+    1. Install Docker Desktop or Docker Engine
+
+    2. Pull the CUA XFCE container (lightweight desktop)
 
     ```bash
-    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
+    docker pull --platform=linux/amd64 trycua/cua-xfce:latest
     ```
 
-    2. Start a local cua container
+    Or use KASM for a full-featured desktop:
 
     ```bash
-    lume run macos-sequoia-cua:latest
+    docker pull --platform=linux/amd64 trycua/cua-ubuntu:latest
     ```
 
   </Tab>
-  <Tab value="Windows Sandbox (Windows Only)">
-    
-    1. Enable Windows Sandbox (requires Windows 10 Pro/Enterprise or Windows 11)
+  <Tab value="Windows Sandbox">
+
+    **Windows hosts only - requires Windows 10 Pro/Enterprise or Windows 11**
+
+    1. Enable Windows Sandbox
     2. Install pywinsandbox dependency
 
     ```bash
@@ -65,14 +71,20 @@ Choose how you want to run your cua computer. **Cloud containers are recommended
     3. Windows Sandbox will be automatically configured when you run the CLI
 
   </Tab>
-  <Tab value="Docker (Cross-Platform)">
-    
-    1. Install Docker Desktop or Docker Engine
+  <Tab value="macOS VM">
 
-    2. Pull the CUA Ubuntu container
+    **macOS hosts only - requires Lume CLI**
+
+    1. Install lume cli
 
     ```bash
-    docker pull --platform=linux/amd64 trycua/cua-ubuntu:latest
+    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
+    ```
+
+    2. Start a local cua macOS VM
+
+    ```bash
+    lume run macos-sequoia-cua:latest
     ```
 
   </Tab>

From 192151112e28ecfbbca3d9ade3cfac2332282c79 Mon Sep 17 00:00:00 2001
From: f-trycua <f@trycua.com>
Date: Sun, 12 Oct 2025 21:59:49 -0700
Subject: [PATCH 077/220] Rename to sandbox

---
 README.md                                    | 2 +-
 docs/content/docs/agent-sdk/agent-loops.mdx  | 2 +-
 docs/content/docs/computer-sdk/computers.mdx | 4 ++--
 docs/content/docs/quickstart-cli.mdx         | 2 +-
 docs/content/docs/quickstart-devs.mdx        | 4 ++--
 5 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index df8ab727..5f32c316 100644
--- a/README.md
+++ b/README.md
@@ -153,7 +153,7 @@ from computer import Computer
 async with Computer(
     os_type="linux",
     provider_type="cloud",
-    name="your-container-name",
+    name="your-sandbox-name",
     api_key="your-api-key"
 ) as computer:
     # Take screenshot
diff --git a/docs/content/docs/agent-sdk/agent-loops.mdx b/docs/content/docs/agent-sdk/agent-loops.mdx
index 67fa966d..db1d8455 100644
--- a/docs/content/docs/agent-sdk/agent-loops.mdx
+++ b/docs/content/docs/agent-sdk/agent-loops.mdx
@@ -23,7 +23,7 @@ async def take_screenshot():
     async with Computer(
         os_type="linux",
         provider_type="cloud",
-        name="your-container-name",
+        name="your-sandbox-name",
         api_key="your-api-key"
     ) as computer:
 
diff --git a/docs/content/docs/computer-sdk/computers.mdx b/docs/content/docs/computer-sdk/computers.mdx
index fe9155ce..1c3558da 100644
--- a/docs/content/docs/computer-sdk/computers.mdx
+++ b/docs/content/docs/computer-sdk/computers.mdx
@@ -23,7 +23,7 @@ This is a Cloud Sandbox running the Computer Server. Get a container at [trycua.
     computer = Computer(
         os_type="linux",
         provider_type="cloud",
-        name="your-container-name",
+        name="your-sandbox-name",
         api_key="your-api-key"
     )
 
@@ -37,7 +37,7 @@ This is a Cloud Sandbox running the Computer Server. Get a container at [trycua.
 
     const computer = new Computer({
       osType: OSType.LINUX,
-      name: "your-container-name",
+      name: "your-sandbox-name",
       apiKey: "your-api-key"
     });
 
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index 88d5e893..7bf53773 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -312,7 +312,7 @@ python -m agent.cli omniparser+ollama_chat/llama3.2:latest
 
 If you haven't set up environment variables, the CLI will guide you through the setup:
 
-1. **Container Name**: Enter your cua container name (or get one at [trycua.com](https://www.trycua.com/))
+1. **Sandbox Name**: Enter your cua sandbox name (or get one at [trycua.com](https://www.trycua.com/))
 2. **CUA API Key**: Enter your cua API key
 3. **Provider API Key**: Enter your AI provider API key (OpenAI, Anthropic, etc.)
 
diff --git a/docs/content/docs/quickstart-devs.mdx b/docs/content/docs/quickstart-devs.mdx
index 5b7b28a3..8a9adea7 100644
--- a/docs/content/docs/quickstart-devs.mdx
+++ b/docs/content/docs/quickstart-devs.mdx
@@ -103,7 +103,7 @@ Connect to your Cua computer and perform basic interactions, such as taking scre
         computer = Computer(
             os_type="linux",
             provider_type="cloud",
-            name="your-container-name",
+            name="your-sandbox-name",
             api_key="your-api-key"
         )
         await computer.run() # Connect to the sandbox
@@ -189,7 +189,7 @@ Connect to your Cua computer and perform basic interactions, such as taking scre
 
         const computer = new Computer({
           osType: OSType.LINUX,
-          name: "your-container-name",
+          name: "your-sandbox-name",
           apiKey: "your-api-key"
         });
         await computer.run(); // Connect to the sandbox

From cbd54fd9d637e7dbc8cb2db3ac274f9d3d6b6820 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 14 Oct 2025 11:29:23 -0400
Subject: [PATCH 078/220] added cloud vm management to docs

---
 .../docs/computer-sdk/cloud-vm-management.mdx | 240 ++++++++++++++++++
 docs/content/docs/computer-sdk/meta.json      |   1 +
 2 files changed, 241 insertions(+)
 create mode 100644 docs/content/docs/computer-sdk/cloud-vm-management.mdx

diff --git a/docs/content/docs/computer-sdk/cloud-vm-management.mdx b/docs/content/docs/computer-sdk/cloud-vm-management.mdx
new file mode 100644
index 00000000..a48984ff
--- /dev/null
+++ b/docs/content/docs/computer-sdk/cloud-vm-management.mdx
@@ -0,0 +1,240 @@
+---
+title: Cloud VM Management
+description: Manage your Cua Cloud sandboxes (VMs) via Python SDK or HTTP API
+---
+
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
+
+Use these concise examples to manage your cloud sandboxes. Pick either the Python SDK or plain HTTP (curl) for each action.
+
+> You need a CUA Database API key. Set it as an environment variable `CUA_API_KEY`.
+
+## Status values
+- `pending` – VM deployment in progress
+- `running` – VM is active and accessible
+- `stopped` – VM is stopped but not terminated
+- `terminated` – VM has been permanently destroyed
+- `failed` – VM deployment or operation failed
+
+---
+
+## List VMs
+
+<Tabs items={["Python", "curl"]}>
+  <Tab value="Python">
+
+  ```python
+  import os
+  import asyncio
+  from computer.providers.cloud.provider import CloudProvider
+
+  async def main():
+      api_key = os.getenv("CUA_API_KEY") or "your-api-key"
+      # Optional: point to a different API base
+      # os.environ["CUA_API_BASE"] = "https://api.cua.ai"
+
+      provider = CloudProvider(api_key=api_key, verbose=False)
+      async with provider:
+          vms = await provider.list_vms()
+          for vm in vms:
+              print({
+                  "name": vm["name"],
+                  "status": vm["status"],
+                  "api_url": vm.get("api_url"),
+                  "vnc_url": vm.get("vnc_url"),
+              })
+
+  if __name__ == "__main__":
+      asyncio.run(main())
+  ```
+
+  </Tab>
+  <Tab value="curl">
+
+  ```bash
+  curl -H "Authorization: Bearer $CUA_API_KEY" \
+       "https://api.cua.ai/v1/vms"
+  ```
+
+  Example response:
+  ```json
+  [
+    {
+      "name": "s-windows-x4snp46ebf",
+      "status": "running"
+    }
+  ]
+  ```
+
+  </Tab>
+</Tabs>
+
+---
+
+## Start a VM
+Provide the VM name you want to start.
+
+<Tabs items={["Python", "curl"]}>
+  <Tab value="Python">
+
+  ```python
+  import os
+  import asyncio
+  from computer.providers.cloud.provider import CloudProvider
+
+  async def main():
+      api_key = os.getenv("CUA_API_KEY") or "your-api-key"
+      name = "my-vm-name"  # e.g., "m-linux-96lcxd2c2k"
+
+      provider = CloudProvider(api_key=api_key)
+      async with provider:
+          resp = await provider.run_vm(name)
+          print(resp)  # { "name": name, "status": "starting" }
+
+  if __name__ == "__main__":
+      asyncio.run(main())
+  ```
+
+  </Tab>
+  <Tab value="curl">
+
+  ```bash
+  curl -X POST \
+       -H "Authorization: Bearer $CUA_API_KEY" \
+       "https://api.cua.ai/v1/vms/my-vm-name/start" -i
+  ```
+
+  Example response headers (no body):
+  ```text
+  HTTP/1.1 204 No Content
+  ```
+
+  </Tab>
+</Tabs>
+
+---
+
+## Stop a VM
+Stops the VM asynchronously.
+
+<Tabs items={["Python", "curl"]}>
+  <Tab value="Python">
+
+  ```python
+  import os
+  import asyncio
+  from computer.providers.cloud.provider import CloudProvider
+
+  async def main():
+      api_key = os.getenv("CUA_API_KEY") or "your-api-key"
+      name = "my-vm-name"
+
+      provider = CloudProvider(api_key=api_key)
+      async with provider:
+          resp = await provider.stop_vm(name)
+          print(resp)  # { "name": name, "status": "stopping" }
+
+  if __name__ == "__main__":
+      asyncio.run(main())
+  ```
+
+  </Tab>
+  <Tab value="curl">
+
+  ```bash
+  curl -X POST \
+       -H "Authorization: Bearer $CUA_API_KEY" \
+       "https://api.cua.ai/v1/vms/my-vm-name/stop"
+  ```
+
+  Example response:
+  ```json
+  { "status": "stopping" }
+  ```
+
+  </Tab>
+</Tabs>
+
+---
+
+## Restart a VM
+Restarts the VM asynchronously.
+
+<Tabs items={["Python", "curl"]}>
+  <Tab value="Python">
+
+  ```python
+  import os
+  import asyncio
+  from computer.providers.cloud.provider import CloudProvider
+
+  async def main():
+      api_key = os.getenv("CUA_API_KEY") or "your-api-key"
+      name = "my-vm-name"
+
+      provider = CloudProvider(api_key=api_key)
+      async with provider:
+          resp = await provider.restart_vm(name)
+          print(resp)  # { "name": name, "status": "restarting" }
+
+  if __name__ == "__main__":
+      asyncio.run(main())
+  ```
+
+  </Tab>
+  <Tab value="curl">
+
+  ```bash
+  curl -X POST \
+       -H "Authorization: Bearer $CUA_API_KEY" \
+       "https://api.cua.ai/v1/vms/my-vm-name/restart"
+  ```
+
+  Example response:
+  ```json
+  { "status": "restarting" }
+  ```
+
+  </Tab>
+</Tabs>
+
+---
+
+## Query a VM by name
+Query the computer-server running on the VM. Useful for checking details like status or OS type.
+
+<Tabs items={["Python", "curl"]}>
+  <Tab value="Python">
+
+  ```python
+  import os
+  import asyncio
+  from computer.providers.cloud.provider import CloudProvider
+
+  async def main():
+      api_key = os.getenv("CUA_API_KEY") or "your-api-key"
+      name = "my-vm-name"
+
+      provider = CloudProvider(api_key=api_key)
+      async with provider:
+          info = await provider.get_vm(name)
+          print(info)
+
+  if __name__ == "__main__":
+      asyncio.run(main())
+  ```
+
+  </Tab>
+  <Tab value="curl">
+
+  ```bash
+  curl "https://my-vm-name.containers.cloud.cua.ai:8443/status"
+  ```
+
+  Example response:
+  ```json
+  { "status": "ok", "os_type": "linux", "features": ["agent"] }
+  ```
+
+  </Tab>
+</Tabs>
diff --git a/docs/content/docs/computer-sdk/meta.json b/docs/content/docs/computer-sdk/meta.json
index 92e14612..f09c6057 100644
--- a/docs/content/docs/computer-sdk/meta.json
+++ b/docs/content/docs/computer-sdk/meta.json
@@ -3,6 +3,7 @@
 	"description": "Build computer-using agents with the Computer SDK",
 	"pages": [
         "computers",
+        "cloud-vm-management",
         "commands",
         "computer-ui",
         "sandboxed-python"

From 86a339d1cd5a992e51ce144d573d7f1e36e68944 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 14 Oct 2025 11:30:40 -0400
Subject: [PATCH 079/220] add restart_vm to all providers

---
 examples/cloud_api_examples.py                   | 16 ++++++++--------
 .../computer/providers/docker/provider.py        |  3 +++
 .../computer/computer/providers/lume/provider.py |  3 +++
 .../computer/providers/lumier/provider.py        |  3 +++
 .../computer/providers/winsandbox/provider.py    |  3 +++
 5 files changed, 20 insertions(+), 8 deletions(-)

diff --git a/examples/cloud_api_examples.py b/examples/cloud_api_examples.py
index 4fc71770..88b1ea66 100644
--- a/examples/cloud_api_examples.py
+++ b/examples/cloud_api_examples.py
@@ -57,14 +57,14 @@ async def main() -> None:
         # )
 
         # # To probe a VM's status via its public hostname (if you know the name):
-        name = "m-linux-96lcxd2c2k"
-        info = await provider.get_vm(name)
-        print("get_vm info:\n", 
-            f"name: {info['name']}\n",
-            f"status: {info['status']}\n", # running
-            f"api_url: {info.get('api_url')}\n",
-            f"os_type: {info.get('os_type')}\n",
-        )
+        # name = "m-linux-96lcxd2c2k"
+        # info = await provider.get_vm(name)
+        # print("get_vm info:\n", 
+        #     f"name: {info['name']}\n",
+        #     f"status: {info['status']}\n", # running
+        #     f"api_url: {info.get('api_url')}\n",
+        #     f"os_type: {info.get('os_type')}\n",
+        # )
 
 if __name__ == "__main__":
     asyncio.run(main())
diff --git a/libs/python/computer/computer/providers/docker/provider.py b/libs/python/computer/computer/providers/docker/provider.py
index 82ad411c..481bffaa 100644
--- a/libs/python/computer/computer/providers/docker/provider.py
+++ b/libs/python/computer/computer/providers/docker/provider.py
@@ -405,6 +405,9 @@ class DockerProvider(BaseVMProvider):
                 "provider": "docker"
             }
     
+    async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
+        raise NotImplementedError("DockerProvider does not support restarting VMs.")
+
     async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
         """Update VM configuration.
         
diff --git a/libs/python/computer/computer/providers/lume/provider.py b/libs/python/computer/computer/providers/lume/provider.py
index 5816e53e..d651d2eb 100644
--- a/libs/python/computer/computer/providers/lume/provider.py
+++ b/libs/python/computer/computer/providers/lume/provider.py
@@ -486,6 +486,9 @@ class LumeProvider(BaseVMProvider):
         """Update VM configuration."""
         return self._lume_api_update(name, update_opts, debug=self.verbose)
         
+    async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
+        raise NotImplementedError("LumeProvider does not support restarting VMs.")
+        
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.
         
diff --git a/libs/python/computer/computer/providers/lumier/provider.py b/libs/python/computer/computer/providers/lumier/provider.py
index 67f348be..9b3e8c4d 100644
--- a/libs/python/computer/computer/providers/lumier/provider.py
+++ b/libs/python/computer/computer/providers/lumier/provider.py
@@ -836,6 +836,9 @@ class LumierProvider(BaseVMProvider):
                 logger.error(error_msg)
                 return error_msg
     
+    async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
+        raise NotImplementedError("LumierProvider does not support restarting VMs.")
+
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.
         
diff --git a/libs/python/computer/computer/providers/winsandbox/provider.py b/libs/python/computer/computer/providers/winsandbox/provider.py
index e072d900..1c9aec3c 100644
--- a/libs/python/computer/computer/providers/winsandbox/provider.py
+++ b/libs/python/computer/computer/providers/winsandbox/provider.py
@@ -390,6 +390,9 @@ class WinSandboxProvider(BaseVMProvider):
             "error": "Windows Sandbox does not support runtime configuration updates. "
                     "Please stop and restart the sandbox with new configuration."
         }
+
+    async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
+        raise NotImplementedError("WinSandboxProvider does not support restarting VMs.")
         
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.

From 8a10405b71664ccb8316778001d8ca2e079c6d9d Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 14 Oct 2025 11:34:08 -0400
Subject: [PATCH 080/220] add gemini to readme, docs

---
 README.md                                            |  3 ++-
 .../supported-agents/computer-use-agents.mdx         | 12 ++++++++++++
 2 files changed, 14 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 5f32c316..a73a9816 100644
--- a/README.md
+++ b/README.md
@@ -42,7 +42,8 @@ With the Agent SDK, you can:
 | `anthropic/claude-sonnet-4-5-20250929` | `huggingface-local/xlangai/OpenCUA-{7B,32B}` | any all-in-one CUA |
 | `openai/computer-use-preview` | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}` | any VLM (using liteLLM, requires `tools` parameter) |
 | `openrouter/z-ai/glm-4.5v` | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}` | any LLM (using liteLLM, requires `moondream3+` prefix ) |
-| `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}` | any all-in-one CUA | |
+| `gemini-2.5-computer-use-preview-10-2025` | any-all-in-one CUA | |
+| `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}` | | |
 | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B` | |
 | `moondream3+{ui planning}` (supports text-only models) | |
 | `omniparser+{ui planning}` | | |
diff --git a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
index 3283a01c..cd8209d9 100644
--- a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
+++ b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
@@ -9,6 +9,18 @@ All agent loops are compatible with any LLM provider supported by LiteLLM.
 
 See [Running Models Locally](../local-models) for how to use Hugging Face and MLX models on your own machine.
 
+## Gemini CUA
+
+Gemini models with computer-use capabilities:
+
+- Gemini 2.5 CUA: `gemini-2.5-computer-use-preview-10-2025`
+
+```python
+agent = ComputerAgent("gemini-2.5-computer-use-preview-10-2025", tools=[computer])
+async for _ in agent.run("Open Firefox and navigate to github.com"):
+    pass
+```
+
 ## Anthropic CUAs
 
 Claude models with computer-use capabilities:

From d8edc3bb515575b12bae39f91cd016af5440b1a0 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 14 Oct 2025 11:36:41 -0400
Subject: [PATCH 081/220] Add multiplatform build docs, fix incorrect image
 name

---
 docs/content/docs/computer-sdk/computers.mdx |  4 ++--
 docs/content/docs/quickstart-cli.mdx         |  2 +-
 libs/kasm/README.md                          | 23 +++++++++-----------
 libs/xfce/README.md                          | 17 +++++++++------
 4 files changed, 23 insertions(+), 23 deletions(-)

diff --git a/docs/content/docs/computer-sdk/computers.mdx b/docs/content/docs/computer-sdk/computers.mdx
index 1c3558da..f2dce7ab 100644
--- a/docs/content/docs/computer-sdk/computers.mdx
+++ b/docs/content/docs/computer-sdk/computers.mdx
@@ -63,7 +63,7 @@ Cua provides two Docker images for running Linux desktops:
     2. Pull the CUA XFCE image
 
     ```bash
-    docker pull --platform=linux/amd64 trycua/cua-xfce:latest
+    docker pull --platform=linux/amd64 trycua/cua-docker-xfce:latest
     ```
 
     3. Connect with Computer
@@ -74,7 +74,7 @@ Cua provides two Docker images for running Linux desktops:
     computer = Computer(
         os_type="linux",
         provider_type="docker",
-        image="trycua/cua-xfce:latest",
+        image="trycua/cua-docker-xfce:latest",
         name="my-xfce-container"
     )
 
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index 7bf53773..c8d4eafe 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -47,7 +47,7 @@ Choose how you want to run your cua computer. **Cloud Sandbox is recommended** f
     2. Pull the CUA XFCE container (lightweight desktop)
 
     ```bash
-    docker pull --platform=linux/amd64 trycua/cua-xfce:latest
+    docker pull --platform=linux/amd64 trycua/cua-docker-xfce:latest
     ```
 
     Or use KASM for a full-featured desktop:
diff --git a/libs/kasm/README.md b/libs/kasm/README.md
index 2a383535..884f7ed7 100644
--- a/libs/kasm/README.md
+++ b/libs/kasm/README.md
@@ -13,23 +13,20 @@ Containerized virtual desktop for Computer-Using Agents (CUA). Utilizes Kasm's M
 
 ## Usage
 
-### Building the Container
+### Build and Push (multi-arch)
+
+Use Docker Buildx to build and push a multi-architecture image for both `linux/amd64` and `linux/arm64` in a single command. Replace `trycua` with your Docker Hub username or your registry namespace as needed.
 
 ```bash
-docker build -t cua-ubuntu:latest .
-```
-
-### Pushing to Registry
-
-```bash
-# Tag for Docker Hub (replace 'trycua' with your Docker Hub username)
-docker tag cua-ubuntu:latest trycua/cua-ubuntu:latest
-
-# Login to Docker Hub
+# Login to your registry first (Docker Hub shown here)
 docker login
 
-# Push to Docker Hub
-docker push trycua/cua-ubuntu:latest
+# Build and push for amd64 and arm64 in one step
+docker buildx build \
+  --platform linux/amd64,linux/arm64 \
+  -t trycua/cua-ubuntu:latest \
+  --push \
+  .
 ```
 
 ### Running the Container Manually
diff --git a/libs/xfce/README.md b/libs/xfce/README.md
index 9ecdff00..130f1296 100644
--- a/libs/xfce/README.md
+++ b/libs/xfce/README.md
@@ -41,17 +41,20 @@ Vanilla XFCE desktop container for Computer-Using Agents (CUA) with noVNC and co
 docker build -t cua-docker-xfce:latest .
 ```
 
-## Pushing to Registry
+### Build and Push (multi-arch)
+
+Use Docker Buildx to build and push a multi-architecture image for both `linux/amd64` and `linux/arm64` in a single command. Replace `trycua` with your Docker Hub username or your registry namespace as needed.
 
 ```bash
-# Tag for Docker Hub (replace 'trycua' with your Docker Hub username)
-docker tag cua-docker-xfce:latest trycua/cua-docker-xfce:latest
-
-# Login to Docker Hub
+# Login to your registry first (Docker Hub shown here)
 docker login
 
-# Push to Docker Hub
-docker push trycua/cua-docker-xfce:latest
+# Build and push for amd64 and arm64 in one step
+docker buildx build \
+  --platform linux/amd64,linux/arm64 \
+  -t trycua/cua-docker-xfce:latest \
+  --push \
+  .
 ```
 
 ## Running the Container Manually

From 99b502b00d20c9c4cfa5d4e5d48197621bd40d30 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 14 Oct 2025 14:48:46 -0400
Subject: [PATCH 082/220] Bump computer to 0.4.10

---
 libs/python/computer/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/computer/pyproject.toml b/libs/python/computer/pyproject.toml
index 3cf06f41..22ebccd5 100644
--- a/libs/python/computer/pyproject.toml
+++ b/libs/python/computer/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer"
-version = "0.4.8"
+version = "0.4.10"
 description = "Computer-Use Interface (CUI) framework powering Cua"
 readme = "README.md"
 authors = [

From 5aa8a85f1c56b50878ad90437027441632f607ae Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Tue, 14 Oct 2025 15:01:51 -0400
Subject: [PATCH 083/220] Clarified cloud API

---
 .../docs/computer-sdk/cloud-vm-management.mdx | 46 +++++++++++++------
 1 file changed, 33 insertions(+), 13 deletions(-)

diff --git a/docs/content/docs/computer-sdk/cloud-vm-management.mdx b/docs/content/docs/computer-sdk/cloud-vm-management.mdx
index a48984ff..2c8f09db 100644
--- a/docs/content/docs/computer-sdk/cloud-vm-management.mdx
+++ b/docs/content/docs/computer-sdk/cloud-vm-management.mdx
@@ -5,16 +5,10 @@ description: Manage your Cua Cloud sandboxes (VMs) via Python SDK or HTTP API
 
 import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
 
-Use these concise examples to manage your cloud sandboxes. Pick either the Python SDK or plain HTTP (curl) for each action.
 
-> You need a CUA Database API key. Set it as an environment variable `CUA_API_KEY`.
+Using the Cua Cloud API, you can manage your Cua Cloud sandboxes (VMs) with Python or HTTP (curl).
 
-## Status values
-- `pending` – VM deployment in progress
-- `running` – VM is active and accessible
-- `stopped` – VM is stopped but not terminated
-- `terminated` – VM has been permanently destroyed
-- `failed` – VM deployment or operation failed
+All examples require a CUA API key. You can obtain one from the [Dashboard](https://www.cua.ai/dashboard/keys).
 
 ---
 
@@ -56,16 +50,28 @@ Use these concise examples to manage your cloud sandboxes. Pick either the Pytho
        "https://api.cua.ai/v1/vms"
   ```
 
-  Example response:
+  Responses:
+  - 200: Array of minimal VM objects with fields `{ name, password, status }`
+  - 401: Unauthorized (missing/invalid API key)
+
   ```json
   [
     {
       "name": "s-windows-x4snp46ebf",
+      "password": "49b8daa3",
       "status": "running"
     }
   ]
   ```
 
+  Status values:
+
+  - `pending`: VM deployment in progress
+  - `running`: VM is active and accessible
+  - `stopped`: VM is stopped but not terminated
+  - `terminated`: VM has been permanently destroyed
+  - `failed`: VM deployment or operation failed
+
   </Tab>
 </Tabs>
 
@@ -104,7 +110,11 @@ Provide the VM name you want to start.
        "https://api.cua.ai/v1/vms/my-vm-name/start" -i
   ```
 
-  Example response headers (no body):
+  Responses:
+  - 204: No Content (start accepted)
+  - 401: Unauthorized (missing/invalid API key)
+  - 404: VM not found or not owned by the user
+
   ```text
   HTTP/1.1 204 No Content
   ```
@@ -147,7 +157,11 @@ Stops the VM asynchronously.
        "https://api.cua.ai/v1/vms/my-vm-name/stop"
   ```
 
-  Example response:
+  Responses:
+  - 202: Accepted with `{ "status": "stopping" }`
+  - 401: Unauthorized (missing/invalid API key)
+  - 404: VM not found or not owned by the user
+
   ```json
   { "status": "stopping" }
   ```
@@ -190,7 +204,11 @@ Restarts the VM asynchronously.
        "https://api.cua.ai/v1/vms/my-vm-name/restart"
   ```
 
-  Example response:
+  Responses:
+  - 202: Accepted with `{ "status": "restarting" }`
+  - 401: Unauthorized (missing/invalid API key)
+  - 404: VM not found or not owned by the user
+
   ```json
   { "status": "restarting" }
   ```
@@ -231,7 +249,9 @@ Query the computer-server running on the VM. Useful for checking details like st
   curl "https://my-vm-name.containers.cloud.cua.ai:8443/status"
   ```
 
-  Example response:
+  Responses:
+  - 200: Server available
+
   ```json
   { "status": "ok", "os_type": "linux", "features": ["agent"] }
   ```

From 99adca4b153abb51d49fa06c0a8ed23b8db72827 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 15 Oct 2025 10:16:46 -0400
Subject: [PATCH 084/220] register gemini model

---
 libs/python/agent/agent/loops/__init__.py | 2 ++
 libs/python/agent/agent/loops/openai.py   | 3 +--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/libs/python/agent/agent/loops/__init__.py b/libs/python/agent/agent/loops/__init__.py
index d9014259..bda16cf9 100644
--- a/libs/python/agent/agent/loops/__init__.py
+++ b/libs/python/agent/agent/loops/__init__.py
@@ -14,6 +14,7 @@ from . import opencua
 from . import internvl
 from . import holo
 from . import moondream3
+from . import gemini
 
 __all__ = [
     "anthropic", 
@@ -27,4 +28,5 @@ __all__ = [
     "internvl",
     "holo",
     "moondream3",
+    "gemini"
 ]
\ No newline at end of file
diff --git a/libs/python/agent/agent/loops/openai.py b/libs/python/agent/agent/loops/openai.py
index 4fa62e66..4cdf1f31 100644
--- a/libs/python/agent/agent/loops/openai.py
+++ b/libs/python/agent/agent/loops/openai.py
@@ -53,8 +53,7 @@ async def _prepare_tools_for_openai(tool_schemas: List[Dict[str, Any]]) -> Tools
     
     return openai_tools
 
-
-@register_agent(models=r".*computer-use-preview.*")
+@register_agent(models=r".*(^|/)computer-use-preview")
 class OpenAIComputerUseConfig:
     """
     OpenAI computer-use-preview agent configuration using liteLLM responses.

From 0709d6a3701bc81dbcbf1619b24eafba7656a79b Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 15 Oct 2025 14:52:06 -0400
Subject: [PATCH 085/220] Fix claude-haiku-4 usage

---
 .../docs/agent-sdk/supported-agents/computer-use-agents.mdx     | 2 +-
 libs/python/agent/agent/loops/anthropic.py                      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
index cd8209d9..d7ab3660 100644
--- a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
+++ b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
@@ -25,7 +25,7 @@ async for _ in agent.run("Open Firefox and navigate to github.com"):
 
 Claude models with computer-use capabilities:
 
-- Claude 4.5: `claude-sonnet-4-5-20250929`
+- Claude 4.5: `claude-sonnet-4-5-20250929`, `claude-haiku-4-5-20251001`
 - Claude 4.1: `claude-opus-4-1-20250805`
 - Claude 4: `claude-opus-4-20250514`, `claude-sonnet-4-20250514`
 - Claude 3.7: `claude-3-7-sonnet-20250219`
diff --git a/libs/python/agent/agent/loops/anthropic.py b/libs/python/agent/agent/loops/anthropic.py
index ec25250e..063776a8 100644
--- a/libs/python/agent/agent/loops/anthropic.py
+++ b/libs/python/agent/agent/loops/anthropic.py
@@ -33,7 +33,7 @@ from ..responses import (
 MODEL_TOOL_MAPPING = [
     # Claude 4 models
     {
-        "pattern": r"claude-4|claude-opus-4|claude-sonnet-4",
+        "pattern": r"claude-4|claude-opus-4|claude-sonnet-4|claude-haiku-4",
         "tool_version": "computer_20250124",
         "beta_flag": "computer-use-2025-01-24"
     },

From eb76246049b46a78c8aea4c2f7ffa21db205b3a6 Mon Sep 17 00:00:00 2001
From: ddupont <3820588+ddupont808@users.noreply.github.com>
Date: Wed, 15 Oct 2025 14:55:15 -0400
Subject: [PATCH 086/220] Add new model 'anthropic/claude-haiku-4-5-20251001'
 to README

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 78954f99..53de8c0d 100644
--- a/README.md
+++ b/README.md
@@ -39,7 +39,7 @@ With the Agent SDK, you can:
 
 | [All-in-one CUAs](https://docs.trycua.com/docs/agent-sdk/supported-agents/computer-use-agents) | [UI Grounding Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) | [UI Planning Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) |
 |---|---|---|
-| `anthropic/claude-sonnet-4-5-20250929` | `huggingface-local/xlangai/OpenCUA-{7B,32B}` | any all-in-one CUA |
+| `anthropic/claude-sonnet-4-5-20250929`, `anthropic/claude-haiku-4-5-20251001` | `huggingface-local/xlangai/OpenCUA-{7B,32B}` | any all-in-one CUA |
 | `openai/computer-use-preview` | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}` | any VLM (using liteLLM, requires `tools` parameter) |
 | `openrouter/z-ai/glm-4.5v` | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}` | any LLM (using liteLLM, requires `moondream3+` prefix ) |
 | `gemini-2.5-computer-use-preview-10-2025` | any-all-in-one CUA | |

From 99655bc9bee105bca922e056127aa083fa625c36 Mon Sep 17 00:00:00 2001
From: ddupont <3820588+ddupont808@users.noreply.github.com>
Date: Wed, 15 Oct 2025 14:57:49 -0400
Subject: [PATCH 087/220] Updated hackathon information in README

Updated the status of the Computer-Use Agents SOTA Challenge to concluded and removed prize details.
---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 53de8c0d..bc559e7f 100644
--- a/README.md
+++ b/README.md
@@ -13,10 +13,10 @@
   <a href="https://trendshift.io/repositories/13685" target="_blank"><img src="https://trendshift.io/api/badge/repositories/13685" alt="trycua%2Fcua | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 </div>
 
-> We’re hosting the **Computer-Use Agents SOTA Challenge** at [Hack the North](https://hackthenorth.com) and online!  
->> **Track A (On-site @ UWaterloo)**: Reserved for participants accepted to Hack the North. 🏆 Prize: **YC interview guaranteed**.  
->> **Track B (Remote)**: Open to everyone worldwide. 🏆 Prize: **Cash award**.    
->>> 👉 Sign up here: [trycua.com/hackathon](https://www.trycua.com/hackathon)  
+> We're hosting **The Computer-Use Agents SOTA Challenge concluded** at [Hack the North](https://hackthenorth.com) and online!  
+>> **Track A (On-site @ UWaterloo)**: 🏆 ~~Prize: **YC interview guaranteed**.~~ **Concluded**  
+>> **Track B (Remote)**: 🏆 ~~Prize: **Cash award**.~~ **Concluded - Winners will be announced soon**    
+>>> ~~👉 Sign up here: [trycua.com/hackathon](https://www.trycua.com/hackathon)~~
 
 **cua** ("koo-ah") is Docker for [Computer-Use Agents](https://www.oneusefulthing.org/p/when-you-give-a-claude-a-mouse) - it enables AI agents to control full operating systems in virtual containers and deploy them locally or to the cloud.
 

From 7b4c914472b20099930a6791fa1c0eec9d0462cc Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 15 Oct 2025 14:58:36 -0400
Subject: [PATCH 088/220] Bump agent version

---
 libs/python/agent/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 902ac0fa..e9064f49 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-agent"
-version = "0.4.32"
+version = "0.4.33"
 description = "CUA (Computer Use) Agent for AI-driven computer interaction"
 readme = "README.md"
 authors = [

From d30c3d2a4142e57d86d9cb098e7dc84787cae653 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 15 Oct 2025 15:27:11 -0400
Subject: [PATCH 089/220] Fix unicode typing on windows and linux

---
 .../computer_server/handlers/windows.py                |  7 +++----
 libs/python/computer/computer/interface/generic.py     | 10 +---------
 2 files changed, 4 insertions(+), 13 deletions(-)

diff --git a/libs/python/computer-server/computer_server/handlers/windows.py b/libs/python/computer-server/computer_server/handlers/windows.py
index 216a9f8b..74949561 100644
--- a/libs/python/computer-server/computer_server/handlers/windows.py
+++ b/libs/python/computer-server/computer_server/handlers/windows.py
@@ -169,6 +169,7 @@ class WindowsAutomationHandler(BaseAutomationHandler):
     """Windows implementation of automation handler using pyautogui and Windows APIs."""
     
     mouse = MouseController()
+    keyboard = KeyboardController()
 
     # Mouse Actions
     async def mouse_down(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
@@ -393,11 +394,9 @@ class WindowsAutomationHandler(BaseAutomationHandler):
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
-        if not pyautogui:
-            return {"success": False, "error": "pyautogui not available"}
-        
         try:
-            pyautogui.write(text)
+            # use pynput for Unicode support
+            self.keyboard.type(text)
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
diff --git a/libs/python/computer/computer/interface/generic.py b/libs/python/computer/computer/interface/generic.py
index a802a686..c78274c3 100644
--- a/libs/python/computer/computer/interface/generic.py
+++ b/libs/python/computer/computer/interface/generic.py
@@ -117,15 +117,7 @@ class GenericComputerInterface(BaseComputerInterface):
         await self._handle_delay(delay)
     
     async def type_text(self, text: str, delay: Optional[float] = None) -> None:
-        # Temporary fix for https://github.com/trycua/cua/issues/165
-        # Check if text contains Unicode characters
-        if any(ord(char) > 127 for char in text):
-            # For Unicode text, use clipboard and paste
-            await self.set_clipboard(text)
-            await self.hotkey(Key.COMMAND, 'v')
-        else:
-            # For ASCII text, use the regular typing method
-            await self._send_command("type_text", {"text": text})
+        await self._send_command("type_text", {"text": text})
         await self._handle_delay(delay)
 
     async def press(self, key: "KeyType", delay: Optional[float] = None) -> None:

From b9e73fc622485fc07a3f08eac4e5b195b3de693e Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 15 Oct 2025 15:38:55 -0400
Subject: [PATCH 090/220] rename cua-docker-xfce to cua-xfce

---
 docs/content/docs/computer-sdk/computers.mdx               | 4 ++--
 docs/content/docs/quickstart-cli.mdx                       | 2 +-
 libs/python/computer/computer/providers/docker/provider.py | 2 +-
 libs/xfce/README.md                                        | 6 +++---
 4 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/content/docs/computer-sdk/computers.mdx b/docs/content/docs/computer-sdk/computers.mdx
index f2dce7ab..1c3558da 100644
--- a/docs/content/docs/computer-sdk/computers.mdx
+++ b/docs/content/docs/computer-sdk/computers.mdx
@@ -63,7 +63,7 @@ Cua provides two Docker images for running Linux desktops:
     2. Pull the CUA XFCE image
 
     ```bash
-    docker pull --platform=linux/amd64 trycua/cua-docker-xfce:latest
+    docker pull --platform=linux/amd64 trycua/cua-xfce:latest
     ```
 
     3. Connect with Computer
@@ -74,7 +74,7 @@ Cua provides two Docker images for running Linux desktops:
     computer = Computer(
         os_type="linux",
         provider_type="docker",
-        image="trycua/cua-docker-xfce:latest",
+        image="trycua/cua-xfce:latest",
         name="my-xfce-container"
     )
 
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index c8d4eafe..7bf53773 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -47,7 +47,7 @@ Choose how you want to run your cua computer. **Cloud Sandbox is recommended** f
     2. Pull the CUA XFCE container (lightweight desktop)
 
     ```bash
-    docker pull --platform=linux/amd64 trycua/cua-docker-xfce:latest
+    docker pull --platform=linux/amd64 trycua/cua-xfce:latest
     ```
 
     Or use KASM for a full-featured desktop:
diff --git a/libs/python/computer/computer/providers/docker/provider.py b/libs/python/computer/computer/providers/docker/provider.py
index 850300b6..97622a29 100644
--- a/libs/python/computer/computer/providers/docker/provider.py
+++ b/libs/python/computer/computer/providers/docker/provider.py
@@ -56,7 +56,7 @@ class DockerProvider(BaseVMProvider):
             image: Docker image to use (default: "trycua/cua-ubuntu:latest")
                    Supported images:
                    - "trycua/cua-ubuntu:latest" (Kasm-based)
-                   - "trycua/cua-docker-xfce:latest" (vanilla XFCE)
+                   - "trycua/cua-xfce:latest" (vanilla XFCE)
             verbose: Enable verbose logging
             ephemeral: Use ephemeral (temporary) storage
             vnc_port: Port for VNC interface (default: 6901)
diff --git a/libs/xfce/README.md b/libs/xfce/README.md
index 130f1296..cd7f2bb1 100644
--- a/libs/xfce/README.md
+++ b/libs/xfce/README.md
@@ -52,7 +52,7 @@ docker login
 # Build and push for amd64 and arm64 in one step
 docker buildx build \
   --platform linux/amd64,linux/arm64 \
-  -t trycua/cua-docker-xfce:latest \
+  -t trycua/cua-xfce:latest \
   --push \
   .
 ```
@@ -111,7 +111,7 @@ from computer import Computer
 computer = Computer(
     os_type="linux",
     provider_type="docker",
-    image="trycua/cua-docker-xfce:latest",  # Use docker-xfce instead of Kasm
+    image="trycua/cua-xfce:latest",  # Use docker-xfce instead of Kasm
     display="1024x768",
     memory="4GB",
     cpu="2"
@@ -147,7 +147,7 @@ computer_kasm = Computer(
 computer_xfce = Computer(
     os_type="linux",
     provider_type="docker",
-    image="trycua/cua-docker-xfce:latest",  # docker-xfce image
+    image="trycua/cua-xfce:latest",  # docker-xfce image
 )
 ```
 

From 2b1294413ce667aac15e5297b1a58141ec18b88c Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Wed, 15 Oct 2025 22:19:59 -0400
Subject: [PATCH 091/220] editable code block

---
 docs/src/components/editable-code-block.tsx | 246 ++++++++++++++++++++
 1 file changed, 246 insertions(+)
 create mode 100644 docs/src/components/editable-code-block.tsx

diff --git a/docs/src/components/editable-code-block.tsx b/docs/src/components/editable-code-block.tsx
new file mode 100644
index 00000000..d7a93df4
--- /dev/null
+++ b/docs/src/components/editable-code-block.tsx
@@ -0,0 +1,246 @@
+'use client';
+
+import React, { createContext, useContext, useState, ReactNode } from 'react';
+import * as Base from 'fumadocs-ui/components/codeblock';
+import { cn } from 'fumadocs-ui/utils/cn';
+
+/**
+ * Context for managing editable values within code blocks
+ */
+interface EditableCodeContextValue {
+  values: Record<string, string>;
+  updateValue: (key: string, value: string) => void;
+}
+
+const EditableCodeContext = createContext<EditableCodeContextValue | null>(null);
+
+/**
+ * Hook to access the editable code context
+ */
+function useEditableCode() {
+  const context = useContext(EditableCodeContext);
+  if (!context) {
+    throw new Error('useEditableCode must be used within EditableCodeBlock');
+  }
+  return context;
+}
+
+/**
+ * Props for EditableCodeBlock component
+ */
+interface EditableCodeBlockProps {
+  /** Programming language for styling */
+  lang?: string;
+  /** Initial values for placeholders */
+  defaultValues?: Record<string, string>;
+  /** Code content with embedded EditableValue components */
+  children: ReactNode;
+  /** Additional CSS classes */
+  className?: string;
+  /** Title for the code block */
+  title?: string;
+}
+
+/**
+ * Code block component that supports inline editable values
+ * Uses fumadocs-ui styling with interactive input fields
+ */
+export function EditableCodeBlock({
+  lang = 'python',
+  defaultValues = {},
+  children,
+  className,
+  title,
+}: EditableCodeBlockProps) {
+  const [values, setValues] = useState<Record<string, string>>(defaultValues);
+
+  const updateValue = (key: string, value: string) => {
+    setValues(prev => ({ ...prev, [key]: value }));
+  };
+
+  return (
+    <EditableCodeContext.Provider value={{ values, updateValue }}>
+      <Base.CodeBlock title={title} className={cn('my-4', className)}>
+        <Base.Pre className={cn(`language-${lang}`)}>
+          <code className={cn(`language-${lang}`)} style={{ display: 'block', whiteSpace: 'pre-wrap' }}>
+            {children}
+          </code>
+        </Base.Pre>
+      </Base.CodeBlock>
+    </EditableCodeContext.Provider>
+  );
+}
+
+/**
+ * Props for EditableValue component
+ */
+interface EditableValueProps {
+  /** Unique identifier for this value */
+  placeholder: string;
+  /** Display width in characters (default: auto) */
+  width?: number;
+  /** Optional default value */
+  defaultValue?: string;
+  /** Input type */
+  type?: 'text' | 'password';
+}
+
+/**
+ * Inline editable input that blends with code styling
+ * Appears as an underlined, hoverable value within code
+ */
+export function EditableValue({
+  placeholder,
+  width: explicitWidth,
+  defaultValue = '',
+  type = 'text',
+}: EditableValueProps) {
+  const { values, updateValue } = useEditableCode();
+  const value = values[placeholder] ?? defaultValue;
+  const spanRef = React.useRef<HTMLSpanElement>(null);
+  const placeholderSpanRef = React.useRef<HTMLSpanElement>(null);
+  const [measuredWidth, setMeasuredWidth] = React.useState(0);
+  const [placeholderWidth, setPlaceholderWidth] = React.useState(0);
+
+  // Measure the actual text width using a hidden span
+  React.useEffect(() => {
+    if (spanRef.current) {
+      setMeasuredWidth(spanRef.current.offsetWidth);
+    }
+  }, [value]);
+
+  // Measure placeholder width once on mount
+  React.useEffect(() => {
+    if (placeholderSpanRef.current) {
+      setPlaceholderWidth(placeholderSpanRef.current.offsetWidth);
+    }
+  }, [placeholder]);
+
+  const inputWidth = explicitWidth
+    ? `${explicitWidth}ch`
+    : `${Math.max(placeholderWidth, measuredWidth, 50)}px`;
+
+  return (
+    <span style={{ display: 'inline', whiteSpace: 'nowrap', position: 'relative' }}>
+      {/* Hidden span to measure current value width */}
+      <span
+        ref={spanRef}
+        style={{
+          position: 'absolute',
+          visibility: 'hidden',
+          whiteSpace: 'pre',
+          fontFamily: 'inherit',
+          pointerEvents: 'none',
+        }}
+        aria-hidden="true"
+      >
+        {value}
+      </span>
+
+      {/* Hidden span to measure placeholder width */}
+      <span
+        ref={placeholderSpanRef}
+        style={{
+          position: 'absolute',
+          visibility: 'hidden',
+          whiteSpace: 'pre',
+          fontFamily: 'inherit',
+          pointerEvents: 'none',
+        }}
+        aria-hidden="true"
+      >
+        {placeholder}
+      </span>
+
+      <input
+        type={type}
+        value={value}
+        onChange={(e) => updateValue(placeholder, e.target.value)}
+        placeholder={placeholder}
+        className={cn(
+          type === 'password' && value && 'text-security-disc'
+        )}
+        style={{
+          display: 'inline',
+          width: inputWidth,
+          verticalAlign: 'baseline',
+          lineHeight: 'inherit',
+          fontSize: 'inherit',
+          fontFamily: 'inherit',
+          height: 'auto',
+          padding: 0,
+          margin: 0,
+          background: 'transparent',
+          border: 'none',
+          borderBottom: '1px dashed rgba(96, 165, 250, 0.5)',
+          outline: 'none',
+          color: 'inherit',
+        }}
+      />
+    </span>
+  );
+}
+
+/**
+ * Container for form inputs outside the code block
+ */
+export function EditableForm({
+  children,
+  className = '',
+}: {
+  children: ReactNode;
+  className?: string;
+}) {
+  return (
+    <div
+      className={cn(
+        'p-4 border rounded-lg bg-fd-secondary/50 dark:bg-fd-secondary/30 mb-6',
+        className
+      )}
+    >
+      <h3 className="text-lg font-semibold mb-4">Configuration</h3>
+      {children}
+    </div>
+  );
+}
+
+/**
+ * Form input for editing values outside code block
+ */
+interface EditableInputProps {
+  /** Placeholder key to bind to */
+  placeholder: string;
+  /** Label text */
+  label: string;
+  /** Input type */
+  type?: 'text' | 'email' | 'password';
+  /** Custom class name */
+  className?: string;
+}
+
+export function EditableInput({
+  placeholder,
+  label,
+  type = 'text',
+  className = '',
+}: EditableInputProps) {
+  const { values, updateValue } = useEditableCode();
+  const value = values[placeholder] || '';
+
+  return (
+    <div className={cn('mb-4', className)}>
+      <label className="block text-sm font-medium mb-2">{label}</label>
+      <input
+        type={type}
+        value={value}
+        onChange={(e) => updateValue(placeholder, e.target.value)}
+        placeholder={placeholder}
+        className={cn(
+          'w-full px-3 py-2 border rounded-md',
+          'focus:outline-none focus:ring-2 focus:ring-blue-500',
+          'bg-fd-background border-fd-border'
+        )}
+      />
+    </div>
+  );
+}

From 63902b2e77e1920be8243bb4d37f009ceca91c87 Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Wed, 15 Oct 2025 22:39:04 -0400
Subject: [PATCH 092/220] example use cases

---
 .../docs/example-usecases/deep-research.mdx   | 30 ++++++
 .../job-application-filling.mdx               | 96 +++++++++++++++++++
 docs/content/docs/example-usecases/meta.json  |  8 ++
 docs/content/docs/meta.json                   |  1 +
 docs/src/components/editable-code-block.tsx   |  2 +-
 5 files changed, 136 insertions(+), 1 deletion(-)
 create mode 100644 docs/content/docs/example-usecases/deep-research.mdx
 create mode 100644 docs/content/docs/example-usecases/job-application-filling.mdx
 create mode 100644 docs/content/docs/example-usecases/meta.json

diff --git a/docs/content/docs/example-usecases/deep-research.mdx b/docs/content/docs/example-usecases/deep-research.mdx
new file mode 100644
index 00000000..8081fb33
--- /dev/null
+++ b/docs/content/docs/example-usecases/deep-research.mdx
@@ -0,0 +1,30 @@
+---
+title: Deep Research
+description: bleh
+---
+
+import { Monitor, Code, BookOpen } from 'lucide-react';
+
+# Welcome!
+
+Cua is a framework for automating Windows, Mac, and Linux apps powered by computer-using agents (CUAs).
+
+Cua makes every stage of computer-using agent development simple:
+
+- **Development**: Use any LLM provider with liteLLM. The agent SDK makes multiple agent loop providers, trajectory tracing, caching, and budget management easy
+- **Containerization**: cua offers Docker containers pre-installed with everything needed for AI-powered RPA
+- **Deployment**: cua cloud gives you a production-ready cloud environment for your assistants
+
+<div className="grid grid-cols-1 md:grid-cols-2 gap-6 mt-8">
+  <Card icon={<Monitor />} href="/quickstart-ui" title="Quickstart (UI)">
+    Try the cua Agent UI in your browser—no coding required.
+  </Card>
+  <Card icon={<Code />} href="/quickstart-devs" title="Quickstart (Developers)">
+    Build with Python—full SDK and agent code examples.
+  </Card>
+</div>
+<div className="grid grid-cols-1 gap-6 mt-6">
+  <Card icon={<BookOpen />} href="/libraries/agent" title="API Reference">
+    Explore the agent SDK and APIs
+  </Card>
+</div>
diff --git a/docs/content/docs/example-usecases/job-application-filling.mdx b/docs/content/docs/example-usecases/job-application-filling.mdx
new file mode 100644
index 00000000..7b2550d2
--- /dev/null
+++ b/docs/content/docs/example-usecases/job-application-filling.mdx
@@ -0,0 +1,96 @@
+---
+title: Job Application Filling
+description: Automate job applications with CUA
+---
+
+import { EditableCodeBlock, EditableValue, S } from '@/components/editable-code-block';
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
+
+# Job Application Automation
+
+Fill out the form below to see how CUA can automate your job application process. Click on the underlined values in the code to edit them directly!
+
+<Tabs items={["Python", "curl"]}>
+  <Tab value="Python">
+
+<EditableCodeBlock
+  lang="python"
+  defaultValues={{
+    "api_key": "your-api-key",
+    "api_base": "https://api.cua.ai"
+  }}
+>
+{`import os
+import asyncio
+from computer.providers.cloud.provider import CloudProvider
+
+async def main():
+    api_key = "`}<EditableValue placeholder="api_key" />{`"
+    # Optional: point to a different API base
+    os.environ["CUA_API_BASE"] = "`}<EditableValue placeholder="api_base" />{`"
+
+    provider = CloudProvider(api_key=api_key, verbose=False)
+    async with provider:
+        vms = await provider.list_vms()
+        for vm in vms:
+            print({
+                "name": vm["name"],
+                "status": vm["status"],
+                "api_url": vm.get("api_url"),
+                "vnc_url": vm.get("vnc_url"),
+            })
+
+if __name__ == "__main__":
+    asyncio.run(main())`}
+</EditableCodeBlock>
+
+  </Tab>
+  <Tab value="curl">
+
+<EditableCodeBlock
+  lang="bash"
+  defaultValues={{
+    "api_key": "your-api-key",
+    "api_base": "https://api.cua.ai"
+  }}
+>
+{`curl -H "Authorization: Bearer `}<EditableValue placeholder="api_key" />{`" \\
+     "`}<EditableValue placeholder="api_base" />{`/v1/vms"`}
+</EditableCodeBlock>
+
+  Responses:
+  - 200: Array of minimal VM objects with fields `{ name, password, status }`
+  - 401: Unauthorized (missing/invalid API key)
+
+  ```json
+  [
+    {
+      "name": "s-windows-x4snp46ebf",
+      "password": "49b8daa3",
+      "status": "running"
+    }
+  ]
+  ```
+
+  Status values:
+
+  - `pending`: VM deployment in progress
+  - `running`: VM is active and accessible
+  - `stopped`: VM is stopped but not terminated
+  - `terminated`: VM has been permanently destroyed
+  - `failed`: VM deployment or operation failed
+
+  </Tab>
+</Tabs>
+
+## How It Works
+
+1. Click on the underlined values in the code above to edit them
+2. The code updates in real-time as you type
+3. Copy the customized code to use with CUA
+
+## Features
+
+- **Dynamic Form Filling**: Automatically fills out all required fields
+- **Cross-Platform**: Works on Windows, macOS, and Linux
+- **Customizable**: Easily modify the code to match any job application form
\ No newline at end of file
diff --git a/docs/content/docs/example-usecases/meta.json b/docs/content/docs/example-usecases/meta.json
new file mode 100644
index 00000000..63bf27ae
--- /dev/null
+++ b/docs/content/docs/example-usecases/meta.json
@@ -0,0 +1,8 @@
+{
+	"title": "Example Use Cases",
+	"description": "Real-world examples of building with cua",
+	"pages": [
+		"deep-research",
+		"job-application-filling"
+	]
+}
diff --git a/docs/content/docs/meta.json b/docs/content/docs/meta.json
index bee0e1c8..dc06cc5f 100644
--- a/docs/content/docs/meta.json
+++ b/docs/content/docs/meta.json
@@ -8,6 +8,7 @@
 		"quickstart-devs",
 		"quickstart-cli",
 		"telemetry",
+		"example-usecases",
         "---[BookCopy]Computer Playbook---",
         "...computer-sdk",
 		"---[BookCopy]Agent Playbook---",
diff --git a/docs/src/components/editable-code-block.tsx b/docs/src/components/editable-code-block.tsx
index d7a93df4..348d1e4a 100644
--- a/docs/src/components/editable-code-block.tsx
+++ b/docs/src/components/editable-code-block.tsx
@@ -61,7 +61,7 @@ export function EditableCodeBlock({
   return (
     <EditableCodeContext.Provider value={{ values, updateValue }}>
       <Base.CodeBlock title={title} className={cn('my-4', className)}>
-        <Base.Pre className={cn(`language-${lang}`)}>
+        <Base.Pre className={cn(`language-${lang}`, "px-3")}>
           <code className={cn(`language-${lang}`)} style={{ display: 'block', whiteSpace: 'pre-wrap' }}>
             {children}
           </code>

From b05528de3b3bb0e03de8c53beff737766f09f6a8 Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Thu, 16 Oct 2025 02:25:38 -0400
Subject: [PATCH 093/220] Form filling usecase

---
 .../docs/example-usecases/deep-research.mdx   |  30 --
 .../docs/example-usecases/form-filling.mdx    | 491 ++++++++++++++++++
 .../job-application-filling.mdx               |  96 ----
 docs/content/docs/example-usecases/meta.json  |   3 +-
 docs/content/docs/quickstart-devs.mdx         |   1 +
 docs/src/components/editable-code-block.tsx   |  79 ++-
 6 files changed, 564 insertions(+), 136 deletions(-)
 delete mode 100644 docs/content/docs/example-usecases/deep-research.mdx
 create mode 100644 docs/content/docs/example-usecases/form-filling.mdx
 delete mode 100644 docs/content/docs/example-usecases/job-application-filling.mdx

diff --git a/docs/content/docs/example-usecases/deep-research.mdx b/docs/content/docs/example-usecases/deep-research.mdx
deleted file mode 100644
index 8081fb33..00000000
--- a/docs/content/docs/example-usecases/deep-research.mdx
+++ /dev/null
@@ -1,30 +0,0 @@
----
-title: Deep Research
-description: bleh
----
-
-import { Monitor, Code, BookOpen } from 'lucide-react';
-
-# Welcome!
-
-Cua is a framework for automating Windows, Mac, and Linux apps powered by computer-using agents (CUAs).
-
-Cua makes every stage of computer-using agent development simple:
-
-- **Development**: Use any LLM provider with liteLLM. The agent SDK makes multiple agent loop providers, trajectory tracing, caching, and budget management easy
-- **Containerization**: cua offers Docker containers pre-installed with everything needed for AI-powered RPA
-- **Deployment**: cua cloud gives you a production-ready cloud environment for your assistants
-
-<div className="grid grid-cols-1 md:grid-cols-2 gap-6 mt-8">
-  <Card icon={<Monitor />} href="/quickstart-ui" title="Quickstart (UI)">
-    Try the cua Agent UI in your browser—no coding required.
-  </Card>
-  <Card icon={<Code />} href="/quickstart-devs" title="Quickstart (Developers)">
-    Build with Python—full SDK and agent code examples.
-  </Card>
-</div>
-<div className="grid grid-cols-1 gap-6 mt-6">
-  <Card icon={<BookOpen />} href="/libraries/agent" title="API Reference">
-    Explore the agent SDK and APIs
-  </Card>
-</div>
diff --git a/docs/content/docs/example-usecases/form-filling.mdx b/docs/content/docs/example-usecases/form-filling.mdx
new file mode 100644
index 00000000..03623181
--- /dev/null
+++ b/docs/content/docs/example-usecases/form-filling.mdx
@@ -0,0 +1,491 @@
+---
+title: Form Filling
+description: Enhance and Automate Interactions Between Form Filling and Local File Systems
+---
+
+import { EditableCodeBlock, EditableValue, S } from '@/components/editable-code-block';
+import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
+
+## Overview
+
+Cua can be used to automate interactions between form filling and local file systems over any operating system. Cua let's you interact with all the elements of a web page and local file systems to integrate between the two.
+
+This preset usecase uses [Computer Agent](/agent-sdk/computer-agent) to interact with a web page and local file systems along with [Agent Loops](/agent-sdk/agent-loops) to run the agent in a loop with message history.
+
+## Quickstart
+
+Create a `requirements.txt` file with the following dependencies:
+```text
+cua-agent
+cua-computer
+python-dotenv>=1.0.0
+```
+
+And install:
+
+```bash
+pip install -r requirements.txt
+```
+
+Create a `.env` file with the following environment variables:
+
+```text
+ANTHROPIC_API_KEY=your-api-key
+CUA_API_KEY=sk_cua-api01...
+```
+
+Select the environment you want to run the code in (*click on the underlined values in the code to edit them directly!*):
+
+<Tabs items={['☁️ Cloud', '🐳 Docker', '🍎 Lume', '🪟 Windows Sandbox']}>
+  <Tab value="☁️ Cloud">
+
+<EditableCodeBlock
+  key="cloud-tab"
+  lang="python"
+  defaultValues={{
+    "container-name": "m-linux-...",
+    "api_key": "sk_cua-api01..."
+  }}
+>
+{`import asyncio
+import logging
+import os
+import signal
+import traceback
+
+from agent import ComputerAgent
+from computer import Computer, VMProviderType
+from dotenv import load_dotenv
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+
+def handle_sigint(sig, frame):
+    print("\\n\\nExecution interrupted by user. Exiting gracefully...")
+    exit(0)
+
+
+async def fill_application():
+    try:
+        async with Computer(
+            os_type="linux",
+            provider_type=VMProviderType.CLOUD,
+            name="`}<EditableValue placeholder="container-name" />{`",
+            api_key="`}<EditableValue placeholder="api_key" />{`",
+            verbosity=logging.INFO,
+        ) as computer:
+
+            agent = ComputerAgent(
+                model="anthropic/claude-3-5-sonnet-20241022",
+                tools=[computer],
+                only_n_most_recent_images=3,
+                verbosity=logging.INFO,
+                trajectory_dir="trajectories",
+                use_prompt_caching=True,
+                max_trajectory_budget=5.0,
+            )
+
+            tasks = [
+                "Visit https://www.overleaf.com/latex/templates/jakes-resume/syzfjbzwjncs.pdf and download the pdf.",
+                "Visit https://form.jotform.com/252881246782264 and fill the form from the information in the pdf."
+            ]
+
+            history = []
+
+            for i, task in enumerate(tasks, 1):
+                print(f"\\n[Task {i}/{len(tasks)}] {task}")
+
+                # Add user message to history
+                history.append({"role": "user", "content": task})
+
+                # Run agent with conversation history
+                async for result in agent.run(history, stream=False):
+                    history += result.get("output", [])
+
+                    # Print output for debugging
+                    for item in result.get("output", []):
+                        if item.get("type") == "message":
+                            content = item.get("content", [])
+                            for content_part in content:
+                                if content_part.get("text"):
+                                    logger.info(f"Agent: {content_part.get('text')}")
+                        elif item.get("type") == "computer_call":
+                            action = item.get("action", {})
+                            action_type = action.get("type", "")
+                            logger.debug(f"Computer Action: {action_type}")
+
+                print(f"✅ Task {i}/{len(tasks)} completed")
+
+            print("\\n🎉 All tasks completed successfully!")
+
+    except Exception as e:
+        logger.error(f"Error in fill_application: {e}")
+        traceback.print_exc()
+        raise
+
+
+def main():
+    try:
+        load_dotenv()
+
+        if "ANTHROPIC_API_KEY" not in os.environ:
+            raise RuntimeError(
+                "Please set the ANTHROPIC_API_KEY environment variable.\\n"
+                "You can add it to a .env file in the project root."
+            )
+
+        if "CUA_API_KEY" not in os.environ:
+            raise RuntimeError(
+                "Please set the CUA_API_KEY environment variable.\\n"
+                "You can add it to a .env file in the project root."
+            )
+
+        signal.signal(signal.SIGINT, handle_sigint)
+
+        asyncio.run(fill_application())
+
+    except Exception as e:
+        logger.error(f"Error running automation: {e}")
+        traceback.print_exc()
+
+
+if __name__ == "__main__":
+    main()`}
+</EditableCodeBlock>
+
+  </Tab>
+  <Tab value="🍎 Lume">
+
+<EditableCodeBlock
+  key="lume-tab"
+  lang="python"
+  defaultValues={{
+    "container-name": "macos-sequoia-cua:latest"
+  }}
+>
+{`import asyncio
+import logging
+import os
+import signal
+import traceback
+
+from agent import ComputerAgent
+from computer import Computer, VMProviderType
+from dotenv import load_dotenv
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+
+def handle_sigint(sig, frame):
+    print("\\n\\nExecution interrupted by user. Exiting gracefully...")
+    exit(0)
+
+
+async def fill_application():
+    try:
+        async with Computer(
+            os_type="macos",
+            provider_type=VMProviderType.LUME,
+            name="`}<EditableValue placeholder="container-name" />{`",
+            verbosity=logging.INFO,
+        ) as computer:
+
+            agent = ComputerAgent(
+                model="anthropic/claude-3-5-sonnet-20241022",
+                tools=[computer],
+                only_n_most_recent_images=3,
+                verbosity=logging.INFO,
+                trajectory_dir="trajectories",
+                use_prompt_caching=True,
+                max_trajectory_budget=5.0,
+            )
+
+            tasks = [
+                "Visit https://www.overleaf.com/latex/templates/jakes-resume/syzfjbzwjncs.pdf and download the pdf.",
+                "Visit https://form.jotform.com/252881246782264 and fill the form from the information in the pdf."
+            ]
+
+            history = []
+
+            for i, task in enumerate(tasks, 1):
+                print(f"\\n[Task {i}/{len(tasks)}] {task}")
+
+                # Add user message to history
+                history.append({"role": "user", "content": task})
+
+                # Run agent with conversation history
+                async for result in agent.run(history, stream=False):
+                    history += result.get("output", [])
+
+                    # Print output for debugging
+                    for item in result.get("output", []):
+                        if item.get("type") == "message":
+                            content = item.get("content", [])
+                            for content_part in content:
+                                if content_part.get("text"):
+                                    logger.info(f"Agent: {content_part.get('text')}")
+                        elif item.get("type") == "computer_call":
+                            action = item.get("action", {})
+                            action_type = action.get("type", "")
+                            logger.debug(f"Computer Action: {action_type}")
+
+                print(f"✅ Task {i}/{len(tasks)} completed")
+
+            print("\\n🎉 All tasks completed successfully!")
+
+    except Exception as e:
+        logger.error(f"Error in fill_application: {e}")
+        traceback.print_exc()
+        raise
+
+
+def main():
+    try:
+        load_dotenv()
+
+        if "ANTHROPIC_API_KEY" not in os.environ:
+            raise RuntimeError(
+                "Please set the ANTHROPIC_API_KEY environment variable.\\n"
+                "You can add it to a .env file in the project root."
+            )
+
+        signal.signal(signal.SIGINT, handle_sigint)
+
+        asyncio.run(fill_application())
+
+    except Exception as e:
+        logger.error(f"Error running automation: {e}")
+        traceback.print_exc()
+
+
+if __name__ == "__main__":
+    main()`}
+</EditableCodeBlock>
+
+  </Tab>
+  <Tab value="🪟 Windows Sandbox">
+
+<EditableCodeBlock
+  key="windows-tab"
+  lang="python"
+  defaultValues={{}}
+>
+{`import asyncio
+import logging
+import os
+import signal
+import traceback
+
+from agent import ComputerAgent
+from computer import Computer, VMProviderType
+from dotenv import load_dotenv
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+
+def handle_sigint(sig, frame):
+    print("\\n\\nExecution interrupted by user. Exiting gracefully...")
+    exit(0)
+
+
+async def fill_application():
+    try:
+        async with Computer(
+            os_type="windows",
+            provider_type=VMProviderType.WINDOWS_SANDBOX,
+            verbosity=logging.INFO,
+        ) as computer:
+
+            agent = ComputerAgent(
+                model="anthropic/claude-3-5-sonnet-20241022",
+                tools=[computer],
+                only_n_most_recent_images=3,
+                verbosity=logging.INFO,
+                trajectory_dir="trajectories",
+                use_prompt_caching=True,
+                max_trajectory_budget=5.0,
+            )
+
+            tasks = [
+                "Visit https://www.overleaf.com/latex/templates/jakes-resume/syzfjbzwjncs.pdf and download the pdf.",
+                "Visit https://form.jotform.com/252881246782264 and fill the form from the information in the pdf."
+            ]
+
+            history = []
+
+            for i, task in enumerate(tasks, 1):
+                print(f"\\n[Task {i}/{len(tasks)}] {task}")
+
+                # Add user message to history
+                history.append({"role": "user", "content": task})
+
+                # Run agent with conversation history
+                async for result in agent.run(history, stream=False):
+                    history += result.get("output", [])
+
+                    # Print output for debugging
+                    for item in result.get("output", []):
+                        if item.get("type") == "message":
+                            content = item.get("content", [])
+                            for content_part in content:
+                                if content_part.get("text"):
+                                    logger.info(f"Agent: {content_part.get('text')}")
+                        elif item.get("type") == "computer_call":
+                            action = item.get("action", {})
+                            action_type = action.get("type", "")
+                            logger.debug(f"Computer Action: {action_type}")
+
+                print(f"✅ Task {i}/{len(tasks)} completed")
+
+            print("\\n🎉 All tasks completed successfully!")
+
+    except Exception as e:
+        logger.error(f"Error in fill_application: {e}")
+        traceback.print_exc()
+        raise
+
+
+def main():
+    try:
+        load_dotenv()
+
+        if "ANTHROPIC_API_KEY" not in os.environ:
+            raise RuntimeError(
+                "Please set the ANTHROPIC_API_KEY environment variable.\\n"
+                "You can add it to a .env file in the project root."
+            )
+
+        signal.signal(signal.SIGINT, handle_sigint)
+
+        asyncio.run(fill_application())
+
+    except Exception as e:
+        logger.error(f"Error running automation: {e}")
+        traceback.print_exc()
+
+
+if __name__ == "__main__":
+    main()`}
+</EditableCodeBlock>
+
+  </Tab>
+  <Tab value="🐳 Docker">
+
+<EditableCodeBlock
+  key="docker-tab"
+  lang="python"
+  defaultValues={{
+    "container-name": "trycua/cua-ubuntu:latest"
+  }}
+>
+{`import asyncio
+import logging
+import os
+import signal
+import traceback
+
+from agent import ComputerAgent
+from computer import Computer, VMProviderType
+from dotenv import load_dotenv
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+
+def handle_sigint(sig, frame):
+    print("\\n\\nExecution interrupted by user. Exiting gracefully...")
+    exit(0)
+
+
+async def fill_application():
+    try:
+        async with Computer(
+            os_type="linux",
+            provider_type=VMProviderType.DOCKER,
+            name="`}<EditableValue placeholder="container-name" />{`",
+            verbosity=logging.INFO,
+        ) as computer:
+
+            agent = ComputerAgent(
+                model="anthropic/claude-3-5-sonnet-20241022",
+                tools=[computer],
+                only_n_most_recent_images=3,
+                verbosity=logging.INFO,
+                trajectory_dir="trajectories",
+                use_prompt_caching=True,
+                max_trajectory_budget=5.0,
+            )
+
+            tasks = [
+                "Visit https://www.overleaf.com/latex/templates/jakes-resume/syzfjbzwjncs.pdf and download the pdf.",
+                "Visit https://form.jotform.com/252881246782264 and fill the form from the information in the pdf."
+            ]
+
+            history = []
+
+            for i, task in enumerate(tasks, 1):
+                print(f"\\n[Task {i}/{len(tasks)}] {task}")
+
+                # Add user message to history
+                history.append({"role": "user", "content": task})
+
+                # Run agent with conversation history
+                async for result in agent.run(history, stream=False):
+                    history += result.get("output", [])
+
+                    # Print output for debugging
+                    for item in result.get("output", []):
+                        if item.get("type") == "message":
+                            content = item.get("content", [])
+                            for content_part in content:
+                                if content_part.get("text"):
+                                    logger.info(f"Agent: {content_part.get('text')}")
+                        elif item.get("type") == "computer_call":
+                            action = item.get("action", {})
+                            action_type = action.get("type", "")
+                            logger.debug(f"Computer Action: {action_type}")
+
+                print(f"✅ Task {i}/{len(tasks)} completed")
+
+            print("\\n🎉 All tasks completed successfully!")
+
+    except Exception as e:
+        logger.error(f"Error in fill_application: {e}")
+        traceback.print_exc()
+        raise
+
+
+def main():
+    try:
+        load_dotenv()
+
+        if "ANTHROPIC_API_KEY" not in os.environ:
+            raise RuntimeError(
+                "Please set the ANTHROPIC_API_KEY environment variable.\\n"
+                "You can add it to a .env file in the project root."
+            )
+
+        signal.signal(signal.SIGINT, handle_sigint)
+
+        asyncio.run(fill_application())
+
+    except Exception as e:
+        logger.error(f"Error running automation: {e}")
+        traceback.print_exc()
+
+
+if __name__ == "__main__":
+    main()`}
+</EditableCodeBlock>
+
+  </Tab>
+</Tabs>
+
+## Next Steps
+
+- Learn more about [Cua computers](/computer-sdk/computers) and [computer commands](/computer-sdk/commands)
+- Read about [Agent loops](/agent-sdk/agent-loops), [tools](/agent-sdk/custom-tools), and [supported model providers](/agent-sdk/supported-model-providers/)
+- Experiment with different [Models and Providers](/agent-sdk/supported-model-providers/) 
diff --git a/docs/content/docs/example-usecases/job-application-filling.mdx b/docs/content/docs/example-usecases/job-application-filling.mdx
deleted file mode 100644
index 7b2550d2..00000000
--- a/docs/content/docs/example-usecases/job-application-filling.mdx
+++ /dev/null
@@ -1,96 +0,0 @@
----
-title: Job Application Filling
-description: Automate job applications with CUA
----
-
-import { EditableCodeBlock, EditableValue, S } from '@/components/editable-code-block';
-import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
-
-# Job Application Automation
-
-Fill out the form below to see how CUA can automate your job application process. Click on the underlined values in the code to edit them directly!
-
-<Tabs items={["Python", "curl"]}>
-  <Tab value="Python">
-
-<EditableCodeBlock
-  lang="python"
-  defaultValues={{
-    "api_key": "your-api-key",
-    "api_base": "https://api.cua.ai"
-  }}
->
-{`import os
-import asyncio
-from computer.providers.cloud.provider import CloudProvider
-
-async def main():
-    api_key = "`}<EditableValue placeholder="api_key" />{`"
-    # Optional: point to a different API base
-    os.environ["CUA_API_BASE"] = "`}<EditableValue placeholder="api_base" />{`"
-
-    provider = CloudProvider(api_key=api_key, verbose=False)
-    async with provider:
-        vms = await provider.list_vms()
-        for vm in vms:
-            print({
-                "name": vm["name"],
-                "status": vm["status"],
-                "api_url": vm.get("api_url"),
-                "vnc_url": vm.get("vnc_url"),
-            })
-
-if __name__ == "__main__":
-    asyncio.run(main())`}
-</EditableCodeBlock>
-
-  </Tab>
-  <Tab value="curl">
-
-<EditableCodeBlock
-  lang="bash"
-  defaultValues={{
-    "api_key": "your-api-key",
-    "api_base": "https://api.cua.ai"
-  }}
->
-{`curl -H "Authorization: Bearer `}<EditableValue placeholder="api_key" />{`" \\
-     "`}<EditableValue placeholder="api_base" />{`/v1/vms"`}
-</EditableCodeBlock>
-
-  Responses:
-  - 200: Array of minimal VM objects with fields `{ name, password, status }`
-  - 401: Unauthorized (missing/invalid API key)
-
-  ```json
-  [
-    {
-      "name": "s-windows-x4snp46ebf",
-      "password": "49b8daa3",
-      "status": "running"
-    }
-  ]
-  ```
-
-  Status values:
-
-  - `pending`: VM deployment in progress
-  - `running`: VM is active and accessible
-  - `stopped`: VM is stopped but not terminated
-  - `terminated`: VM has been permanently destroyed
-  - `failed`: VM deployment or operation failed
-
-  </Tab>
-</Tabs>
-
-## How It Works
-
-1. Click on the underlined values in the code above to edit them
-2. The code updates in real-time as you type
-3. Copy the customized code to use with CUA
-
-## Features
-
-- **Dynamic Form Filling**: Automatically fills out all required fields
-- **Cross-Platform**: Works on Windows, macOS, and Linux
-- **Customizable**: Easily modify the code to match any job application form
\ No newline at end of file
diff --git a/docs/content/docs/example-usecases/meta.json b/docs/content/docs/example-usecases/meta.json
index 63bf27ae..8d3e4092 100644
--- a/docs/content/docs/example-usecases/meta.json
+++ b/docs/content/docs/example-usecases/meta.json
@@ -2,7 +2,6 @@
 	"title": "Example Use Cases",
 	"description": "Real-world examples of building with cua",
 	"pages": [
-		"deep-research",
-		"job-application-filling"
+		"form-filling"
 	]
 }
diff --git a/docs/content/docs/quickstart-devs.mdx b/docs/content/docs/quickstart-devs.mdx
index 8a9adea7..4bd5b9ab 100644
--- a/docs/content/docs/quickstart-devs.mdx
+++ b/docs/content/docs/quickstart-devs.mdx
@@ -306,3 +306,4 @@ Learn more about agents in [Agent Loops](/agent-sdk/agent-loops) and available m
 - Learn more about [Cua computers](/computer-sdk/computers) and [computer commands](/computer-sdk/commands)
 - Read about [Agent loops](/agent-sdk/agent-loops), [tools](/agent-sdk/custom-tools), and [supported model providers](/agent-sdk/supported-model-providers/)
 - Join our [Discord community](https://discord.com/invite/mVnXXpdE85) for help
+- Try out [Form Filling](/example-usecases/form-filling) preset usecase
diff --git a/docs/src/components/editable-code-block.tsx b/docs/src/components/editable-code-block.tsx
index 348d1e4a..e8cda746 100644
--- a/docs/src/components/editable-code-block.tsx
+++ b/docs/src/components/editable-code-block.tsx
@@ -99,29 +99,68 @@ export function EditableValue({
   const value = values[placeholder] ?? defaultValue;
   const spanRef = React.useRef<HTMLSpanElement>(null);
   const placeholderSpanRef = React.useRef<HTMLSpanElement>(null);
+  const inputRef = React.useRef<HTMLInputElement>(null);
   const [measuredWidth, setMeasuredWidth] = React.useState(0);
   const [placeholderWidth, setPlaceholderWidth] = React.useState(0);
+  const [isHovered, setIsHovered] = React.useState(false);
+  const [tooltipPosition, setTooltipPosition] = React.useState({ top: 0, left: 0 });
+  const [isVisible, setIsVisible] = React.useState(false);
+
+  // Observe visibility changes to trigger remeasurement
+  React.useEffect(() => {
+    if (!inputRef.current) return;
+
+    const observer = new IntersectionObserver(
+      (entries) => {
+        entries.forEach((entry) => {
+          setIsVisible(entry.isIntersecting);
+        });
+      },
+      { threshold: 0.01 }
+    );
+
+    observer.observe(inputRef.current);
+
+    return () => {
+      observer.disconnect();
+    };
+  }, []);
 
   // Measure the actual text width using a hidden span
   React.useEffect(() => {
-    if (spanRef.current) {
+    if (spanRef.current && isVisible) {
       setMeasuredWidth(spanRef.current.offsetWidth);
     }
-  }, [value]);
+  }, [value, isVisible]);
 
-  // Measure placeholder width once on mount
+  // Measure placeholder width when visible
   React.useEffect(() => {
-    if (placeholderSpanRef.current) {
+    if (placeholderSpanRef.current && isVisible) {
       setPlaceholderWidth(placeholderSpanRef.current.offsetWidth);
     }
-  }, [placeholder]);
+  }, [placeholder, isVisible]);
+
+  // Update tooltip position when hovered
+  React.useEffect(() => {
+    if (isHovered && inputRef.current) {
+      const rect = inputRef.current.getBoundingClientRect();
+      setTooltipPosition({
+        top: rect.top - 28,
+        left: rect.left + rect.width / 2,
+      });
+    }
+  }, [isHovered]);
 
   const inputWidth = explicitWidth
     ? `${explicitWidth}ch`
-    : `${Math.max(placeholderWidth, measuredWidth, 50)}px`;
+    : `${Math.max(placeholderWidth, measuredWidth, 80)}px`;
 
   return (
-    <span style={{ display: 'inline', whiteSpace: 'nowrap', position: 'relative' }}>
+    <span
+      style={{ display: 'inline', whiteSpace: 'nowrap', position: 'relative' }}
+      onMouseEnter={() => setIsHovered(true)}
+      onMouseLeave={() => setIsHovered(false)}
+    >
       {/* Hidden span to measure current value width */}
       <span
         ref={spanRef}
@@ -152,7 +191,30 @@ export function EditableValue({
         {placeholder}
       </span>
 
+      {/* Tooltip */}
+      <span
+        style={{
+          position: 'fixed',
+          top: tooltipPosition.top,
+          left: tooltipPosition.left,
+          transform: 'translateX(-50%)',
+          padding: '4px 8px',
+          backgroundColor: 'rgba(0, 0, 0, 0.8)',
+          color: 'white',
+          fontSize: '12px',
+          borderRadius: '4px',
+          whiteSpace: 'nowrap',
+          pointerEvents: 'none',
+          opacity: isHovered ? 1 : 0,
+          transition: 'opacity 0.2s ease-in-out',
+          zIndex: 9999,
+        }}
+      >
+        Edit me!
+      </span>
+
       <input
+        ref={inputRef}
         type={type}
         value={value}
         onChange={(e) => updateValue(placeholder, e.target.value)}
@@ -172,9 +234,10 @@ export function EditableValue({
           margin: 0,
           background: 'transparent',
           border: 'none',
-          borderBottom: '1px dashed rgba(96, 165, 250, 0.5)',
+          borderBottom: '2px dashed rgba(96, 165, 250, 0.5)',
           outline: 'none',
           color: 'inherit',
+          transition: 'border-bottom-color 0.2s ease-in-out',
         }}
       />
     </span>

From 0dc6c75177743ca70fb2bcbb129e110e8dbadf5f Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 16 Oct 2025 10:33:55 -0700
Subject: [PATCH 094/220] Bump cua-mcp-server to v0.1.14

---
 libs/python/mcp-server/.bumpversion.cfg | 2 +-
 libs/python/mcp-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/mcp-server/.bumpversion.cfg b/libs/python/mcp-server/.bumpversion.cfg
index abe0f5e2..072e06cb 100644
--- a/libs/python/mcp-server/.bumpversion.cfg
+++ b/libs/python/mcp-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.13
+current_version = 0.1.14
 commit = True
 tag = True
 tag_name = mcp-server-v{new_version}
diff --git a/libs/python/mcp-server/pyproject.toml b/libs/python/mcp-server/pyproject.toml
index ff4b5986..b844fe36 100644
--- a/libs/python/mcp-server/pyproject.toml
+++ b/libs/python/mcp-server/pyproject.toml
@@ -7,7 +7,7 @@ name = "cua-mcp-server"
 description = "MCP Server for Computer-Use Agent (CUA)"
 readme = "README.md"
 requires-python = ">=3.11"
-version = "0.1.13"
+version = "0.1.14"
 authors = [
     {name = "TryCua", email = "gh@trycua.com"}
 ]

From 94c8403476ee03eeaf0ad07993a3005150a6f5a2 Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Thu, 16 Oct 2025 16:08:58 -0400
Subject: [PATCH 095/220] page events

---
 docs/package.json                           |  1 +
 docs/pnpm-lock.yaml                         | 47 +++++++++++++++
 docs/src/app/api/posthog/[...path]/route.ts | 65 +++++++++++++++++++++
 docs/src/app/layout.tsx                     | 13 ++++-
 docs/src/providers/posthog-provider.tsx     | 41 +++++++++++++
 5 files changed, 164 insertions(+), 3 deletions(-)
 create mode 100644 docs/src/app/api/posthog/[...path]/route.ts
 create mode 100644 docs/src/providers/posthog-provider.tsx

diff --git a/docs/package.json b/docs/package.json
index c6c083c9..d94c168e 100644
--- a/docs/package.json
+++ b/docs/package.json
@@ -16,6 +16,7 @@
     "mermaid": "^11.8.1",
     "next": "15.3.3",
     "next-themes": "^0.4.6",
+    "posthog-js": "^1.276.0",
     "react": "^19.1.0",
     "react-dom": "^19.1.0",
     "remark": "^15.0.1",
diff --git a/docs/pnpm-lock.yaml b/docs/pnpm-lock.yaml
index 21945e6b..21932097 100644
--- a/docs/pnpm-lock.yaml
+++ b/docs/pnpm-lock.yaml
@@ -29,6 +29,9 @@ importers:
       next-themes:
         specifier: ^0.4.6
         version: 0.4.6(react-dom@19.1.0(react@19.1.0))(react@19.1.0)
+      posthog-js:
+        specifier: ^1.276.0
+        version: 1.276.0
       react:
         specifier: ^19.1.0
         version: 19.1.0
@@ -489,6 +492,9 @@ packages:
     resolution: {integrity: sha512-6yB0117ZjsgNevZw3LP+bkrZa9mU/POPVaXgzMPOBbBc35w2P3R+1vMMhEfC06kYCpd5bf0jodBaTkYQW5TVeQ==}
     engines: {node: '>= 20.0.0'}
 
+  '@posthog/core@1.3.0':
+    resolution: {integrity: sha512-hxLL8kZNHH098geedcxCz8y6xojkNYbmJEW+1vFXsmPcExyCXIUUJ/34X6xa9GcprKxd0Wsx3vfJQLQX4iVPhw==}
+
   '@radix-ui/number@1.1.1':
     resolution: {integrity: sha512-MkKCwxlXTgz6CFoJx3pCwn07GKp36+aZyu/u2Ln2VrA5DcdyCZkASEDBTd8x5whTQQL5CiYf4prXKLcgQdv29g==}
 
@@ -1221,6 +1227,9 @@ packages:
   confbox@0.2.2:
     resolution: {integrity: sha512-1NB+BKqhtNipMsov4xI/NnhCKp9XG9NamYp5PVm9klAT0fsrNPjaFICsCFhNhwZJKNh7zB/3q8qXz0E9oaMNtQ==}
 
+  core-js@3.46.0:
+    resolution: {integrity: sha512-vDMm9B0xnqqZ8uSBpZ8sNtRtOdmfShrvT6h2TuQGLs0Is+cR0DYbj/KWP6ALVNbWPpqA/qPLoOuppJN07humpA==}
+
   cose-base@1.0.3:
     resolution: {integrity: sha512-s9whTXInMSgAp/NVXVNuVxVKzGH2qck3aQlVHxDCdAEPgtMKwc4Wq6/QKhgdEdgbLSi9rBTAcPoRa6JpiG4ksg==}
 
@@ -1492,6 +1501,9 @@ packages:
       picomatch:
         optional: true
 
+  fflate@0.4.8:
+    resolution: {integrity: sha512-FJqqoDBR00Mdj9ppamLa/Y7vxm+PRmNWA67N846RvsoYVMKB4q3y/de5PA7gUmRMYK/8CMz2GDZQmCRN1wBcWA==}
+
   fumadocs-core@15.5.1:
     resolution: {integrity: sha512-5eJPJw+BFWFdgrtWPQ9aAZAhhsyuZAwth8OjBd9R77sXoIoae4Y4lJZMq3BeSpJZcuIAOVbSCS+pJhsBAoXJ8g==}
     peerDependencies:
@@ -2012,6 +2024,20 @@ packages:
     resolution: {integrity: sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==}
     engines: {node: ^10 || ^12 || >=14}
 
+  posthog-js@1.276.0:
+    resolution: {integrity: sha512-FYZE1037LrAoKKeUU0pUL7u8WwNK2BVeg5TFApwquVPUdj9h7u5Z077A313hPN19Ar+7Y+VHxqYqdHc4VNsVgw==}
+    peerDependencies:
+      '@rrweb/types': 2.0.0-alpha.17
+      rrweb-snapshot: 2.0.0-alpha.17
+    peerDependenciesMeta:
+      '@rrweb/types':
+        optional: true
+      rrweb-snapshot:
+        optional: true
+
+  preact@10.27.2:
+    resolution: {integrity: sha512-5SYSgFKSyhCbk6SrXyMpqjb5+MQBgfvEKE/OC+PujcY34sOpqtr+0AZQtPYx5IA6VxynQ7rUPCtKzyovpj9Bpg==}
+
   prettier@3.6.2:
     resolution: {integrity: sha512-I7AIg5boAr5R0FFtJ6rCfD+LFsWHp81dolrFD8S79U9tb8Az2nGrJncnMSnys+bpQJfRUzqs9hnA81OAA3hCuQ==}
     engines: {node: '>=14'}
@@ -2317,6 +2343,9 @@ packages:
   vscode-uri@3.0.8:
     resolution: {integrity: sha512-AyFQ0EVmsOZOlAnxoFOGOq1SQDWAB7C6aqMGS23svWAllfOaxbuFvcT8D1i8z3Gyn8fraVeZNNmN6e9bxxXkKw==}
 
+  web-vitals@4.2.4:
+    resolution: {integrity: sha512-r4DIlprAGwJ7YM11VZp4R884m0Vmgr6EAKe3P+kO0PPj3Unqyvv59rczf6UiGcb9Z8QxZVcqKNwv/g0WNdWwsw==}
+
   yallist@5.0.0:
     resolution: {integrity: sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==}
     engines: {node: '>=18'}
@@ -2642,6 +2671,8 @@ snapshots:
 
   '@orama/orama@3.1.7': {}
 
+  '@posthog/core@1.3.0': {}
+
   '@radix-ui/number@1.1.1': {}
 
   '@radix-ui/primitive@1.1.2': {}
@@ -3378,6 +3409,8 @@ snapshots:
 
   confbox@0.2.2: {}
 
+  core-js@3.46.0: {}
+
   cose-base@1.0.3:
     dependencies:
       layout-base: 1.0.2
@@ -3702,6 +3735,8 @@ snapshots:
     optionalDependencies:
       picomatch: 4.0.2
 
+  fflate@0.4.8: {}
+
   fumadocs-core@15.5.1(@types/react@19.1.8)(next@15.3.3(react-dom@19.1.0(react@19.1.0))(react@19.1.0))(react-dom@19.1.0(react@19.1.0))(react@19.1.0):
     dependencies:
       '@formatjs/intl-localematcher': 0.6.1
@@ -4566,6 +4601,16 @@ snapshots:
       picocolors: 1.1.1
       source-map-js: 1.2.1
 
+  posthog-js@1.276.0:
+    dependencies:
+      '@posthog/core': 1.3.0
+      core-js: 3.46.0
+      fflate: 0.4.8
+      preact: 10.27.2
+      web-vitals: 4.2.4
+
+  preact@10.27.2: {}
+
   prettier@3.6.2: {}
 
   property-information@7.1.0: {}
@@ -4934,6 +4979,8 @@ snapshots:
 
   vscode-uri@3.0.8: {}
 
+  web-vitals@4.2.4: {}
+
   yallist@5.0.0: {}
 
   zod@3.25.76: {}
diff --git a/docs/src/app/api/posthog/[...path]/route.ts b/docs/src/app/api/posthog/[...path]/route.ts
new file mode 100644
index 00000000..8db38f2f
--- /dev/null
+++ b/docs/src/app/api/posthog/[...path]/route.ts
@@ -0,0 +1,65 @@
+import { NextRequest, NextResponse } from 'next/server';
+
+export async function GET(
+  request: NextRequest,
+  { params }: { params: Promise<{ path: string[] }> }
+) {
+  const { path } = await params;
+  const url = new URL(request.url);
+
+  const targetUrl = `${process.env.NEXT_PUBLIC_POSTHOG_HOST}/${path.join('/')}${url.search}`;
+
+  try {
+    const response = await fetch(targetUrl, {
+      method: 'GET',
+      headers: {
+        'Content-Type': request.headers.get('Content-Type') || 'application/json',
+      },
+    });
+
+    const data = await response.arrayBuffer();
+    return new NextResponse(data, {
+      status: response.status,
+      headers: {
+        'Content-Type': response.headers.get('Content-Type') || 'application/json',
+      },
+    });
+  } catch (error) {
+    console.error('PostHog proxy error:', error);
+    return new NextResponse('Error proxying request', { status: 500 });
+  }
+}
+
+export async function POST(
+  request: NextRequest,
+  { params }: { params: Promise<{ path: string[] }> }
+) {
+  const { path } = await params;
+  const url = new URL(request.url);
+
+  const targetUrl = `${process.env.NEXT_PUBLIC_POSTHOG_HOST}/${path.join('/')}${url.search}`;
+
+  try {
+    const body = await request.arrayBuffer();
+    const contentType = request.headers.get('Content-Type') || 'application/x-www-form-urlencoded';
+
+    const response = await fetch(targetUrl, {
+      method: 'POST',
+      headers: {
+        'Content-Type': contentType,
+      },
+      body,
+    });
+
+    const data = await response.arrayBuffer();
+    return new NextResponse(data, {
+      status: response.status,
+      headers: {
+        'Content-Type': response.headers.get('Content-Type') || 'application/json',
+      },
+    });
+  } catch (error) {
+    console.error('PostHog proxy error:', error);
+    return new NextResponse('Error proxying request', { status: 500 });
+  }
+}
diff --git a/docs/src/app/layout.tsx b/docs/src/app/layout.tsx
index 2fdc4fea..0aa16d29 100644
--- a/docs/src/app/layout.tsx
+++ b/docs/src/app/layout.tsx
@@ -2,6 +2,8 @@ import './global.css';
 import { RootProvider } from 'fumadocs-ui/provider';
 import { Inter } from 'next/font/google';
 import type { ReactNode } from 'react';
+import { PHProvider, PostHogPageView } from '@/providers/posthog-provider';
+import { Suspense } from 'react';
 
 const inter = Inter({
   subsets: ['latin'],
@@ -14,9 +16,14 @@ export default function Layout({ children }: { children: ReactNode }) {
         <link rel="icon" href="/docs/favicon.ico" sizes="any" />
       </head>
       <body className="flex min-h-screen flex-col">
-        <RootProvider search={{ options: { api: '/docs/api/search' } }}>
-          {children}
-        </RootProvider>
+        <PHProvider>
+          <Suspense fallback={null}>
+            <PostHogPageView />
+          </Suspense>
+          <RootProvider search={{ options: { api: '/docs/api/search' } }}>
+            {children}
+          </RootProvider>
+        </PHProvider>
       </body>
     </html>
   );
diff --git a/docs/src/providers/posthog-provider.tsx b/docs/src/providers/posthog-provider.tsx
new file mode 100644
index 00000000..aa298e5b
--- /dev/null
+++ b/docs/src/providers/posthog-provider.tsx
@@ -0,0 +1,41 @@
+'use client';
+
+import posthog from 'posthog-js';
+import { PostHogProvider } from 'posthog-js/react';
+import { useEffect } from 'react';
+import { usePathname, useSearchParams } from 'next/navigation';
+
+if (typeof window !== 'undefined') {
+  posthog.init(process.env.NEXT_PUBLIC_POSTHOG_API_KEY!, {
+    api_host: '/docs/api/posthog',
+    ui_host: process.env.NEXT_PUBLIC_POSTHOG_HOST,
+    person_profiles: 'always',
+    capture_pageview: false,
+    capture_pageleave: true,
+  });
+}
+
+export function PHProvider({ children }: { children: React.ReactNode }) {
+  return <PostHogProvider client={posthog}>{children}</PostHogProvider>;
+}
+
+export function PostHogPageView(): null {
+  const pathname = usePathname();
+  const searchParams = useSearchParams();
+
+  useEffect(() => {
+    if (pathname) {
+      let url = window.origin + pathname;
+      if (searchParams && searchParams.toString()) {
+        url = url + `?${searchParams.toString()}`;
+      }
+
+      console.log('[PostHog] Capturing pageview:', url);
+      posthog.capture('$pageview', {
+        $current_url: url,
+      });
+    }
+  }, [pathname, searchParams]);
+
+  return null;
+}

From 07c6b98581833753579db5c0eeaa5ac1be74e707 Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Thu, 16 Oct 2025 16:28:25 -0400
Subject: [PATCH 096/220] cookie policy + external links

---
 docs/src/app/layout.tsx                   |  6 ++
 docs/src/components/analytics-tracker.tsx | 71 +++++++++++++++++++++++
 docs/src/components/cookie-consent.tsx    | 44 ++++++++++++++
 docs/src/components/footer.tsx            | 16 +++++
 docs/src/mdx-components.tsx               | 10 ++++
 docs/src/providers/posthog-provider.tsx   |  1 -
 6 files changed, 147 insertions(+), 1 deletion(-)
 create mode 100644 docs/src/components/analytics-tracker.tsx
 create mode 100644 docs/src/components/cookie-consent.tsx
 create mode 100644 docs/src/components/footer.tsx

diff --git a/docs/src/app/layout.tsx b/docs/src/app/layout.tsx
index 0aa16d29..e821184e 100644
--- a/docs/src/app/layout.tsx
+++ b/docs/src/app/layout.tsx
@@ -3,6 +3,9 @@ import { RootProvider } from 'fumadocs-ui/provider';
 import { Inter } from 'next/font/google';
 import type { ReactNode } from 'react';
 import { PHProvider, PostHogPageView } from '@/providers/posthog-provider';
+import { AnalyticsTracker } from '@/components/analytics-tracker';
+import { CookieConsent } from '@/components/cookie-consent';
+import { Footer } from '@/components/footer';
 import { Suspense } from 'react';
 
 const inter = Inter({
@@ -20,9 +23,12 @@ export default function Layout({ children }: { children: ReactNode }) {
           <Suspense fallback={null}>
             <PostHogPageView />
           </Suspense>
+          <AnalyticsTracker />
           <RootProvider search={{ options: { api: '/docs/api/search' } }}>
             {children}
           </RootProvider>
+          <Footer />
+          <CookieConsent />
         </PHProvider>
       </body>
     </html>
diff --git a/docs/src/components/analytics-tracker.tsx b/docs/src/components/analytics-tracker.tsx
new file mode 100644
index 00000000..61f3d5cd
--- /dev/null
+++ b/docs/src/components/analytics-tracker.tsx
@@ -0,0 +1,71 @@
+'use client';
+
+import { useEffect } from 'react';
+import posthog from 'posthog-js';
+
+export function AnalyticsTracker() {
+  useEffect(() => {
+    const handleClick = (e: MouseEvent) => {
+      const target = e.target as HTMLElement;
+      const link = target.closest('a');
+
+      if (!link) return;
+
+      const href = link.href;
+      const text = link.textContent || link.getAttribute('aria-label') || '';
+
+      if (href.includes('github.com/trycua')) {
+        posthog.capture('github_link_clicked', {
+          url: href,
+          link_text: text,
+          page: window.location.pathname,
+        });
+      }
+
+      if (href.includes('discord.com/invite') || href.includes('discord.gg')) {
+        posthog.capture('discord_link_clicked', {
+          url: href,
+          link_text: text,
+          page: window.location.pathname,
+        });
+      }
+
+      if (
+        (href.includes('trycua.com') && !href.includes('trycua.com/docs')) ||
+        href.includes('cua.ai')
+      ) {
+        posthog.capture('main_website_clicked', {
+          url: href,
+          link_text: text,
+          page: window.location.pathname,
+        });
+      }
+
+      if (link.hostname && link.hostname !== window.location.hostname) {
+        if (
+          href.includes('github.com/trycua') ||
+          href.includes('discord.com') ||
+          href.includes('trycua.com') ||
+          href.includes('cua.ai')
+        ) {
+          return;
+        }
+
+        posthog.capture('external_link_clicked', {
+          url: href,
+          link_text: text,
+          page: window.location.pathname,
+          domain: link.hostname,
+        });
+      }
+    };
+
+    document.addEventListener('click', handleClick);
+
+    return () => {
+      document.removeEventListener('click', handleClick);
+    };
+  }, []);
+
+  return null;
+}
diff --git a/docs/src/components/cookie-consent.tsx b/docs/src/components/cookie-consent.tsx
new file mode 100644
index 00000000..7e37733c
--- /dev/null
+++ b/docs/src/components/cookie-consent.tsx
@@ -0,0 +1,44 @@
+'use client';
+
+import { useEffect, useState } from 'react';
+import posthog from 'posthog-js';
+
+export function CookieConsent() {
+  const [isVisible, setIsVisible] = useState(false);
+
+  useEffect(() => {
+    // Check if user has already accepted cookies
+    const hasAccepted = localStorage.getItem('cookie-consent');
+    if (!hasAccepted) {
+      setIsVisible(true);
+    }
+  }, []);
+
+  const handleAccept = () => {
+    localStorage.setItem('cookie-consent', 'accepted');
+    setIsVisible(false);
+
+    // Track cookie acceptance
+    posthog.capture('cookie_consent_accepted', {
+      page: window.location.pathname,
+    });
+  };
+
+  if (!isVisible) return null;
+
+  return (
+    <div className="fixed bottom-0 left-0 right-0 z-50 bg-fd-background border-t border-fd-border shadow-lg">
+      <div className="container mx-auto px-4 py-2 flex flex-col sm:flex-row items-center justify-between gap-3">
+        <p className="text-xs text-fd-muted-foreground">
+          This site uses cookies for website functionality, analytics, and personalized content.
+        </p>
+        <button
+          onClick={handleAccept}
+          className="px-4 py-1 text-xs bg-fd-primary text-fd-primary-foreground rounded hover:opacity-90 transition-opacity whitespace-nowrap"
+        >
+          Okay
+        </button>
+      </div>
+    </div>
+  );
+}
diff --git a/docs/src/components/footer.tsx b/docs/src/components/footer.tsx
new file mode 100644
index 00000000..2aafa33b
--- /dev/null
+++ b/docs/src/components/footer.tsx
@@ -0,0 +1,16 @@
+export function Footer() {
+  return (
+    <footer className="mt-auto border-t border-fd-border py-4">
+      <div className="container mx-auto px-4 flex justify-end">
+        <a
+          href="https://www.cua.ai/cookie-policy"
+          target="_blank"
+          rel="noopener noreferrer"
+          className="text-sm text-fd-muted-foreground hover:text-fd-foreground transition-colors"
+        >
+          Cookie Policy
+        </a>
+      </div>
+    </footer>
+  );
+}
diff --git a/docs/src/mdx-components.tsx b/docs/src/mdx-components.tsx
index 3b27cf8c..4e73fd57 100644
--- a/docs/src/mdx-components.tsx
+++ b/docs/src/mdx-components.tsx
@@ -3,6 +3,12 @@ import * as TabsComponents from 'fumadocs-ui/components/tabs';
 import type { MDXComponents } from 'mdx/types';
 import { Mermaid } from './components/mermaid';
 import IOU from './components/iou';
+import {
+  EditableCodeBlock,
+  EditableValue,
+  EditableForm,
+  EditableInput,
+} from './components/editable-code-block';
 
 // use this function to get MDX components, you will need it for rendering MDX
 export function getMDXComponents(components?: MDXComponents): MDXComponents {
@@ -10,6 +16,10 @@ export function getMDXComponents(components?: MDXComponents): MDXComponents {
     ...defaultMdxComponents,
     Mermaid,
     IOU,
+    EditableCodeBlock,
+    EditableValue,
+    EditableForm,
+    EditableInput,
     ...TabsComponents,
     ...components,
   };
diff --git a/docs/src/providers/posthog-provider.tsx b/docs/src/providers/posthog-provider.tsx
index aa298e5b..eb9b1d9c 100644
--- a/docs/src/providers/posthog-provider.tsx
+++ b/docs/src/providers/posthog-provider.tsx
@@ -30,7 +30,6 @@ export function PostHogPageView(): null {
         url = url + `?${searchParams.toString()}`;
       }
 
-      console.log('[PostHog] Capturing pageview:', url);
       posthog.capture('$pageview', {
         $current_url: url,
       });

From 491e3ffb29b4712caf889c79fe499251b176760e Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Thu, 16 Oct 2025 16:33:28 -0400
Subject: [PATCH 097/220] helpful vs not helpful

---
 docs/src/app/(home)/[[...slug]]/page.tsx |  2 +
 docs/src/components/page-feedback.tsx    | 53 ++++++++++++++++++++++++
 2 files changed, 55 insertions(+)
 create mode 100644 docs/src/components/page-feedback.tsx

diff --git a/docs/src/app/(home)/[[...slug]]/page.tsx b/docs/src/app/(home)/[[...slug]]/page.tsx
index a9a36b4f..20b84e3e 100644
--- a/docs/src/app/(home)/[[...slug]]/page.tsx
+++ b/docs/src/app/(home)/[[...slug]]/page.tsx
@@ -18,6 +18,7 @@ import { ChevronDown, CodeXml, ExternalLink } from 'lucide-react';
 import type { Metadata } from 'next';
 import Link from 'next/link';
 import { notFound, redirect } from 'next/navigation';
+import { PageFeedback } from '@/components/page-feedback';
 
 export default async function Page(props: {
   params: Promise<{ slug?: string[] }>;
@@ -270,6 +271,7 @@ export default async function Page(props: {
             a: createRelativeLink(source, page),
           })}
         />
+        <PageFeedback />
       </DocsBody>
     </DocsPage>
   );
diff --git a/docs/src/components/page-feedback.tsx b/docs/src/components/page-feedback.tsx
new file mode 100644
index 00000000..f7067aec
--- /dev/null
+++ b/docs/src/components/page-feedback.tsx
@@ -0,0 +1,53 @@
+'use client';
+
+import { useState } from 'react';
+import posthog from 'posthog-js';
+import { ThumbsUp, ThumbsDown } from 'lucide-react';
+
+export function PageFeedback() {
+  const [feedback, setFeedback] = useState<'helpful' | 'not_helpful' | null>(null);
+
+  const handleFeedback = (isHelpful: boolean) => {
+    const feedbackType = isHelpful ? 'helpful' : 'not_helpful';
+    setFeedback(feedbackType);
+
+    posthog.capture(`page_feedback_${feedbackType}`, {
+      page: window.location.pathname,
+      page_title: document.title,
+    });
+  };
+
+  return (
+    <div className="mt-8 pt-4 border-t border-fd-border">
+      {feedback === null ? (
+        <div className="flex flex-col sm:flex-row items-center justify-between gap-3">
+          <p className="text-sm text-fd-muted-foreground">Was this page helpful?</p>
+          <div className="flex gap-2">
+            <button
+              onClick={() => handleFeedback(true)}
+              className="flex items-center gap-1.5 px-3 py-1.5 text-sm hover:bg-fd-accent rounded transition-colors"
+              aria-label="This page was helpful"
+            >
+              <ThumbsUp className="w-4 h-4" />
+              Yes
+            </button>
+            <button
+              onClick={() => handleFeedback(false)}
+              className="flex items-center gap-1.5 px-3 py-1.5 text-sm hover:bg-fd-accent rounded transition-colors"
+              aria-label="This page was not helpful"
+            >
+              <ThumbsDown className="w-4 h-4" />
+              No
+            </button>
+          </div>
+        </div>
+      ) : (
+        <p className="text-sm text-fd-muted-foreground text-left">
+          {feedback === 'helpful'
+            ? 'Thanks for your feedback!'
+            : 'Thanks for your feedback. We\'ll work on improving this page.'}
+        </p>
+      )}
+    </div>
+  );
+}

From 57e30b8973e035d0dad98c9207f45e9d97b350a1 Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Thu, 16 Oct 2025 18:16:31 -0400
Subject: [PATCH 098/220] explain how to use posthog

---
 docs/.env.example | 2 ++
 docs/README.md    | 8 ++++++++
 2 files changed, 10 insertions(+)
 create mode 100644 docs/.env.example

diff --git a/docs/.env.example b/docs/.env.example
new file mode 100644
index 00000000..01693726
--- /dev/null
+++ b/docs/.env.example
@@ -0,0 +1,2 @@
+NEXT_PUBLIC_POSTHOG_API_KEY=
+NEXT_PUBLIC_POSTHOG_HOST= 
\ No newline at end of file
diff --git a/docs/README.md b/docs/README.md
index b6f494e5..18ddff9a 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -34,6 +34,14 @@ A `source.config.ts` config file has been included, you can customise different
 
 Read the [Introduction](https://fumadocs.dev/docs/mdx) for further details.
 
+## Setup Telemetry
+
+We use PostHog for telemetry to improve the clarity and structure of our documentation. Start by copying the `.env.example` and adding in your PostHog API key and host.
+
+```bash
+cp .env.example .env
+```
+
 ## Learn More
 
 To learn more about Next.js and Fumadocs, take a look at the following

From b7fc207ba7865f48eb5d87c360a628035d4b7beb Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Thu, 16 Oct 2025 21:00:01 -0400
Subject: [PATCH 099/220] handler for 204

---
 docs/src/app/api/posthog/[...path]/route.ts | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/docs/src/app/api/posthog/[...path]/route.ts b/docs/src/app/api/posthog/[...path]/route.ts
index 8db38f2f..24e2e751 100644
--- a/docs/src/app/api/posthog/[...path]/route.ts
+++ b/docs/src/app/api/posthog/[...path]/route.ts
@@ -17,6 +17,11 @@ export async function GET(
       },
     });
 
+    // Handle 204 No Content responses
+    if (response.status === 204) {
+      return new NextResponse(null, { status: 204 });
+    }
+
     const data = await response.arrayBuffer();
     return new NextResponse(data, {
       status: response.status,
@@ -51,6 +56,11 @@ export async function POST(
       body,
     });
 
+    // Handle 204 No Content responses
+    if (response.status === 204) {
+      return new NextResponse(null, { status: 204 });
+    }
+
     const data = await response.arrayBuffer();
     return new NextResponse(data, {
       status: response.status,

From 0d16571d401c137e5e7e57d421b58c66e5c2330a Mon Sep 17 00:00:00 2001
From: masterbatcoderman10 <suhaib.athar@gmail.com>
Date: Fri, 17 Oct 2025 11:40:33 +0400
Subject: [PATCH 100/220] Fix: Corrected f-string syntax error in agent.py

---
 libs/python/agent/agent/agent.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/agent/agent/agent.py b/libs/python/agent/agent/agent.py
index 9339e9a8..fb119a68 100644
--- a/libs/python/agent/agent/agent.py
+++ b/libs/python/agent/agent/agent.py
@@ -533,7 +533,7 @@ class ComputerAgent:
                 # Perform function call
                 function = self._get_tool(item.get("name"))
                 if not function:
-                    raise ToolError(f"Function {item.get("name")} not found")
+                    raise ToolError(f"Function {item.get('name')} not found")
             
                 args = json.loads(item.get("arguments"))
 

From 090edb8f3356d0cc3177c889bcc006a9f3fbb70f Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 17 Oct 2025 10:49:32 -0400
Subject: [PATCH 101/220] Fix torch dependency in cua-agent

---
 libs/python/agent/agent/loops/moondream3.py | 21 +++++++++++++--------
 libs/python/agent/pyproject.toml            |  5 +++++
 2 files changed, 18 insertions(+), 8 deletions(-)

diff --git a/libs/python/agent/agent/loops/moondream3.py b/libs/python/agent/agent/loops/moondream3.py
index 140c9cb4..5f6a85fd 100644
--- a/libs/python/agent/agent/loops/moondream3.py
+++ b/libs/python/agent/agent/loops/moondream3.py
@@ -20,8 +20,6 @@ import io
 from typing import Dict, List, Any, Optional, Tuple, Any
 
 from PIL import Image, ImageDraw, ImageFont
-import torch
-from transformers import AutoModelForCausalLM
 import litellm
 
 from ..decorators import register_agent
@@ -41,12 +39,19 @@ def get_moondream_model() -> Any:
     """Get a singleton instance of the Moondream3 preview model."""
     global _MOONDREAM_SINGLETON
     if _MOONDREAM_SINGLETON is None:
-        _MOONDREAM_SINGLETON = AutoModelForCausalLM.from_pretrained(
-            "moondream/moondream3-preview",
-            trust_remote_code=True,
-            torch_dtype=torch.bfloat16,
-            device_map="cuda",
-        )
+        try:
+            import torch
+            from transformers import AutoModelForCausalLM
+            _MOONDREAM_SINGLETON = AutoModelForCausalLM.from_pretrained(
+                "moondream/moondream3-preview",
+                trust_remote_code=True,
+                torch_dtype=torch.bfloat16,
+                device_map="cuda",
+            )
+        except ImportError as e:
+            raise RuntimeError(
+                "moondream3 requires torch and transformers. Install with: pip install cua-agent[moondream3]"
+            ) from e
     return _MOONDREAM_SINGLETON
 
 
diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index e9064f49..de735b7f 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -60,6 +60,11 @@ internvl-hf = [
     "einops",
     "timm"
 ]
+moondream3 = [
+    "accelerate",
+    "torch",
+    "transformers>=4.55.0"
+]
 ui = [
     "gradio>=5.23.3",
     "python-dotenv>=1.0.1",

From 2f95f5ed82773c5270fd60a4c1866a4c8d56f7b7 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 17 Oct 2025 10:50:15 -0400
Subject: [PATCH 102/220] Bump version

---
 libs/python/agent/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index de735b7f..43cd9d88 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-agent"
-version = "0.4.33"
+version = "0.4.34"
 description = "CUA (Computer Use) Agent for AI-driven computer interaction"
 readme = "README.md"
 authors = [

From 8b1d667f4229ec09f9dbaa1c827616a6f96d3481 Mon Sep 17 00:00:00 2001
From: Adam <wangadam019@gmail.com>
Date: Sat, 18 Oct 2025 16:13:14 -0400
Subject: [PATCH 103/220] changing c/ua to cua

---
 blog/bringing-computer-use-to-the-web.md         | 16 ++++++++--------
 .../docs/agent-sdk/benchmarks/introduction.mdx   |  8 ++++----
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/blog/bringing-computer-use-to-the-web.md b/blog/bringing-computer-use-to-the-web.md
index a5593c12..196af3d1 100644
--- a/blog/bringing-computer-use-to-the-web.md
+++ b/blog/bringing-computer-use-to-the-web.md
@@ -2,9 +2,9 @@
 
 *Published on August 5, 2025 by Morgan Dean*
 
-In one of our original posts, we explored building Computer-Use Operators on macOS - first with a [manual implementation](build-your-own-operator-on-macos-1.md) using OpenAI's `computer-use-preview` model, then with our [cua-agent framework](build-your-own-operator-on-macos-2.md) for Python developers. While these tutorials have been incredibly popular, we've received consistent feedback from our community: **"Can we use C/ua with JavaScript and TypeScript?"**
+In one of our original posts, we explored building Computer-Use Operators on macOS - first with a [manual implementation](build-your-own-operator-on-macos-1.md) using OpenAI's `computer-use-preview` model, then with our [cua-agent framework](build-your-own-operator-on-macos-2.md) for Python developers. While these tutorials have been incredibly popular, we've received consistent feedback from our community: **"Can we use Cua with JavaScript and TypeScript?"**
 
-Today, we're excited to announce the release of the **`@trycua/computer` Web SDK** - a new library that allows you to control your C/ua cloud containers from any JavaScript or TypeScript project. With this library, you can click, type, and grab screenshots from your cloud containers - no extra servers required.
+Today, we're excited to announce the release of the **`@trycua/computer` Web SDK** - a new library that allows you to control your Cua cloud containers from any JavaScript or TypeScript project. With this library, you can click, type, and grab screenshots from your cloud containers - no extra servers required.
 
 With this new SDK, you can easily develop CUA experiences like the one below, which we will release soon as open source.
 
@@ -19,7 +19,7 @@ Let’s see how it works.
 By the end of this tutorial, you'll be able to:
 
 - Set up the `@trycua/computer` npm library in any JavaScript/TypeScript project
-- Connect OpenAI's computer-use model to C/ua cloud containers from web applications
+- Connect OpenAI's computer-use model to Cua cloud containers from web applications
 - Build computer-use agents that work in Node.js, React, Vue, or any web framework
 - Handle different types of computer actions (clicking, typing, scrolling) from web code
 - Implement the complete computer-use loop in JavaScript/TypeScript
@@ -30,7 +30,7 @@ By the end of this tutorial, you'll be able to:
 - Node.js 16+ and npm/yarn/pnpm
 - Basic JavaScript or TypeScript knowledge
 - OpenAI API access (Tier 3+ for computer-use-preview)
-- C/ua cloud container credits ([get started here](https://trycua.com/pricing))
+- Cua cloud container credits ([get started here](https://trycua.com/pricing))
 
 **Estimated Time:** 45-60 minutes
 
@@ -47,9 +47,9 @@ At the time of writing, the **computer-use-preview** model has limited availabil
 
 Luckily, the `@trycua/computer` library can be used in conjunction with other models, like [Anthropic’s Computer Use](https://docs.anthropic.com/en/docs/agents-and-tools/tool-use/computer-use-tool) or [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B). You’ll just have to write your own handler to parse the model output for interfacing with the container.
 
-### C/ua Cloud Containers
+### Cua Cloud Containers
 
-To follow this guide, you’ll need access to a C/ua cloud container.
+To follow this guide, you’ll need access to a Cua cloud container.
 
 Getting access is simple: purchase credits from our [pricing page](https://trycua.com/pricing), then create and provision a new container instance from the [dashboard](https://trycua.com/dashboard/containers). With your container running, you'll be ready to leverage the web SDK and bring automation to your JavaScript or TypeScript applications.
 
@@ -142,7 +142,7 @@ Each response contains:
 
 ## Implementation Guide
 
-### Provision a C/ua Cloud Container
+### Provision a Cua Cloud Container
 
   1. Visit [trycua.com](https://trycua.com), sign up, purchase [credits](https://trycua.com/pricing), and create a new container instance from the [dashboard](https://trycua.com/dashboard).
   2. Create an API key from the dashboard — be sure to save it in a secure location before continuing.
@@ -159,7 +159,7 @@ Each response contains:
 
       Works with any JavaScript/TypeScript project setup - whether you're using Create React App, Next.js, Vue, Angular, or plain JavaScript.
 
-  2. Save your OpenAI API key, C/ua API key, and container name to a `.env` file:
+  2. Save your OpenAI API key, Cua API key, and container name to a `.env` file:
 
       ```bash
       OPENAI_API_KEY=openai-api-key
diff --git a/docs/content/docs/agent-sdk/benchmarks/introduction.mdx b/docs/content/docs/agent-sdk/benchmarks/introduction.mdx
index 3f2251f8..ed4015a9 100644
--- a/docs/content/docs/agent-sdk/benchmarks/introduction.mdx
+++ b/docs/content/docs/agent-sdk/benchmarks/introduction.mdx
@@ -1,9 +1,9 @@
 ---
 title: Introduction
-description: Overview of benchmarking in the c/ua agent framework
+description: Overview of benchmarking in the cua agent framework
 ---
 
-The c/ua agent framework uses benchmarks to test the performance of supported models and providers at various agentic tasks.
+The cua agent framework uses benchmarks to test the performance of supported models and providers at various agentic tasks.
 
 ## Benchmark Types
 
@@ -13,7 +13,7 @@ Computer-Agent benchmarks evaluate two key capabilities:
 
 ## Using State-of-the-Art Models
 
-Let's see how to use the SOTA vision-language models in the c/ua agent framework.
+Let's see how to use the SOTA vision-language models in the cua agent framework.
 
 ### Plan Generation + Coordinate Generation
 
@@ -46,7 +46,7 @@ agent.predict_click("find the button to open the settings") # (27, 450)
 
 ### Composed Agent
 
-The c/ua agent framework also supports composed agents, which combine a planning model with a clicking model for the best of both worlds. Any liteLLM model can be used as the plan generation model.
+The cua agent framework also supports composed agents, which combine a planning model with a clicking model for the best of both worlds. Any liteLLM model can be used as the plan generation model.
 
 ```python
 # It can be paired with any LLM to form a composed agent:

From af516021f0101e89ba4fe55576925682d53c78ff Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Sat, 18 Oct 2025 16:33:15 -0400
Subject: [PATCH 104/220] Update README.md

Changing "cua" to "Cua"
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index bc559e7f..95382617 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@
 >> **Track B (Remote)**: 🏆 ~~Prize: **Cash award**.~~ **Concluded - Winners will be announced soon**    
 >>> ~~👉 Sign up here: [trycua.com/hackathon](https://www.trycua.com/hackathon)~~
 
-**cua** ("koo-ah") is Docker for [Computer-Use Agents](https://www.oneusefulthing.org/p/when-you-give-a-claude-a-mouse) - it enables AI agents to control full operating systems in virtual containers and deploy them locally or to the cloud.
+**Cua** ("koo-ah") is Docker for [Computer-Use Agents](https://www.oneusefulthing.org/p/when-you-give-a-claude-a-mouse) - it enables AI agents to control full operating systems in virtual containers and deploy them locally or to the cloud.
 
 <div align="center">
   <video src="https://github.com/user-attachments/assets/c619b4ea-bb8e-4382-860e-f3757e36af20" width="600" controls></video>
@@ -26,7 +26,7 @@
 
 With the Computer SDK, you can:
 - automate Windows, Linux, and macOS VMs with a consistent, [pyautogui-like API](https://docs.trycua.com/docs/libraries/computer#interface-actions)
-- create & manage VMs [locally](https://docs.trycua.com/docs/computer-sdk/computers#cua-local-containers) or using [cua cloud](https://www.trycua.com/)
+- create & manage VMs [locally](https://docs.trycua.com/docs/computer-sdk/computers#cua-local-containers) or using [Cua cloud](https://www.trycua.com/)
 
 With the Agent SDK, you can:
 - run computer-use models with a [consistent schema](https://docs.trycua.com/docs/agent-sdk/message-format)

From a220f4f0df45f155c0679725aeec2298cc1bfd36 Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Sat, 18 Oct 2025 16:34:52 -0400
Subject: [PATCH 105/220] Update Development.md

Changing "cua" to "Cua"
---
 Development.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Development.md b/Development.md
index be281dc8..19ed9197 100644
--- a/Development.md
+++ b/Development.md
@@ -178,7 +178,7 @@ This will:
 
 ## Code Formatting Standards
 
-The cua project follows strict code formatting standards to ensure consistency across all packages.
+The Cua project follows strict code formatting standards to ensure consistency across all packages.
 
 ### Python Code Formatting
 

From 974135ba89fd17735da3fbb67b188e7a736536ea Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Sat, 18 Oct 2025 16:35:12 -0400
Subject: [PATCH 106/220] Update CONTRIBUTING.md

Changing "cua" to "Cua"
---
 CONTRIBUTING.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index ed05c47b..346f2314 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,6 +1,6 @@
-# Contributing to cua
+# Contributing to Cua
 
-We deeply appreciate your interest in contributing to cua! Whether you're reporting bugs, suggesting enhancements, improving docs, or submitting pull requests, your contributions help improve the project for everyone.
+We deeply appreciate your interest in contributing to Cua! Whether you're reporting bugs, suggesting enhancements, improving docs, or submitting pull requests, your contributions help improve the project for everyone.
 
 ## Reporting Bugs
 

From 23d149f9f1a57567495586e051704ff53a71c38b Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Sat, 18 Oct 2025 16:58:23 -0400
Subject: [PATCH 107/220] Capitalized "cua"

Changing "cua" to "Cua"
---
 .../agent-sdk/benchmarks/introduction.mdx     |  8 ++++----
 .../local-models.mdx                          |  2 +-
 docs/content/docs/computer-sdk/computers.mdx  |  4 ++--
 docs/content/docs/example-usecases/meta.json  |  2 +-
 docs/content/docs/index.mdx                   |  6 +++---
 docs/content/docs/quickstart-cli.mdx          | 20 +++++++++----------
 docs/src/app/layout.config.tsx                |  4 ++--
 scripts/playground-docker.sh                  |  2 +-
 8 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/docs/content/docs/agent-sdk/benchmarks/introduction.mdx b/docs/content/docs/agent-sdk/benchmarks/introduction.mdx
index ed4015a9..7f15b6a8 100644
--- a/docs/content/docs/agent-sdk/benchmarks/introduction.mdx
+++ b/docs/content/docs/agent-sdk/benchmarks/introduction.mdx
@@ -1,9 +1,9 @@
 ---
 title: Introduction
-description: Overview of benchmarking in the cua agent framework
+description: Overview of benchmarking in the Cua agent framework
 ---
 
-The cua agent framework uses benchmarks to test the performance of supported models and providers at various agentic tasks.
+The Cua agent framework uses benchmarks to test the performance of supported models and providers at various agentic tasks.
 
 ## Benchmark Types
 
@@ -13,7 +13,7 @@ Computer-Agent benchmarks evaluate two key capabilities:
 
 ## Using State-of-the-Art Models
 
-Let's see how to use the SOTA vision-language models in the cua agent framework.
+Let's see how to use the SOTA vision-language models in the Cua agent framework.
 
 ### Plan Generation + Coordinate Generation
 
@@ -46,7 +46,7 @@ agent.predict_click("find the button to open the settings") # (27, 450)
 
 ### Composed Agent
 
-The cua agent framework also supports composed agents, which combine a planning model with a clicking model for the best of both worlds. Any liteLLM model can be used as the plan generation model.
+The Cua agent framework also supports composed agents, which combine a planning model with a clicking model for the best of both worlds. Any liteLLM model can be used as the plan generation model.
 
 ```python
 # It can be paired with any LLM to form a composed agent:
diff --git a/docs/content/docs/agent-sdk/supported-model-providers/local-models.mdx b/docs/content/docs/agent-sdk/supported-model-providers/local-models.mdx
index 0ba9d1e6..b147a538 100644
--- a/docs/content/docs/agent-sdk/supported-model-providers/local-models.mdx
+++ b/docs/content/docs/agent-sdk/supported-model-providers/local-models.mdx
@@ -2,7 +2,7 @@
 title: Running Models Locally
 ---
 
-You can run open-source LLMs and vision models on your own machine using cua, without relying on cloud APIs. This is ideal for development, privacy, or running on air-gapped systems.
+You can run open-source LLMs and vision models on your own machine using Cua, without relying on cloud APIs. This is ideal for development, privacy, or running on air-gapped systems.
 
 ## Hugging Face (transformers)
 
diff --git a/docs/content/docs/computer-sdk/computers.mdx b/docs/content/docs/computer-sdk/computers.mdx
index 1c3558da..d666bd99 100644
--- a/docs/content/docs/computer-sdk/computers.mdx
+++ b/docs/content/docs/computer-sdk/computers.mdx
@@ -1,6 +1,6 @@
 ---
 title: Cua Computers
-description: Understanding cua computer types and connection methods
+description: Understanding Cua computer types and connection methods
 ---
 
 <Callout>A corresponding <a href="https://github.com/trycua/cua/blob/main/notebooks/computer_nb.ipynb" target="_blank">Jupyter Notebook</a> and <a href="https://github.com/trycua/cua/tree/main/examples/computer-example-ts" target="_blank">NodeJS project</a> are available for this documentation.</Callout>
@@ -152,7 +152,7 @@ await computer.run() # Launch & connect to Windows Sandbox
 /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
 ```
 
-2. Start a local cua macOS VM
+2. Start a local Cua macOS VM
 
 ```bash
 lume run macos-sequoia-cua:latest
diff --git a/docs/content/docs/example-usecases/meta.json b/docs/content/docs/example-usecases/meta.json
index 8d3e4092..13cbe81e 100644
--- a/docs/content/docs/example-usecases/meta.json
+++ b/docs/content/docs/example-usecases/meta.json
@@ -1,6 +1,6 @@
 {
 	"title": "Example Use Cases",
-	"description": "Real-world examples of building with cua",
+	"description": "Real-world examples of building with Cua",
 	"pages": [
 		"form-filling"
 	]
diff --git a/docs/content/docs/index.mdx b/docs/content/docs/index.mdx
index 22d5986e..65b12e24 100644
--- a/docs/content/docs/index.mdx
+++ b/docs/content/docs/index.mdx
@@ -12,12 +12,12 @@ Cua is a framework for automating Windows, Mac, and Linux apps powered by comput
 Cua makes every stage of computer-using agent development simple:
 
 - **Development**: Use any LLM provider with liteLLM. The agent SDK makes multiple agent loop providers, trajectory tracing, caching, and budget management easy
-- **Containerization**: cua offers Docker containers pre-installed with everything needed for AI-powered RPA
-- **Deployment**: cua cloud gives you a production-ready cloud environment for your assistants
+- **Containerization**: Cua offers Docker containers pre-installed with everything needed for AI-powered RPA
+- **Deployment**: Cua cloud gives you a production-ready cloud environment for your assistants
 
 <div className="grid grid-cols-1 md:grid-cols-2 gap-6 mt-8">
   <Card icon={<Monitor />} href="/quickstart-ui" title="Quickstart (UI)">
-    Try the cua Agent UI in your browser—no coding required.
+    Try the Cua Agent UI in your browser—no coding required.
   </Card>
   <Card icon={<Code />} href="/quickstart-devs" title="Quickstart (Developers)">
     Build with Python—full SDK and agent code examples.
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index 7bf53773..c3455bbe 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -1,6 +1,6 @@
 ---
 title: Quickstart (CLI)
-description: Get started with the cua Agent CLI in 4 steps
+description: Get started with the Cua Agent CLI in 4 steps
 icon: Rocket
 ---
 
@@ -8,14 +8,14 @@ import { Step, Steps } from 'fumadocs-ui/components/steps';
 import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
 import { Accordion, Accordions } from 'fumadocs-ui/components/accordion';
 
-Get up and running with the cua Agent CLI in 4 simple steps.
+Get up and running with the Cua Agent CLI in 4 simple steps.
 
 <Steps>
 <Step>
 
 ## Introduction
 
-cua combines Computer (interface) + Agent (AI) for automating desktop apps. The Agent CLI provides a clean terminal interface to control your remote computer using natural language commands.
+Cua combines Computer (interface) + Agent (AI) for automating desktop apps. The Agent CLI provides a clean terminal interface to control your remote computer using natural language commands.
 
 </Step>
 
@@ -23,7 +23,7 @@ cua combines Computer (interface) + Agent (AI) for automating desktop apps. The
 
 ## Set Up Your Computer Environment
 
-Choose how you want to run your cua computer. **Cloud Sandbox is recommended** for the easiest setup:
+Choose how you want to run your Cua computer. **Cloud Sandbox is recommended** for the easiest setup:
 
 <Tabs items={['☁️ Cloud Sandbox (Recommended)', 'Linux on Docker', 'Windows Sandbox', 'macOS VM']}>
   <Tab value="☁️ Cloud Sandbox (Recommended)">
@@ -81,7 +81,7 @@ Choose how you want to run your cua computer. **Cloud Sandbox is recommended** f
     /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
     ```
 
-    2. Start a local cua macOS VM
+    2. Start a local Cua macOS VM
 
     ```bash
     lume run macos-sequoia-cua:latest
@@ -94,7 +94,7 @@ Choose how you want to run your cua computer. **Cloud Sandbox is recommended** f
 
 <Step>
 
-## Install cua
+## Install Cua
 
 <Accordions type="single" defaultValue="uv">
 
@@ -128,7 +128,7 @@ powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | ie
 
 ```bash
 uv python install 3.12
-# uv will install cua dependencies automatically when you use --with "cua-agent[cli]"
+# uv will install Cua dependencies automatically when you use --with "cua-agent[cli]"
 ```
 
 </Accordion>
@@ -178,7 +178,7 @@ conda create -n cua python=3.12
 conda activate cua
 ```
 
-### Install cua
+### Install Cua
 
 ```bash
 pip install "cua-agent[cli]" cua-computer
@@ -188,7 +188,7 @@ pip install "cua-agent[cli]" cua-computer
 
 <Accordion title="pip" value="pip">
 
-### Install cua
+### Install Cua
 
 ```bash
 pip install "cua-agent[cli]" cua-computer
@@ -202,7 +202,7 @@ pip install "cua-agent[cli]" cua-computer
 
 <Step>
 
-## Run cua CLI
+## Run Cua CLI
 
 Choose your preferred AI model:
 
diff --git a/docs/src/app/layout.config.tsx b/docs/src/app/layout.config.tsx
index f29509bd..d43acae6 100644
--- a/docs/src/app/layout.config.tsx
+++ b/docs/src/app/layout.config.tsx
@@ -42,14 +42,14 @@ export const baseOptions: BaseLayoutProps = {
   links: [
     {
       url: 'https://trycua.com',
-      text: 'cua home',
+      text: 'Cua home',
       type: 'icon',
       icon: <HomeIcon />,
       external: false,
     },
     {
       url: 'https://discord.com/invite/mVnXXpdE85',
-      text: 'cua discord',
+      text: 'Cua discord',
       type: 'icon',
       icon: (
         <>
diff --git a/scripts/playground-docker.sh b/scripts/playground-docker.sh
index 8a798464..27b18207 100644
--- a/scripts/playground-docker.sh
+++ b/scripts/playground-docker.sh
@@ -60,7 +60,7 @@ DEMO_DIR="$HOME/.cua"
 mkdir -p "$DEMO_DIR"
 
 
-# Check if we're already in the cua repository
+# Check if we're already in the Cua repository
 # Look for the specific trycua identifier in pyproject.toml
 if [[ -f "pyproject.toml" ]] && grep -q "gh@trycua.com" "pyproject.toml"; then
   print_success "Already in Cua repository - using current directory"

From 700c5c3badce1686fc19f9e1f3f298684ab9ae44 Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Sat, 18 Oct 2025 17:01:24 -0400
Subject: [PATCH 108/220] package.json description name capitalization

Changing "cua" to "Cua"
---
 libs/typescript/computer/package.json | 2 +-
 libs/typescript/core/package.json     | 2 +-
 libs/typescript/package.json          | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/libs/typescript/computer/package.json b/libs/typescript/computer/package.json
index b9d3b76e..1f777ac2 100644
--- a/libs/typescript/computer/package.json
+++ b/libs/typescript/computer/package.json
@@ -2,7 +2,7 @@
   "name": "@trycua/computer",
   "version": "0.1.3",
   "packageManager": "pnpm@10.11.0",
-  "description": "Typescript SDK for cua computer interaction",
+  "description": "Typescript SDK for Cua computer interaction",
   "type": "module",
   "license": "MIT",
   "homepage": "https://github.com/trycua/cua/tree/feature/computer/typescript/libs/typescript/computer",
diff --git a/libs/typescript/core/package.json b/libs/typescript/core/package.json
index 21b592d9..5c76d5d0 100644
--- a/libs/typescript/core/package.json
+++ b/libs/typescript/core/package.json
@@ -2,7 +2,7 @@
   "name": "@trycua/core",
   "version": "0.1.3",
   "packageManager": "pnpm@10.11.0",
-  "description": "Typescript SDK for cua core.",
+  "description": "Typescript SDK for Cua core.",
   "type": "module",
   "license": "MIT",
   "homepage": "https://github.com/trycua/cua/tree/feature/computer/typescript/libs/typescript/computer",
diff --git a/libs/typescript/package.json b/libs/typescript/package.json
index 530b3b0e..4e9df492 100644
--- a/libs/typescript/package.json
+++ b/libs/typescript/package.json
@@ -1,7 +1,7 @@
 {
   "name": "cua-ts",
   "version": "1.0.0",
-  "description": "The cua typescript libs.",
+  "description": "The Cua typescript libs.",
   "keywords": [],
   "author": "cua",
   "license": "MIT",

From 4ac951986793e7b57d418a0991bf0dec0830ee03 Mon Sep 17 00:00:00 2001
From: Adam <62897873+YeIIcw@users.noreply.github.com>
Date: Sat, 18 Oct 2025 17:01:49 -0400
Subject: [PATCH 109/220] Update quickstart-cli.mdx

Changing "cua" to "Cua"
---
 docs/content/docs/quickstart-cli.mdx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index c3455bbe..c89aee57 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -312,8 +312,8 @@ python -m agent.cli omniparser+ollama_chat/llama3.2:latest
 
 If you haven't set up environment variables, the CLI will guide you through the setup:
 
-1. **Sandbox Name**: Enter your cua sandbox name (or get one at [trycua.com](https://www.trycua.com/))
-2. **CUA API Key**: Enter your cua API key
+1. **Sandbox Name**: Enter your Cua sandbox name (or get one at [trycua.com](https://www.trycua.com/))
+2. **CUA API Key**: Enter your Cua API key
 3. **Provider API Key**: Enter your AI provider API key (OpenAI, Anthropic, etc.)
 
 ### Start Chatting

From c718ccb393a92655581c12d40814e899e6c9b6c5 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Sun, 19 Oct 2025 21:10:01 -0700
Subject: [PATCH 110/220] Don't load environment variables

---
 scripts/build-uv.sh | 12 ------------
 1 file changed, 12 deletions(-)

diff --git a/scripts/build-uv.sh b/scripts/build-uv.sh
index 3b1db41a..7d8c2e5d 100755
--- a/scripts/build-uv.sh
+++ b/scripts/build-uv.sh
@@ -86,18 +86,6 @@ if ! check_uv; then
     install_uv
 fi
 
-# Load environment variables from .env.local
-if [ -f .env.local ]; then
-    print_step "Loading environment variables from .env.local..."
-    set -a
-    source .env.local
-    set +a
-    print_success "Environment variables loaded"
-else
-    print_error ".env.local file not found"
-    exit 1
-fi
-
 # Clean up existing environments and cache
 print_step "Cleaning up existing environments..."
 find . -type d -name "__pycache__" -exec rm -rf {} + 2>/dev/null || true

From 4a00635e174acb08152d3488aa3d1a5dedf9c112 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Sun, 19 Oct 2025 21:10:16 -0700
Subject: [PATCH 111/220] Don't create .env for VS Code

---
 scripts/build-uv.sh | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/scripts/build-uv.sh b/scripts/build-uv.sh
index 7d8c2e5d..487385dd 100755
--- a/scripts/build-uv.sh
+++ b/scripts/build-uv.sh
@@ -160,10 +160,6 @@ install_package "libs/python/mcp-server" "mcp-server"
 print_step "Installing development dependencies with UV..."
 uv pip install -e ".[dev,test,docs]"
 
-# Create a .env file for VS Code to use the virtual environment
-print_step "Creating .env file for VS Code..."
-echo "PYTHONPATH=${PROJECT_ROOT}/libs/python/core:${PROJECT_ROOT}/libs/python/computer:${PROJECT_ROOT}/libs/python/agent:${PROJECT_ROOT}/libs/python/som:${PROJECT_ROOT}/libs/python/pylume:${PROJECT_ROOT}/libs/python/computer-server:${PROJECT_ROOT}/libs/python/mcp-server" > .env
-
 print_success "All packages installed successfully with UV!"
 print_step "Your virtual environment is ready. To activate it:"
 echo "  source .venv/bin/activate"

From 311c80aceaa9e88ea8ed80fa2b82cfc5d2227df7 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Sun, 19 Oct 2025 21:11:17 -0700
Subject: [PATCH 112/220] Remove extra cleanup

---
 scripts/build-uv.sh | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/scripts/build-uv.sh b/scripts/build-uv.sh
index 487385dd..7bf99bc7 100755
--- a/scripts/build-uv.sh
+++ b/scripts/build-uv.sh
@@ -86,15 +86,6 @@ if ! check_uv; then
     install_uv
 fi
 
-# Clean up existing environments and cache
-print_step "Cleaning up existing environments..."
-find . -type d -name "__pycache__" -exec rm -rf {} + 2>/dev/null || true
-find . -type d -name ".pytest_cache" -exec rm -rf {} + 2>/dev/null || true
-find . -type d -name "dist" -exec rm -rf {} + 2>/dev/null || true
-find . -type d -name ".venv" -exec rm -rf {} + 2>/dev/null || true
-find . -type d -name "*.egg-info" -exec rm -rf {} + 2>/dev/null || true
-print_success "Environment cleanup complete"
-
 # Install Python 3.12 using UV
 print_step "Installing Python 3.12 using UV..."
 uv python install 3.12
@@ -102,6 +93,7 @@ print_success "Python 3.12 installed"
 
 # Create virtual environment using UV
 print_step "Creating virtual environment with UV..."
+rm -rf .venv
 uv venv .venv --python 3.12
 print_success "Virtual environment created"
 

From a847289a8cfe067e2f7c174dc5f28c5446adff29 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Sun, 19 Oct 2025 21:12:37 -0700
Subject: [PATCH 113/220] Remove extra Python installation step

---
 scripts/build-uv.sh | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/scripts/build-uv.sh b/scripts/build-uv.sh
index 7bf99bc7..e5a5b4e2 100755
--- a/scripts/build-uv.sh
+++ b/scripts/build-uv.sh
@@ -86,11 +86,6 @@ if ! check_uv; then
     install_uv
 fi
 
-# Install Python 3.12 using UV
-print_step "Installing Python 3.12 using UV..."
-uv python install 3.12
-print_success "Python 3.12 installed"
-
 # Create virtual environment using UV
 print_step "Creating virtual environment with UV..."
 rm -rf .venv

From 967e80e8453c428889e0a5f10c3fc33013113e43 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 06:20:11 -0700
Subject: [PATCH 114/220] Use virtual environment in VS Code

---
 .vscode/settings.json | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 7e68766a..8281130c 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,3 +1,4 @@
 {
-    "python-envs.pythonProjects": []
+    "python-envs.pythonProjects": [],
+    "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python"
 }
\ No newline at end of file

From b7f5e1dd8949f5b43ebc66f2ff8367a04f21dbec Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 06:22:23 -0700
Subject: [PATCH 115/220] Fix dependency conflict with `transformers`

---
 libs/python/agent/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 43cd9d88..94bde419 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -49,7 +49,7 @@ glm45v-hf = [
 opencua-hf = [
     "accelerate",
     "torch",
-    "transformers==4.53.0",
+    "transformers>=4.53.0",
     "tiktoken>=0.11.0",
     "blobfile>=3.0.0"
 ]

From 012f1394cb94888960bf7c0a97d3d4312ca197f0 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 06:23:13 -0700
Subject: [PATCH 116/220] Remove pylume from pyproject

---
 pyproject.toml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 874d9ed2..61a247f3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,7 +33,6 @@ dev = [
     "-e computer-server @ file:///${PROJECT_ROOT}/libs/python/computer-server",
     "-e cua-som @ file:///${PROJECT_ROOT}/libs/python/som",
     "-e mcp-server @ file:///${PROJECT_ROOT}/libs/python/mcp-server",
-    "-e pylume @ file:///${PROJECT_ROOT}/libs/python/pylume",
     "black>=23.0.0",
     "ipykernel>=6.29.5",
     "jedi>=0.19.2",

From 517d641cc144333d1607aeafb5ce2ce56efde931 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Mon, 20 Oct 2025 10:26:42 -0400
Subject: [PATCH 117/220] Add instructions kwarg to docs

---
 docs/content/docs/agent-sdk/agent-loops.mdx | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/docs/content/docs/agent-sdk/agent-loops.mdx b/docs/content/docs/agent-sdk/agent-loops.mdx
index db1d8455..08dcf07b 100644
--- a/docs/content/docs/agent-sdk/agent-loops.mdx
+++ b/docs/content/docs/agent-sdk/agent-loops.mdx
@@ -136,6 +136,8 @@ The `ComputerAgent` constructor provides a wide range of options for customizing
   Enables prompt caching for repeated prompts (mainly for Anthropic models).
 - `max_trajectory_budget` (`float` | `dict`):
   If set (float or dict), adds a budget manager callback that tracks usage costs and stops execution if the budget is exceeded. Dict allows advanced options (e.g., `{ "max_budget": 5.0, "raise_error": True }`).
+- `instructions` (`str` | `list[str]`):
+  System instructions for the agent. Can be a single string or multiple strings in a tuple/list for readability; they are concatenated into one system prompt.
 - `**kwargs` (`any`):
   Any additional keyword arguments are passed through to the agent loop or model provider.
 
@@ -156,7 +158,11 @@ agent = ComputerAgent(
     max_retries=5,
     screenshot_delay=1.0,
     use_prompt_caching=True,
-    max_trajectory_budget={"max_budget": 5.0, "raise_error": True}
+    max_trajectory_budget={"max_budget": 5.0, "raise_error": True},
+    instructions=(
+        "You are a helpful computer-using agent"
+        "Output computer calls until you complete the given task"
+    )
 )
 ```
 

From b2ccf1be10186349ae63412d106c4b0554fa6e8d Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 06:30:17 -0700
Subject: [PATCH 118/220] Simplify uv build script and switch to uv

---
 pdm.lock            | 6424 -----------------------------------------
 pyproject.toml      |   53 +-
 scripts/build-uv.sh |   56 +-
 uv.lock             | 6587 +++++++++++++++++++++++++++++++++++++++++++
 4 files changed, 6622 insertions(+), 6498 deletions(-)
 delete mode 100644 pdm.lock
 create mode 100644 uv.lock

diff --git a/pdm.lock b/pdm.lock
deleted file mode 100644
index ea0f13d0..00000000
--- a/pdm.lock
+++ /dev/null
@@ -1,6424 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "dev", "docs", "examples", "test"]
-strategy = ["inherit_metadata"]
-lock_version = "4.5.0"
-content_hash = "sha256:06657752e68d859160b5a9762b94979de4ed4bb8d2fc5b12b72b0a33a10d5a28"
-
-[[metadata.targets]]
-requires_python = ">=3.12,<3.14"
-
-[[package]]
-name = "accelerate"
-version = "1.10.1"
-requires_python = ">=3.9.0"
-summary = "Accelerate"
-groups = ["dev"]
-dependencies = [
-    "huggingface-hub>=0.21.0",
-    "numpy<3.0.0,>=1.17",
-    "packaging>=20.0",
-    "psutil",
-    "pyyaml",
-    "safetensors>=0.4.3",
-    "torch>=2.0.0",
-]
-files = [
-    {file = "accelerate-1.10.1-py3-none-any.whl", hash = "sha256:3621cff60b9a27ce798857ece05e2b9f56fcc71631cfb31ccf71f0359c311f11"},
-    {file = "accelerate-1.10.1.tar.gz", hash = "sha256:3dea89e433420e4bfac0369cae7e36dcd6a56adfcfd38cdda145c6225eab5df8"},
-]
-
-[[package]]
-name = "aiofiles"
-version = "24.1.0"
-requires_python = ">=3.8"
-summary = "File support for asyncio."
-groups = ["dev"]
-files = [
-    {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
-    {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
-]
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.6.1"
-requires_python = ">=3.9"
-summary = "Happy Eyeballs for asyncio"
-groups = ["dev", "test"]
-files = [
-    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
-    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
-]
-
-[[package]]
-name = "aiohttp"
-version = "3.12.15"
-requires_python = ">=3.9"
-summary = "Async http client/server framework (asyncio)"
-groups = ["dev", "test"]
-dependencies = [
-    "aiohappyeyeballs>=2.5.0",
-    "aiosignal>=1.4.0",
-    "async-timeout<6.0,>=4.0; python_version < \"3.11\"",
-    "attrs>=17.3.0",
-    "frozenlist>=1.1.1",
-    "multidict<7.0,>=4.5",
-    "propcache>=0.2.0",
-    "yarl<2.0,>=1.17.0",
-]
-files = [
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-]
-
-[[package]]
-name = "aioresponses"
-version = "0.7.8"
-summary = "Mock out requests made by ClientSession from aiohttp package"
-groups = ["test"]
-dependencies = [
-    "aiohttp<4.0.0,>=3.3.0",
-    "packaging>=22.0",
-]
-files = [
-    {file = "aioresponses-0.7.8-py2.py3-none-any.whl", hash = "sha256:b73bd4400d978855e55004b23a3a84cb0f018183bcf066a85ad392800b5b9a94"},
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-
-[[package]]
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-version = "1.4.0"
-requires_python = ">=3.9"
-summary = "aiosignal: a list of registered asynchronous callbacks"
-groups = ["dev", "test"]
-dependencies = [
-    "frozenlist>=1.1.0",
-    "typing-extensions>=4.2; python_version < \"3.13\"",
-]
-files = [
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-
-[[package]]
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-groups = ["default", "dev"]
-dependencies = [
-    "typing-extensions>=4.0.0; python_version < \"3.9\"",
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-
-[[package]]
-name = "yaspin"
-version = "3.1.0"
-requires_python = "<4.0,>=3.9"
-summary = "Yet Another Terminal Spinner"
-groups = ["dev"]
-dependencies = [
-    "termcolor<2.4.0,>=2.2.0",
-]
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-    {file = "yaspin-3.1.0-py3-none-any.whl", hash = "sha256:5e3d4dfb547d942cae6565718123f1ecfa93e745b7e51871ad2bbae839e71b73"},
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-]
-
-[[package]]
-name = "zipp"
-version = "3.23.0"
-requires_python = ">=3.9"
-summary = "Backport of pathlib-compatible object wrapper for zip files"
-groups = ["dev"]
-files = [
-    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
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-]
-
-[[package]]
-name = "zstandard"
-version = "0.24.0"
-requires_python = ">=3.9"
-summary = "Zstandard bindings for Python"
-groups = ["dev"]
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diff --git a/pyproject.toml b/pyproject.toml
index 61a247f3..6dcfc8ac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,3 @@
-[build-system]
-build-backend = "pdm.backend"
-requires = ["pdm-backend"]
-
 [project]
 authors = [{ name = "TryCua", email = "gh@trycua.com" }]
 dependencies = [
@@ -19,20 +15,13 @@ version = "0.1.0"
 repository = "https://github.com/trycua/cua"
 
 [dependency-groups]
-dev = []
-examples = []
-
-[tool.pdm]
-distribution = false
-
-[tool.pdm.dev-dependencies]
 dev = [
-    "-e core @ file:///${PROJECT_ROOT}/libs/python/core",
-    "-e agent @ file:///${PROJECT_ROOT}/libs/python/agent",
-    "-e computer @ file:///${PROJECT_ROOT}/libs/python/computer",
-    "-e computer-server @ file:///${PROJECT_ROOT}/libs/python/computer-server",
-    "-e cua-som @ file:///${PROJECT_ROOT}/libs/python/som",
-    "-e mcp-server @ file:///${PROJECT_ROOT}/libs/python/mcp-server",
+    "cua-core",
+    "cua-agent",
+    "cua-computer",
+    "cua-computer-server",
+    "cua-som",
+    "cua-mcp-server",
     "black>=23.0.0",
     "ipykernel>=6.29.5",
     "jedi>=0.19.2",
@@ -40,9 +29,12 @@ dev = [
     "mypy>=1.10.0",
     "ruff>=0.9.2",
     "types-requests>=2.31.0",
-    "hud-python[agent]==0.4.52"
+    "hud-python[agent]==0.4.52",
+]
+docs = [
+    "mkdocs-material>=9.2.0",
+    "mkdocs>=1.5.0",
 ]
-docs = ["mkdocs-material>=9.2.0", "mkdocs>=1.5.0"]
 test = [
     "aioresponses>=0.7.4",
     "pytest-asyncio>=0.21.1",
@@ -51,9 +43,28 @@ test = [
     "pytest-xdist>=3.6.1",
     "pytest>=8.0.0",
 ]
+examples = []
 
-[tool.pdm.resolution]
-respect-source-order = true
+[tool.uv]
+package = false
+
+[tool.uv.workspace]
+members = [
+    "libs/python/agent",
+    "libs/python/core",
+    "libs/python/computer",
+    "libs/python/computer-server",
+    "libs/python/som",
+    "libs/python/mcp-server",
+]
+
+[tool.uv.sources]
+cua-agent = { workspace = true }
+cua-core = { workspace = true }
+cua-computer = { workspace = true }
+cua-computer-server = { workspace = true }
+cua-som = { workspace = true }
+cua-mcp-server = { workspace = true }
 
 [tool.black]
 line-length = 100
diff --git a/scripts/build-uv.sh b/scripts/build-uv.sh
index e5a5b4e2..806cae63 100755
--- a/scripts/build-uv.sh
+++ b/scripts/build-uv.sh
@@ -92,61 +92,11 @@ rm -rf .venv
 uv venv .venv --python 3.12
 print_success "Virtual environment created"
 
-# Activate virtual environment
-print_step "Activating virtual environment..."
-source .venv/bin/activate
-print_success "Virtual environment activated"
-
-# Function to install a package and its dependencies using UV
-install_package() {
-    local package_dir=$1
-    local package_name=$2
-    local extras=$3
-    print_step "Installing ${package_name} with UV..."
-    cd "$package_dir"
-    
-    if [ -f "pyproject.toml" ]; then
-        if [ -n "$extras" ]; then
-            uv pip install -e ".[${extras}]"
-        else
-            uv pip install -e .
-        fi
-    else
-        print_error "No pyproject.toml found in ${package_dir}"
-        return 1
-    fi
-    
-    cd "$PROJECT_ROOT"
-}
-
-# Install packages in order of dependency
+# Install packages
 print_step "Installing packages in development mode with UV..."
+uv sync --group dev
 
-# Install core first (base package with telemetry support)
-install_package "libs/python/core" "core"
-
-# Install pylume (base dependency)
-install_package "libs/python/pylume" "pylume"
-
-# Install computer with all its dependencies and extras
-install_package "libs/python/computer" "computer" "all"
-
-# Install omniparser
-install_package "libs/python/som" "som"
-
-# Install agent with all its dependencies and extras
-install_package "libs/python/agent" "agent" "all"
-
-# Install computer-server
-install_package "libs/python/computer-server" "computer-server"
-
-# Install mcp-server
-install_package "libs/python/mcp-server" "mcp-server"
-
-# Install development tools from root project
-print_step "Installing development dependencies with UV..."
-uv pip install -e ".[dev,test,docs]"
-
+# Print success
 print_success "All packages installed successfully with UV!"
 print_step "Your virtual environment is ready. To activate it:"
 echo "  source .venv/bin/activate"
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 00000000..602be39c
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,6587 @@
+version = 1
+revision = 3
+requires-python = ">=3.12, <3.14"
+resolution-markers = [
+    "python_full_version >= '3.13' and sys_platform == 'darwin'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and sys_platform == 'win32'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform != 'win32'",
+]
+
+[manifest]
+members = [
+    "cua-agent",
+    "cua-computer",
+    "cua-computer-server",
+    "cua-core",
+    "cua-mcp-server",
+    "cua-som",
+    "cua-workspace",
+]
+
+[[package]]
+name = "accelerate"
+version = "1.10.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "psutil" },
+    { name = "pyyaml" },
+    { name = "safetensors" },
+    { name = "torch" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/72/ff3961c19ee395c3d30ac630ee77bfb0e1b46b87edc504d4f83bb4a89705/accelerate-1.10.1.tar.gz", hash = "sha256:3dea89e433420e4bfac0369cae7e36dcd6a56adfcfd38cdda145c6225eab5df8", size = 392446, upload-time = "2025-08-25T13:57:06.21Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5f/a0/d9ef19f780f319c21ee90ecfef4431cbeeca95bec7f14071785c17b6029b/accelerate-1.10.1-py3-none-any.whl", hash = "sha256:3621cff60b9a27ce798857ece05e2b9f56fcc71631cfb31ccf71f0359c311f11", size = 374909, upload-time = "2025-08-25T13:57:04.55Z" },
+]
+
+[[package]]
+name = "aioboto3"
+version = "15.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiobotocore", extra = ["boto3"] },
+    { name = "aiofiles" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b6/20/6d014fb568aba02fa48ee960515d61dfbd0e39c898bbd4de1b009d6e0a20/aioboto3-15.4.0.tar.gz", hash = "sha256:e8d889ac1c4f5df57776e1895a984bb9ff628958260038c7f8fa8f6e0a3fa9c1", size = 255102, upload-time = "2025-10-18T13:06:57.208Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/eb/f2/9d8e109aed2715d7a43df53451304e12843c4a102c53525b41cf61f1bef9/aioboto3-15.4.0-py3-none-any.whl", hash = "sha256:8ed3b6dc73d55daf8decd0bbeb94f9c0e2dec777f69f618baadbd17eb3fbf0be", size = 35914, upload-time = "2025-10-18T13:06:55.687Z" },
+]
+
+[[package]]
+name = "aiobotocore"
+version = "2.25.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "aioitertools" },
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "multidict" },
+    { name = "python-dateutil" },
+    { name = "wrapt" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/29/89/b1ae494cfd12520c5d3b19704a14ffa19153634be47d48052e45223eee86/aiobotocore-2.25.0.tar.gz", hash = "sha256:169d07de312fd51292292f2c8faf8f67d0f466f525cea03855fe065ddc85f79d", size = 120514, upload-time = "2025-10-10T17:39:12.291Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a8/4e/3592d88436bbd60984a08440793c0ba245f538f9f6287b59c1e2c0aead8c/aiobotocore-2.25.0-py3-none-any.whl", hash = "sha256:0524fd36f6d522ddc9d013df2c19fb56369ffdfbffd129895918fbfe95216dad", size = 86028, upload-time = "2025-10-10T17:39:10.423Z" },
+]
+
+[package.optional-dependencies]
+boto3 = [
+    { name = "boto3" },
+]
+
+[[package]]
+name = "aiodocker"
+version = "0.24.0"
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+    { url = "https://files.pythonhosted.org/packages/d4/57/60c3c01243bb81d381c9916e2a6d9e149ab8627c0c7d7abb2d73384b3c0c/zstandard-0.25.0-cp313-cp313-win_arm64.whl", hash = "sha256:85304a43f4d513f5464ceb938aa02c1e78c2943b29f44a750b48b25ac999a049", size = 462671, upload-time = "2025-09-14T22:17:51.533Z" },
+]

From 83fe12c2c70c5d1caf346d4c69f25cf2b097442e Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 06:34:51 -0700
Subject: [PATCH 119/220] Use Python 3.13

---
 scripts/build-uv.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/build-uv.sh b/scripts/build-uv.sh
index 806cae63..f5df8a80 100755
--- a/scripts/build-uv.sh
+++ b/scripts/build-uv.sh
@@ -89,7 +89,7 @@ fi
 # Create virtual environment using UV
 print_step "Creating virtual environment with UV..."
 rm -rf .venv
-uv venv .venv --python 3.12
+uv venv .venv --python 3.13
 print_success "Virtual environment created"
 
 # Install packages

From e11e64336dff45190663cbebcaacdf40d27b2cb5 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 06:48:46 -0700
Subject: [PATCH 120/220] Remove pylume from the development guide

---
 Development.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/Development.md b/Development.md
index 19ed9197..20484f80 100644
--- a/Development.md
+++ b/Development.md
@@ -10,7 +10,6 @@ The project is organized as a monorepo with these main packages:
 - `libs/som/` - Set-of-Mark parser
 - `libs/computer-server/` - Server component for VM
 - `libs/lume/` - Lume CLI
-- `libs/pylume/` - Python bindings for Lume
 
 Each package has its own virtual environment and dependencies, managed through PDM.
 

From c9aa66c655c946974bb4b3cbb057a121ab3a915e Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 06:56:09 -0700
Subject: [PATCH 121/220] Remove old build scripts and update documentation
 with uv instructions

---
 CONTRIBUTING.md     |   6 +-
 Development.md      |  50 +++++++-------
 scripts/build-uv.sh | 104 -----------------------------
 scripts/build.ps1   | 157 --------------------------------------------
 scripts/build.sh    | 120 ---------------------------------
 scripts/cleanup.sh  |  90 -------------------------
 6 files changed, 25 insertions(+), 502 deletions(-)
 delete mode 100755 scripts/build-uv.sh
 delete mode 100644 scripts/build.ps1
 delete mode 100755 scripts/build.sh
 delete mode 100755 scripts/cleanup.sh

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 346f2314..75980e2a 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -35,12 +35,12 @@ We follow strict code formatting guidelines to ensure consistency across the cod
 3. **Run Formatting Tools**: Always run the formatting tools before submitting a PR:
    ```bash
    # For Python code
-   pdm run black .
-   pdm run ruff check --fix .
+   uv run black .
+   uv run ruff check --fix .
    ```
 4. **Validate Your Code**: Ensure your code passes all checks:
    ```bash
-   pdm run mypy .
+   uv run mypy .
    ```
 
 ## Documentation
diff --git a/Development.md b/Development.md
index 20484f80..55826dbf 100644
--- a/Development.md
+++ b/Development.md
@@ -11,7 +11,7 @@ The project is organized as a monorepo with these main packages:
 - `libs/computer-server/` - Server component for VM
 - `libs/lume/` - Lume CLI
 
-Each package has its own virtual environment and dependencies, managed through PDM.
+These packages are part of a uv workspace which manages a shared virtual environment and dependencies.
 
 ## Local Development Setup
 
@@ -61,39 +61,33 @@ Refer to the [Lume README](./libs/lume/Development.md) for instructions on how t
 
 ## Python Development
 
-There are two ways to install Lume:
+### Setup
 
-### Run the build script
-
-Run the build script to set up all packages:
+Install all of workspace dependencies with a single command:
 
 ```bash
-./scripts/build.sh
+uv sync
 ```
 
-The build script creates a shared virtual environment for all packages. The workspace configuration automatically handles import paths with the correct Python path settings.
+This installs all dependencies in the virtual environment `.venv`.
 
-This will:
+Each Cua package is installed in editable mode, which means changes to the source code are immediately reflected in the installed package.
 
-- Create a virtual environment for the project
-- Install all packages in development mode
-- Set up the correct Python path
-- Install development tools
+The `.venv` environment is also configured as the default VS Code Python interpreter in `.vscode/settings.json`.
 
-### Install with PDM
+### Running Python Scripts
 
-If PDM is not already installed, you can follow the installation instructions [here](https://pdm-project.org/en/latest/#installation).
+To run Python scripts in the workspace, use the `uv run` command:
 
-To install with PDM, simply run:
-
-```console
-pdm install -G:all
+```bash
+uv run python examples/agent_examples.py
 ```
 
-This installs all the dependencies for development, testing, and building the docs. If you'd only like development dependencies, you can run:
+Or activate the virtual environment manually:
 
-```console
-pdm install -d
+```bash
+source .venv/bin/activate
+python examples/agent_examples.py
 ```
 
 ## Running Examples
@@ -172,7 +166,7 @@ This will:
 - Remove all virtual environments
 - Clean Python cache files and directories
 - Remove build artifacts
-- Clean PDM-related files
+- Clean uv-related files
 - Reset environment configurations
 
 ## Code Formatting Standards
@@ -255,13 +249,13 @@ To manually format code:
 
 ```bash
 # Format all Python files using Black
-pdm run black .
+uv run black .
 
 # Run Ruff linter with auto-fix
-pdm run ruff check --fix .
+uv run ruff check --fix .
 
 # Run type checking with MyPy
-pdm run mypy .
+uv run mypy .
 ```
 
 #### Pre-commit Validation
@@ -270,9 +264,9 @@ Before submitting a pull request, ensure your code passes all formatting checks:
 
 ```bash
 # Run all checks
-pdm run black --check .
-pdm run ruff check .
-pdm run mypy .
+uv run black --check .
+uv run ruff check .
+uv run mypy .
 ```
 
 ### Swift Code (Lume)
diff --git a/scripts/build-uv.sh b/scripts/build-uv.sh
deleted file mode 100755
index f5df8a80..00000000
--- a/scripts/build-uv.sh
+++ /dev/null
@@ -1,104 +0,0 @@
-#!/bin/bash
-
-# Exit on error
-set -e
-
-# Colors for output
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-BLUE='\033[0;34m'
-YELLOW='\033[1;33m'
-NC='\033[0m' # No Color
-
-# Function to print step information
-print_step() {
-    echo -e "${BLUE}==> $1${NC}"
-}
-
-# Function to print success message
-print_success() {
-    echo -e "${GREEN}==> Success: $1${NC}"
-}
-
-# Function to print error message
-print_error() {
-    echo -e "${RED}==> Error: $1${NC}" >&2
-}
-
-# Function to print warning message
-print_warning() {
-    echo -e "${YELLOW}==> Warning: $1${NC}"
-}
-
-# Function to check if UV is installed
-check_uv() {
-    if command -v uv &> /dev/null; then
-        print_success "UV is already installed"
-        uv --version
-        return 0
-    else
-        return 1
-    fi
-}
-
-# Function to install UV
-install_uv() {
-    print_step "UV not found. Installing UV..."
-    
-    # Detect OS
-    if [[ "$OSTYPE" == "linux-gnu"* ]] || [[ "$OSTYPE" == "darwin"* ]]; then
-        print_step "Installing UV for Unix-like system..."
-        curl -LsSf https://astral.sh/uv/install.sh | sh
-        
-        # Add UV to PATH for current session
-        export PATH="$HOME/.cargo/bin:$PATH"
-        
-        # Check if installation was successful
-        if command -v uv &> /dev/null; then
-            print_success "UV installed successfully"
-            uv --version
-        else
-            print_error "UV installation failed"
-            print_step "Please restart your terminal and try again, or install manually:"
-            echo "  curl -LsSf https://astral.sh/uv/install.sh | sh"
-            exit 1
-        fi
-    elif [[ "$OSTYPE" == "msys" ]] || [[ "$OSTYPE" == "cygwin" ]]; then
-        print_error "For Windows, please use PowerShell and run:"
-        echo "  powershell -ExecutionPolicy ByPass -c \"irm https://astral.sh/uv/install.ps1 | iex\""
-        exit 1
-    else
-        print_error "Unsupported operating system: $OSTYPE"
-        print_step "Please install UV manually from: https://docs.astral.sh/uv/getting-started/installation/"
-        exit 1
-    fi
-}
-
-# Get the script's directory
-SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
-PROJECT_ROOT="$( cd "${SCRIPT_DIR}/.." && pwd )"
-
-# Change to project root
-cd "$PROJECT_ROOT"
-
-# Check if UV is installed, install if not
-if ! check_uv; then
-    install_uv
-fi
-
-# Create virtual environment using UV
-print_step "Creating virtual environment with UV..."
-rm -rf .venv
-uv venv .venv --python 3.13
-print_success "Virtual environment created"
-
-# Install packages
-print_step "Installing packages in development mode with UV..."
-uv sync --group dev
-
-# Print success
-print_success "All packages installed successfully with UV!"
-print_step "Your virtual environment is ready. To activate it:"
-echo "  source .venv/bin/activate"
-print_step "UV provides fast dependency resolution and installation."
-print_step "You can also use 'uv run' to run commands in the virtual environment without activation."
diff --git a/scripts/build.ps1 b/scripts/build.ps1
deleted file mode 100644
index 13f613d7..00000000
--- a/scripts/build.ps1
+++ /dev/null
@@ -1,157 +0,0 @@
-# PowerShell Build Script for CUA
-# Exit on error
-$ErrorActionPreference = "Stop"
-
-# Colors for output
-$RED = "Red"
-$GREEN = "Green"
-$BLUE = "Blue"
-
-# Function to print step information
-function Print-Step {
-    param([string]$Message)
-    Write-Host "==> $Message" -ForegroundColor $BLUE
-}
-
-# Function to print success message
-function Print-Success {
-    param([string]$Message)
-    Write-Host "==> Success: $Message" -ForegroundColor $GREEN
-}
-
-# Function to print error message
-function Print-Error {
-    param([string]$Message)
-    Write-Host "==> Error: $Message" -ForegroundColor $RED
-}
-
-# Get the script's directory and project root
-$SCRIPT_DIR = Split-Path -Parent $MyInvocation.MyCommand.Path
-$PROJECT_ROOT = Split-Path -Parent $SCRIPT_DIR
-
-# Change to project root
-Set-Location $PROJECT_ROOT
-
-# Load environment variables from .env.local
-if (Test-Path ".env.local") {
-    Print-Step "Loading environment variables from .env.local..."
-    Get-Content ".env.local" | ForEach-Object {
-        if ($_ -match "^([^#][^=]*?)=(.*)$") {
-            [Environment]::SetEnvironmentVariable($matches[1], $matches[2], "Process")
-        }
-    }
-    Print-Success "Environment variables loaded"
-} else {
-    Print-Error ".env.local file not found"
-    exit 1
-}
-
-# Check if conda is available
-try {
-    conda --version | Out-Null
-    Print-Success "Conda is available"
-} catch {
-    Print-Error "Conda is not available. Please install Anaconda or Miniconda first."
-    exit 1
-}
-
-# Create or update conda environment
-Print-Step "Creating/updating conda environment 'cua' with Python 3.12..."
-try {
-    # Check if environment exists
-    $envExists = conda env list | Select-String "^cua\s"
-    if ($envExists) {
-        Print-Step "Environment 'cua' already exists. Updating..."
-        conda env update -n cua -f environment.yml --prune
-    } else {
-        Print-Step "Creating new environment 'cua'..."
-        conda create -n cua python=3.12 -y
-    }
-    Print-Success "Conda environment 'cua' ready"
-} catch {
-    Print-Error "Failed to create/update conda environment"
-    exit 1
-}
-
-# Activate conda environment
-Print-Step "Activating conda environment 'cua'..."
-try {
-    conda activate cua
-    Print-Success "Environment activated"
-} catch {
-    Print-Error "Failed to activate conda environment 'cua'"
-    Print-Step "Please run: conda activate cua"
-    Print-Step "Then re-run this script"
-    exit 1
-}
-
-# Clean up existing environments and cache
-Print-Step "Cleaning up existing environments..."
-Get-ChildItem -Path . -Recurse -Directory -Name "__pycache__" | ForEach-Object { Remove-Item -Path $_ -Recurse -Force }
-Get-ChildItem -Path . -Recurse -Directory -Name ".pytest_cache" | ForEach-Object { Remove-Item -Path $_ -Recurse -Force }
-Get-ChildItem -Path . -Recurse -Directory -Name "dist" | ForEach-Object { Remove-Item -Path $_ -Recurse -Force }
-Get-ChildItem -Path . -Recurse -Directory -Name "*.egg-info" | ForEach-Object { Remove-Item -Path $_ -Recurse -Force }
-
-# Function to install a package and its dependencies
-function Install-Package {
-    param(
-        [string]$PackageDir,
-        [string]$PackageName,
-        [string]$Extras = ""
-    )
-    
-    Print-Step "Installing $PackageName..."
-    Set-Location $PackageDir
-    
-    if (Test-Path "pyproject.toml") {
-        if ($Extras) {
-            pip install -e ".[$Extras]"
-        } else {
-            pip install -e .
-        }
-    } else {
-        Print-Error "No pyproject.toml found in $PackageDir"
-        Set-Location $PROJECT_ROOT
-        return $false
-    }
-    
-    Set-Location $PROJECT_ROOT
-    return $true
-}
-
-# Install packages in order of dependency
-Print-Step "Installing packages in development mode..."
-
-# Install core first (base package with telemetry support)
-if (-not (Install-Package "libs/python/core" "core")) { exit 1 }
-
-# Install pylume (base dependency)
-if (-not (Install-Package "libs/python/pylume" "pylume")) { exit 1 }
-
-# Install computer with all its dependencies and extras
-if (-not (Install-Package "libs/python/computer" "computer" "all")) { exit 1 }
-
-# Install omniparser
-if (-not (Install-Package "libs/python/som" "som")) { exit 1 }
-
-# Install agent with all its dependencies and extras
-if (-not (Install-Package "libs/python/agent" "agent" "all")) { exit 1 }
-
-# Install computer-server
-if (-not (Install-Package "libs/python/computer-server" "computer-server")) { exit 1 }
-
-# Install mcp-server
-if (-not (Install-Package "libs/python/mcp-server" "mcp-server")) { exit 1 }
-
-# Install development tools from root project
-Print-Step "Installing development dependencies..."
-pip install -e ".[dev,test,docs]"
-
-# Create a .env file for VS Code to use the virtual environment
-Print-Step "Creating .env file for VS Code..."
-$pythonPath = "$PROJECT_ROOT/libs/python/core;$PROJECT_ROOT/libs/python/computer;$PROJECT_ROOT/libs/python/agent;$PROJECT_ROOT/libs/python/som;$PROJECT_ROOT/libs/python/pylume;$PROJECT_ROOT/libs/python/computer-server;$PROJECT_ROOT/libs/python/mcp-server"
-"PYTHONPATH=$pythonPath" | Out-File -FilePath ".env" -Encoding UTF8
-
-Print-Success "All packages installed successfully!"
-Print-Step "Your conda environment 'cua' is ready. To activate it:"
-Write-Host "  conda activate cua" -ForegroundColor Yellow
diff --git a/scripts/build.sh b/scripts/build.sh
deleted file mode 100755
index f2850aae..00000000
--- a/scripts/build.sh
+++ /dev/null
@@ -1,120 +0,0 @@
-#!/bin/bash
-
-# Exit on error
-set -e
-
-# Colors for output
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-BLUE='\033[0;34m'
-NC='\033[0m' # No Color
-
-# Function to print step information
-print_step() {
-    echo -e "${BLUE}==> $1${NC}"
-}
-
-# Function to print success message
-print_success() {
-    echo -e "${GREEN}==> Success: $1${NC}"
-}
-
-# Function to print error message
-print_error() {
-    echo -e "${RED}==> Error: $1${NC}" >&2
-}
-
-# Get the script's directory
-SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
-PROJECT_ROOT="$( cd "${SCRIPT_DIR}/.." && pwd )"
-
-# Change to project root
-cd "$PROJECT_ROOT"
-
-# Load environment variables from .env.local
-if [ -f .env.local ]; then
-    print_step "Loading environment variables from .env.local..."
-    set -a
-    source .env.local
-    set +a
-    print_success "Environment variables loaded"
-else
-    print_error ".env.local file not found"
-    exit 1
-fi
-
-# Clean up existing environments and cache
-print_step "Cleaning up existing environments..."
-find . -type d -name "__pycache__" -exec rm -rf {} +
-find . -type d -name ".pytest_cache" -exec rm -rf {} +
-find . -type d -name "dist" -exec rm -rf {} +
-find . -type d -name ".venv" -exec rm -rf {} +
-find . -type d -name "*.egg-info" -exec rm -rf {} +
-print_success "Environment cleanup complete"
-
-# Create and activate virtual environment
-print_step "Creating virtual environment..."
-python -m venv .venv
-source .venv/bin/activate
-
-# Upgrade pip and install build tools
-print_step "Upgrading pip and installing build tools..."
-python -m pip install --upgrade pip setuptools wheel
-
-# Function to install a package and its dependencies
-install_package() {
-    local package_dir=$1
-    local package_name=$2
-    local extras=$3
-    print_step "Installing ${package_name}..."
-    cd "$package_dir"
-    
-    if [ -f "pyproject.toml" ]; then
-        if [ -n "$extras" ]; then
-            pip install -e ".[${extras}]"
-        else
-            pip install -e .
-        fi
-    else
-        print_error "No pyproject.toml found in ${package_dir}"
-        return 1
-    fi
-    
-    cd "$PROJECT_ROOT"
-}
-
-# Install packages in order of dependency
-print_step "Installing packages in development mode..."
-
-# Install core first (base package with telemetry support)
-install_package "libs/python/core" "core"
-
-# Install pylume (base dependency)
-install_package "libs/python/pylume" "pylume"
-
-# Install computer with all its dependencies and extras
-install_package "libs/python/computer" "computer" "all"
-
-# Install omniparser
-install_package "libs/python/som" "som"
-
-# Install agent with all its dependencies and extras
-install_package "libs/python/agent" "agent" "all"
-
-# Install computer-server
-install_package "libs/python/computer-server" "computer-server"
-
-# Install mcp-server
-install_package "libs/python/mcp-server" "mcp-server"
-
-# Install development tools from root project
-print_step "Installing development dependencies..."
-pip install -e ".[dev,test,docs]"
-
-# Create a .env file for VS Code to use the virtual environment
-print_step "Creating .env file for VS Code..."
-echo "PYTHONPATH=${PROJECT_ROOT}/libs/python/core:${PROJECT_ROOT}/libs/python/computer:${PROJECT_ROOT}/libs/python/agent:${PROJECT_ROOT}/libs/python/som:${PROJECT_ROOT}/libs/python/pylume:${PROJECT_ROOT}/libs/python/computer-server:${PROJECT_ROOT}/libs/python/mcp-server" > .env
-
-print_success "All packages installed successfully!"
-print_step "Your virtual environment is ready. To activate it:"
-echo "  source .venv/bin/activate"
diff --git a/scripts/cleanup.sh b/scripts/cleanup.sh
deleted file mode 100755
index aca894f6..00000000
--- a/scripts/cleanup.sh
+++ /dev/null
@@ -1,90 +0,0 @@
-#!/bin/bash
-
-# Exit on error
-set -e
-
-# Colors for output
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-BLUE='\033[0;34m'
-NC='\033[0m' # No Color
-
-# Function to print step information
-print_step() {
-    echo -e "${BLUE}==> $1${NC}"
-}
-
-# Function to print success message
-print_success() {
-    echo -e "${GREEN}==> Success: $1${NC}"
-}
-
-# Function to print error message
-print_error() {
-    echo -e "${RED}==> Error: $1${NC}" >&2
-}
-
-# Get the script's directory
-SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
-PROJECT_ROOT="$SCRIPT_DIR/.."
-
-# Change to project root
-cd "$PROJECT_ROOT"
-
-print_step "Starting cleanup of all caches and virtual environments..."
-
-# Remove all virtual environments
-print_step "Removing virtual environments..."
-find . -type d -name ".venv" -exec rm -rf {} +
-print_success "Virtual environments removed"
-
-# Remove all Python cache files and directories
-print_step "Removing Python cache files and directories..."
-find . -type d -name "__pycache__" -exec rm -rf {} +
-find . -type d -name ".pytest_cache" -exec rm -rf {} +
-find . -type d -name ".mypy_cache" -exec rm -rf {} +
-find . -type d -name ".ruff_cache" -exec rm -rf {} +
-find . -name "*.pyc" -delete
-find . -name "*.pyo" -delete
-find . -name "*.pyd" -delete
-print_success "Python cache files removed"
-
-# Remove all build artifacts
-print_step "Removing build artifacts..."
-find . -type d -name "build" -exec rm -rf {} +
-find . -type d -name "dist" -exec rm -rf {} +
-find . -type d -name "*.egg-info" -exec rm -rf {} +
-find . -type d -name "*.egg" -exec rm -rf {} +
-print_success "Build artifacts removed"
-
-# Remove PDM-related files and directories
-print_step "Removing PDM-related files and directories..."
-find . -name "pdm.lock" -delete
-find . -type d -name ".pdm-build" -exec rm -rf {} +
-find . -name ".pdm-python" -delete  # .pdm-python is a file, not a directory
-print_success "PDM-related files removed"
-
-# Remove MCP-related files
-print_step "Removing MCP-related files..."
-find . -name "mcp_server.log" -delete
-print_success "MCP-related files removed"
-
-# Remove .env file
-print_step "Removing .env file..."
-rm -f .env
-print_success ".env file removed"
-
-# Remove typings directory
-print_step "Removing typings directory..."
-rm -rf .vscode/typings
-print_success "Typings directory removed"
-
-# Clean up any temporary files
-print_step "Removing temporary files..."
-find . -name "*.tmp" -delete
-find . -name "*.bak" -delete
-find . -name "*.swp" -delete
-print_success "Temporary files removed"
-
-print_success "Cleanup complete! All caches and virtual environments have been removed."
-print_step "To rebuild the project, run: bash scripts/build.sh"

From a540a979734fb37c6672b1ebf3d28360f7a773f4 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 09:50:19 -0700
Subject: [PATCH 122/220] Remove cleanup section from Development guide

---
 Development.md | 16 ----------------
 1 file changed, 16 deletions(-)

diff --git a/Development.md b/Development.md
index 55826dbf..399c1716 100644
--- a/Development.md
+++ b/Development.md
@@ -153,22 +153,6 @@ The Docker development environment:
 
 > **Note**: The Docker container doesn't include the macOS-specific Lume executable. Instead, it connects to the Lume server running on your host machine via host.docker.internal:7777. Make sure to start the Lume server on your host before running examples in the container.
 
-## Cleanup and Reset
-
-If you need to clean up the environment (non-docker) and start fresh:
-
-```bash
-./scripts/cleanup.sh
-```
-
-This will:
-
-- Remove all virtual environments
-- Clean Python cache files and directories
-- Remove build artifacts
-- Clean uv-related files
-- Reset environment configurations
-
 ## Code Formatting Standards
 
 The Cua project follows strict code formatting standards to ensure consistency across all packages.

From 4e516eaeeb73db0e96eb3e02585f9ceb460cdd33 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 09:53:58 -0700
Subject: [PATCH 123/220] Remove devcontainer

---
 .devcontainer/README.md         | 66 ---------------------------------
 .devcontainer/devcontainer.json | 18 ---------
 .devcontainer/post-install.sh   | 28 --------------
 Development.md                  | 46 -----------------------
 4 files changed, 158 deletions(-)
 delete mode 100644 .devcontainer/README.md
 delete mode 100644 .devcontainer/devcontainer.json
 delete mode 100755 .devcontainer/post-install.sh

diff --git a/.devcontainer/README.md b/.devcontainer/README.md
deleted file mode 100644
index cabc2356..00000000
--- a/.devcontainer/README.md
+++ /dev/null
@@ -1,66 +0,0 @@
-# Dev Container Setup
-
-This repository includes a Dev Container configuration that simplifies the development setup to just 3 steps:
-
-## Quick Start
-
-![Clipboard-20250611-180809-459](https://github.com/user-attachments/assets/447eaeeb-0eec-4354-9a82-44446e202e06)
-
-1. **Install the Dev Containers extension ([VS Code](https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers) or [WindSurf](https://docs.windsurf.com/windsurf/advanced#dev-containers-beta))**
-2. **Open the repository in the Dev Container:**
-    - Press `Ctrl+Shift+P` (or `⌘+Shift+P` on macOS)
-    - Select `Dev Containers: Clone Repository in Container Volume...` and paste the repository URL: `https://github.com/trycua/cua.git` (if not cloned) or `Dev Containers: Open Folder in Container...` (if git cloned).
-     > **Note**: On WindSurf, the post install hook might not run automatically. If so, run `/bin/bash .devcontainer/post-install.sh` manually.
-3. **Open the VS Code workspace:** Once the post-install.sh is done running, open the `.vscode/py.code-workspace` workspace and press ![Open Workspace](https://github.com/user-attachments/assets/923bdd43-8c8f-4060-8d78-75bfa302b48c)
-.
-4. **Run the Agent UI example:** Click ![Run Agent UI](https://github.com/user-attachments/assets/7a61ef34-4b22-4dab-9864-f86bf83e290b)
- to start the Gradio UI. If prompted to install **debugpy (Python Debugger)** to enable remote debugging, select 'Yes' to proceed.
-5. **Access the Gradio UI:** The Gradio UI will be available at `http://localhost:7860` and will automatically forward to your host machine.
-
-## What's Included
-
-The dev container automatically:
-
-- ✅ Sets up Python 3.11 environment
-- ✅ Installs all system dependencies (build tools, OpenGL, etc.)
-- ✅ Configures Python paths for all packages
-- ✅ Installs Python extensions (Black, Ruff, Pylance)
-- ✅ Forwards port 7860 for the Gradio web UI
-- ✅ Mounts your source code for live editing
-- ✅ Creates the required `.env.local` file
-
-## Running Examples
-
-After the container is built, you can run examples directly:
-
-```bash
-# Run the agent UI (Gradio web interface)
-python examples/agent_ui_examples.py
-
-# Run computer examples
-python examples/computer_examples.py
-
-# Run computer UI examples
-python examples/computer_ui_examples.py
-```
-
-The Gradio UI will be available at `http://localhost:7860` and will automatically forward to your host machine.
-
-## Environment Variables
-
-You'll need to add your API keys to `.env.local`:
-
-```bash
-# Required for Anthropic provider
-ANTHROPIC_API_KEY=your_anthropic_key_here
-
-# Required for OpenAI provider
-OPENAI_API_KEY=your_openai_key_here
-```
-
-## Notes
-
-- The container connects to `host.docker.internal:7777` for Lume server communication
-- All Python packages are pre-installed and configured
-- Source code changes are reflected immediately (no rebuild needed)
-- The container uses the same Dockerfile as the regular Docker development environment
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
deleted file mode 100644
index 88113b84..00000000
--- a/.devcontainer/devcontainer.json
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-	"name": "Cua - OSS",
-	"build": {
-		"dockerfile": "../Dockerfile"
-	},
-	"containerEnv": {
-		"DISPLAY": "",
-		"PYLUME_HOST": "host.docker.internal"
-	},
-	"forwardPorts": [7860],
-	"portsAttributes": {
-		"7860": {
-			"label": "Cua web client (Gradio)",
-			"onAutoForward": "silent"
-		}
-	},
-	"postCreateCommand": "/bin/bash .devcontainer/post-install.sh"
-}
diff --git a/.devcontainer/post-install.sh b/.devcontainer/post-install.sh
deleted file mode 100755
index 1738e635..00000000
--- a/.devcontainer/post-install.sh
+++ /dev/null
@@ -1,28 +0,0 @@
-#!/usr/bin/env bash
-
-WORKSPACE="/workspaces/cua"
-
-# Setup .env.local
-echo "PYTHON_BIN=python" > /workspaces/cua/.env.local
-
-# Run /scripts/build.sh
-./scripts/build.sh
-
-# ---
-# Build is complete. Show user a clear message to open the workspace manually.
-# ---
-
-cat << 'EOM'
-
-============================================
-  🚀 Build complete!
-
-  👉 Next steps:
-
-    1. Open '.vscode/py.code-workspace'
-    2. Press 'Open Workspace'
-
-  Happy coding!
-============================================
-
-EOM
diff --git a/Development.md b/Development.md
index 399c1716..2b061aea 100644
--- a/Development.md
+++ b/Development.md
@@ -107,52 +107,6 @@ The workspace also includes compound launch configurations:
 
 - "Run Computer Examples + Server" - Runs both the Computer Examples and Server simultaneously
 
-## Docker Development Environment
-
-As an alternative to installing directly on your host machine, you can use Docker for development. This approach has several advantages:
-
-### Prerequisites
-
-- Docker installed on your machine
-- Lume server running on your host (port 7777): `lume serve`
-
-### Setup and Usage
-
-1. Build the development Docker image:
-
-    ```bash
-    ./scripts/run-docker-dev.sh build
-    ```
-
-2. Run an example in the container:
-
-    ```bash
-    ./scripts/run-docker-dev.sh run computer_examples.py
-    ```
-
-3. Get an interactive shell in the container:
-
-    ```bash
-    ./scripts/run-docker-dev.sh run --interactive
-    ```
-
-4. Stop any running containers:
-
-    ```bash
-    ./scripts/run-docker-dev.sh stop
-    ```
-
-### How it Works
-
-The Docker development environment:
-
-- Installs all required Python dependencies in the container
-- Mounts your source code from the host at runtime
-- Automatically configures the connection to use host.docker.internal:7777 for accessing the Lume server on your host machine
-- Preserves your code changes without requiring rebuilds (source code is mounted as a volume)
-
-> **Note**: The Docker container doesn't include the macOS-specific Lume executable. Instead, it connects to the Lume server running on your host machine via host.docker.internal:7777. Make sure to start the Lume server on your host before running examples in the container.
-
 ## Code Formatting Standards
 
 The Cua project follows strict code formatting standards to ensure consistency across all packages.

From 88a5c2e63e512df5540c7b2f2c4e74bce4ac4667 Mon Sep 17 00:00:00 2001
From: Sarina Li <sarinajin.li@gmail.com>
Date: Mon, 20 Oct 2025 14:42:27 -0400
Subject: [PATCH 124/220] Quickstart template line

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 95382617..e22dcc65 100644
--- a/README.md
+++ b/README.md
@@ -57,6 +57,7 @@ Missing a model? [Raise a feature request](https://github.com/trycua/cua/issues/
 
 # Quick Start 
 
+- [Clone a starter template and run the code in <1 min](https://github.com/trycua/agent-template) (⭐️ Recommended!)
 - [Get started with a Computer-Use Agent UI](https://docs.trycua.com/docs/quickstart-ui)
 - [Get started with the Computer-Use Agent CLI](https://docs.trycua.com/docs/quickstart-cli)
 - [Get started with the Python SDKs](https://docs.trycua.com/docs/quickstart-devs)

From 6d2ec2b1defe3972507daa77eafba758ead702c5 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 14:13:39 -0700
Subject: [PATCH 125/220] Remove references to the gradio UI

---
 README.md                            | 1 -
 blog/trajectory-viewer.md            | 4 ----
 docs/content/docs/index.mdx          | 7 +------
 docs/content/docs/quickstart-cli.mdx | 2 --
 4 files changed, 1 insertion(+), 13 deletions(-)

diff --git a/README.md b/README.md
index e22dcc65..067656d2 100644
--- a/README.md
+++ b/README.md
@@ -58,7 +58,6 @@ Missing a model? [Raise a feature request](https://github.com/trycua/cua/issues/
 # Quick Start 
 
 - [Clone a starter template and run the code in <1 min](https://github.com/trycua/agent-template) (⭐️ Recommended!)
-- [Get started with a Computer-Use Agent UI](https://docs.trycua.com/docs/quickstart-ui)
 - [Get started with the Computer-Use Agent CLI](https://docs.trycua.com/docs/quickstart-cli)
 - [Get started with the Python SDKs](https://docs.trycua.com/docs/quickstart-devs)
 
diff --git a/blog/trajectory-viewer.md b/blog/trajectory-viewer.md
index 16b78d95..697eda3a 100644
--- a/blog/trajectory-viewer.md
+++ b/blog/trajectory-viewer.md
@@ -40,10 +40,6 @@ The viewer allows you to see exactly what your agent observed and how it interac
 
 ## Recording a Trajectory
 
-### Using the Gradio UI
-
-The simplest way to create agent trajectories is through the [Cua Agent Gradio UI](https://www.trycua.com/docs/quickstart-ui) by checking the "Save Trajectory" option.
-
 ### Using the ComputerAgent API
 
 Trajectories are saved by default when using the ComputerAgent API:
diff --git a/docs/content/docs/index.mdx b/docs/content/docs/index.mdx
index 65b12e24..9e4bf2ff 100644
--- a/docs/content/docs/index.mdx
+++ b/docs/content/docs/index.mdx
@@ -16,14 +16,9 @@ Cua makes every stage of computer-using agent development simple:
 - **Deployment**: Cua cloud gives you a production-ready cloud environment for your assistants
 
 <div className="grid grid-cols-1 md:grid-cols-2 gap-6 mt-8">
-  <Card icon={<Monitor />} href="/quickstart-ui" title="Quickstart (UI)">
-    Try the Cua Agent UI in your browser—no coding required.
-  </Card>
-  <Card icon={<Code />} href="/quickstart-devs" title="Quickstart (Developers)">
+  <Card icon={<Monitor />} href="/quickstart-devs" title="Quickstart (Developers)">
     Build with Python—full SDK and agent code examples.
   </Card>
-</div>
-<div className="grid grid-cols-1 gap-6 mt-6">
   <Card icon={<BookOpen />} href="/libraries/agent" title="API Reference">
     Explore the agent SDK and APIs
   </Card>
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index c89aee57..b545ad4a 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -340,6 +340,4 @@ You can ask your agent to perform actions like:
 
 ---
 
-For advanced Python usage and GUI interface, see the [Quickstart (GUI)](/quickstart-ui) and [Quickstart for Developers](/quickstart-devs).
-
 For running models locally, see [Running Models Locally](/agent-sdk/local-models).

From 5446caf6c1ec662d8b7ed19deff9cf2a3e887652 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 14:15:46 -0700
Subject: [PATCH 126/220] Fix references to local models page

---
 .../docs/agent-sdk/supported-agents/computer-use-agents.mdx     | 2 +-
 docs/content/docs/quickstart-cli.mdx                            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
index d7ab3660..ea3e3a4b 100644
--- a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
+++ b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
@@ -7,7 +7,7 @@ These models support complete computer-use agent functionality through `Computer
 
 All agent loops are compatible with any LLM provider supported by LiteLLM.
 
-See [Running Models Locally](../local-models) for how to use Hugging Face and MLX models on your own machine.
+See [Running Models Locally](/agent-sdk/supported-model-providers/local-models) for how to use Hugging Face and MLX models on your own machine.
 
 ## Gemini CUA
 
diff --git a/docs/content/docs/quickstart-cli.mdx b/docs/content/docs/quickstart-cli.mdx
index b545ad4a..19073dea 100644
--- a/docs/content/docs/quickstart-cli.mdx
+++ b/docs/content/docs/quickstart-cli.mdx
@@ -340,4 +340,4 @@ You can ask your agent to perform actions like:
 
 ---
 
-For running models locally, see [Running Models Locally](/agent-sdk/local-models).
+For running models locally, see [Running Models Locally](/agent-sdk/supported-model-providers/local-models).

From 42081df20115c4c5fece7d93bd90a98a1a6c997b Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 14:40:27 -0700
Subject: [PATCH 127/220] Comment out link to reference docs

---
 docs/src/app/(home)/[[...slug]]/page.tsx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/src/app/(home)/[[...slug]]/page.tsx b/docs/src/app/(home)/[[...slug]]/page.tsx
index 20b84e3e..085238ef 100644
--- a/docs/src/app/(home)/[[...slug]]/page.tsx
+++ b/docs/src/app/(home)/[[...slug]]/page.tsx
@@ -175,14 +175,14 @@ export default async function Page(props: {
                 </PopoverContent>
               </Popover>
             ))}
-          {slug.includes('libraries') && (
+          {/*slug.includes('libraries') && (
             <a
               className="inline-flex gap-2 w-fit items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none hover:bg-fd-accent hover:text-fd-accent-foreground p-1.5 [&amp;_svg]:size-5 text-fd-muted-foreground md:[&amp;_svg]:size-4.5"
               href={`/api/${page.data.title.toLowerCase()}`}>
               <CodeXml size={12} />
               Reference
             </a>
-          )}
+          )*/}
         </div>
         <hr className="my-2 border-t border-fd-border" />
       </div>

From d57999885a0f2d8cef5e419014e38c21fd44291e Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 15:37:38 -0700
Subject: [PATCH 128/220] Fix broken link in Form Filling example

---
 docs/content/docs/example-usecases/form-filling.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/content/docs/example-usecases/form-filling.mdx b/docs/content/docs/example-usecases/form-filling.mdx
index 03623181..e819502e 100644
--- a/docs/content/docs/example-usecases/form-filling.mdx
+++ b/docs/content/docs/example-usecases/form-filling.mdx
@@ -10,7 +10,7 @@ import { Tab, Tabs } from 'fumadocs-ui/components/tabs';
 
 Cua can be used to automate interactions between form filling and local file systems over any operating system. Cua let's you interact with all the elements of a web page and local file systems to integrate between the two.
 
-This preset usecase uses [Computer Agent](/agent-sdk/computer-agent) to interact with a web page and local file systems along with [Agent Loops](/agent-sdk/agent-loops) to run the agent in a loop with message history.
+This preset usecase uses [Cua Computer](/computer-sdk/computers) to interact with a web page and local file systems along with [Agent Loops](/agent-sdk/agent-loops) to run the agent in a loop with message history.
 
 ## Quickstart
 

From 82d204f72fca94dd01cabf99d743844d8eb0847e Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Mon, 20 Oct 2025 15:41:01 -0700
Subject: [PATCH 129/220] Remove link to localhost

---
 docs/content/docs/libraries/lumier/docker.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/content/docs/libraries/lumier/docker.mdx b/docs/content/docs/libraries/lumier/docker.mdx
index 4ecd15d6..a14d0599 100644
--- a/docs/content/docs/libraries/lumier/docker.mdx
+++ b/docs/content/docs/libraries/lumier/docker.mdx
@@ -16,7 +16,7 @@ docker run -it --rm \
     -e RAM_SIZE=8192 \
     trycua/lumier:latest
 ```
-Access the VM in your browser at [http://localhost:8006](http://localhost:8006).
+Access the VM in your browser at **http://localhost:8006**.
 
 After running the command above, you can access your macOS VM through a web browser (e.g., http://localhost:8006).
 

From 258ae8698851f71288b3714e1c4b4be6ec35b994 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Tue, 21 Oct 2025 21:27:53 +0530
Subject: [PATCH 130/220] chore: Setup code formatting and linting

- Add `.editorconfig` for editor consistency.
- Configure GitHub Actions workflow for linting (`.github/workflows/lint.yml`).
- Add pre-commit hooks for automated checks (`.pre-commit-config.yaml`).
- Configure Prettier and exclusions (`.prettierrc.yaml`, `.prettierignore`).
- Update VS Code extensions to include formatting tools (`.vscode/extensions.json`).
- Adjust VS Code settings for auto-formatting (`.vscode/settings.json`).
---
 .editorconfig                             |   12 +
 .github/workflows/lint.yml                |   40 +
 .pre-commit-config.yaml                   |   43 +
 .prettierignore                           |   29 +
 .prettierrc.yaml                          |    7 +
 .vscode/extensions.json                   |   10 +
 .vscode/settings.json                     |   25 +-
 examples/computer-example-ts/package.json |    6 +-
 libs/typescript/package.json              |    9 +-
 libs/typescript/pnpm-lock.yaml            | 1885 +++++++++++++++------
 pyproject.toml                            |    7 +-
 uv.lock                                   |  111 +-
 12 files changed, 1659 insertions(+), 525 deletions(-)
 create mode 100644 .editorconfig
 create mode 100644 .github/workflows/lint.yml
 create mode 100644 .pre-commit-config.yaml
 create mode 100644 .prettierignore
 create mode 100644 .prettierrc.yaml
 create mode 100644 .vscode/extensions.json

diff --git a/.editorconfig b/.editorconfig
new file mode 100644
index 00000000..86e25293
--- /dev/null
+++ b/.editorconfig
@@ -0,0 +1,12 @@
+root = true
+
+[*]
+indent_style = space
+indent_size = 4
+charset = utf-8
+end_of_line = lf
+insert_final_newline = false
+trim_trailing_whitespace = true
+
+[*.{js,ts,jsx,tsx,json,css,scss,html,md}]
+indent_size = 2
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
new file mode 100644
index 00000000..6bac06f1
--- /dev/null
+++ b/.github/workflows/lint.yml
@@ -0,0 +1,40 @@
+name: Lint & Format Check
+
+on:
+  pull_request:
+    branches:
+      - main
+  push:
+    branches:
+      - main
+
+jobs:
+  lint:
+    name: Lint & Format
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v3
+
+      - name: Set up Node.js
+        uses: actions/setup-node@v3
+        with:
+          node-version: 20
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: 3.11
+
+      - run: pip install uv
+      - run: uv sync
+
+      # Python checks (isort, black, ruff, mypy)
+      - run: uv run isort --check-only .
+      - run: uv run black --check .
+      - run: uv run ruff check --ignore E501,E402 .
+      - run: uv run mypy .
+
+      # JS/TS/Markdown/YAML checks
+      - run: uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..f979589d
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,43 @@
+repos:
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: v3.0.0
+    hooks:
+      - id: prettier
+        name: Prettier (TS/JS/JSON/Markdown/YAML)
+        entry: prettier --write
+        language: node
+        files: \.(ts|tsx|js|jsx|json|md|yaml|yml)$
+
+  - repo: https://github.com/PyCQA/isort
+    rev: 7.0.0
+    hooks:
+      - id: isort
+        name: isort code formatter
+        language_version: python3.11
+        args: ['--profile', 'black']
+        files: \.(py)$
+
+  - repo: https://github.com/psf/black
+    rev: 25.9.0
+    hooks:
+      - id: black
+        name: Black code formatter
+        language_version: python3.11
+        files: \.(py)$
+
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: v0.14.1
+    hooks:
+      - id: ruff
+        name: ruff linter
+        language_version: python3.11
+        args: ['--fix', '--ignore', 'E501,E402'] # Ignore line length and module level import not at top of file
+        files: \.(py)$
+
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: v1.5.1
+    hooks:
+      - id: mypy
+        name: mypy type checker
+        language_version: python3.11
+        files: \.(py)$
diff --git a/.prettierignore b/.prettierignore
new file mode 100644
index 00000000..eb467f5e
--- /dev/null
+++ b/.prettierignore
@@ -0,0 +1,29 @@
+# Node / JS
+node_modules/
+dist/
+build/
+out/
+*.min.js
+
+# Python
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+.venv/
+venv/
+.env
+.env.local
+
+# Logs
+*.log
+*.tmp
+
+# VSCode / editor files
+.vscode/
+.idea/
+
+# Other generated files
+*.lock
+*.db
+*.sqlite
diff --git a/.prettierrc.yaml b/.prettierrc.yaml
new file mode 100644
index 00000000..c3dca645
--- /dev/null
+++ b/.prettierrc.yaml
@@ -0,0 +1,7 @@
+semi: true
+singleQuote: true
+trailingComma: none
+tabWidth: 2
+printWidth: 100
+arrowParens: always
+bracketSpacing: true
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
new file mode 100644
index 00000000..a28f3b28
--- /dev/null
+++ b/.vscode/extensions.json
@@ -0,0 +1,10 @@
+{
+  "recommendations": [
+    "esbenp.prettier-vscode",
+    "charliermarsh.ruff",
+    "ms-python.black-formatter",
+    "ms-python.mypy-type-checker",
+    "ms-python.vscode-pylance",
+    "ms-python.isort"
+  ]
+}
\ No newline at end of file
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 8281130c..ab4deb49 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,4 +1,25 @@
 {
-    "python-envs.pythonProjects": [],
-    "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python"
+  "python-envs.pythonProjects": [],
+  "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python",
+  "editor.formatOnSave": true,
+  "editor.codeActionsOnSave": {
+    "source.organizeImports": "explicit",
+    "source.fixAll": "explicit"
+  },
+  "extensions.ignoreRecommendations": false,
+  "python.formatting.provider": "black",
+  "[python]": {
+    "editor.defaultFormatter": "ms-python.black-formatter",
+  },
+  "[javascript][typescript][typescriptreact][javascriptreact]": {
+    "editor.defaultFormatter": "esbenp.prettier-vscode"
+  },
+  "ruff.configuration": "${workspaceFolder}/pyproject.toml",
+  "mypy-type-checker.args": [
+    "--config-file",
+    "${workspaceFolder}/pyproject.toml"
+  ],
+  "mypy-type-checker.path": [
+    "${workspaceFolder}"
+  ]
 }
\ No newline at end of file
diff --git a/examples/computer-example-ts/package.json b/examples/computer-example-ts/package.json
index 65210e18..afa90c2f 100644
--- a/examples/computer-example-ts/package.json
+++ b/examples/computer-example-ts/package.json
@@ -6,7 +6,9 @@
   "main": "index.js",
   "scripts": {
     "dev": "tsx watch src/index.ts",
-    "start": "tsx src/index.ts"
+    "start": "tsx src/index.ts",
+    "format": "prettier --write .",
+    "format:check": "prettier --check ."
   },
   "keywords": [],
   "author": "",
@@ -22,4 +24,4 @@
     "tsx": "^4.20.3",
     "typescript": "^5.8.3"
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/package.json b/libs/typescript/package.json
index 4e9df492..cab44c73 100644
--- a/libs/typescript/package.json
+++ b/libs/typescript/package.json
@@ -14,11 +14,14 @@
     "test:core": "pnpm --filter @trycua/core test",
     "test:computer": "pnpm --filter @trycua/computer test",
     "test": "pnpm -r test",
-    "typecheck": "pnpm -r typecheck"
+    "typecheck": "pnpm -r typecheck",
+    "format": "prettier --write .",
+    "format:check": "prettier --check ."
   },
   "packageManager": "pnpm@10.12.3",
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4"
+    "@biomejs/biome": "^1.9.4",
+    "prettier": "^3.6.2"
   },
   "pnpm": {
     "onlyBuiltDependencies": [
@@ -29,4 +32,4 @@
       "unrs-resolver"
     ]
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/pnpm-lock.yaml b/libs/typescript/pnpm-lock.yaml
index 24368ff4..07cfef01 100644
--- a/libs/typescript/pnpm-lock.yaml
+++ b/libs/typescript/pnpm-lock.yaml
@@ -5,12 +5,14 @@ settings:
   excludeLinksFromLockfile: false
 
 importers:
-
   .:
     devDependencies:
       '@biomejs/biome':
         specifier: ^1.9.4
         version: 1.9.4
+      prettier:
+        specifier: ^3.6.2
+        version: 3.6.2
 
   agent:
     dependencies:
@@ -130,714 +132,1151 @@ importers:
         version: 3.2.4(@types/node@22.15.34)(happy-dom@17.6.3)(jiti@2.4.2)(tsx@4.20.3)(yaml@2.8.0)
 
 packages:
-
   '@babel/generator@7.27.5':
-    resolution: {integrity: sha512-ZGhA37l0e/g2s1Cnzdix0O3aLYm66eF8aufiVteOgnwxgnRP8GoyMj7VWsgWnQbVKXyge7hqrFh2K2TQM6t1Hw==}
-    engines: {node: '>=6.9.0'}
+    resolution:
+      {
+        integrity: sha512-ZGhA37l0e/g2s1Cnzdix0O3aLYm66eF8aufiVteOgnwxgnRP8GoyMj7VWsgWnQbVKXyge7hqrFh2K2TQM6t1Hw==
+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/generator@7.28.3':
-    resolution: {integrity: sha512-3lSpxGgvnmZznmBkCRnVREPUFJv2wrv9iAoFDvADJc0ypmdOxdUtcLeBgBJ6zE0PMeTKnxeQzyk0xTBq4Ep7zw==}
-    engines: {node: '>=6.9.0'}
+    resolution:
+      {
+        integrity: sha512-3lSpxGgvnmZznmBkCRnVREPUFJv2wrv9iAoFDvADJc0ypmdOxdUtcLeBgBJ6zE0PMeTKnxeQzyk0xTBq4Ep7zw==
+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/helper-string-parser@7.27.1':
-    resolution: {integrity: sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==}
-    engines: {node: '>=6.9.0'}
+    resolution:
+      {
+        integrity: sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==
+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/helper-validator-identifier@7.27.1':
-    resolution: {integrity: sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==}
-    engines: {node: '>=6.9.0'}
+    resolution:
+      {
+        integrity: sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==
+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/parser@7.27.7':
-    resolution: {integrity: sha512-qnzXzDXdr/po3bOTbTIQZ7+TxNKxpkN5IifVLXS+r7qwynkZfPyjZfE7hCXbo7IoO9TNcSyibgONsf2HauUd3Q==}
-    engines: {node: '>=6.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=6.0.0' }
     hasBin: true
 
   '@babel/parser@7.28.3':
-    resolution: {integrity: sha512-7+Ey1mAgYqFAx2h0RuoxcQT5+MlG3GTV0TQrgr7/ZliKsm/MNDxVVutlWaziMq7wJNAz8MTqz55XLpWvva6StA==}
-    engines: {node: '>=6.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=6.0.0' }
     hasBin: true
 
   '@babel/types@7.27.7':
-    resolution: {integrity: sha512-8OLQgDScAOHXnAz2cV+RfzzNMipuLVBz2biuAJFMV9bfkNf393je3VM8CLkjQodW5+iWsSJdSgSWT6rsZoXHPw==}
-    engines: {node: '>=6.9.0'}
+    resolution:
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+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/types@7.28.2':
-    resolution: {integrity: sha512-ruv7Ae4J5dUYULmeXw1gmb7rYRz57OWCPM57pHojnLq/3Z1CK2lNSLTCVjxVk1F/TZHwOZZrOWi0ur95BbLxNQ==}
-    engines: {node: '>=6.9.0'}
+    resolution:
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+    engines: { node: '>=6.9.0' }
 
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-    resolution: {integrity: sha512-1rkd7G70+o9KkTn5KLmDYXihGoTaIGO9PIIN2ZB7UJxFrWw04CZHPYiMRjYsaDvVV7hP1dYNRLxSANLaBFGpog==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     hasBin: true
 
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-    resolution: {integrity: sha512-bFBsPWrNvkdKrNCYeAp+xo2HecOGPAy9WyNyB/jKnnedgzl4W4Hb9ZMzYNbf8dMCGmUdSavlYHiR01QaYR58cw==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [arm64]
     os: [darwin]
 
   '@biomejs/cli-darwin-x64@1.9.4':
-    resolution: {integrity: sha512-ngYBh/+bEedqkSevPVhLP4QfVPCpb+4BBe2p7Xs32dBgs7rh9nY2AIYUL6BgLw1JVXV8GlpKmb/hNiuIxfPfZg==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [x64]
     os: [darwin]
 
   '@biomejs/cli-linux-arm64-musl@1.9.4':
-    resolution: {integrity: sha512-v665Ct9WCRjGa8+kTr0CzApU0+XXtRgwmzIf1SeKSGAv+2scAlW6JR5PMFo6FzqqZ64Po79cKODKf3/AAmECqA==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [arm64]
     os: [linux]
 
   '@biomejs/cli-linux-arm64@1.9.4':
-    resolution: {integrity: sha512-fJIW0+LYujdjUgJJuwesP4EjIBl/N/TcOX3IvIHJQNsAqvV2CHIogsmA94BPG6jZATS4Hi+xv4SkBBQSt1N4/g==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [arm64]
     os: [linux]
 
   '@biomejs/cli-linux-x64-musl@1.9.4':
-    resolution: {integrity: sha512-gEhi/jSBhZ2m6wjV530Yy8+fNqG8PAinM3oV7CyO+6c3CEh16Eizm21uHVsyVBEB6RIM8JHIl6AGYCv6Q6Q9Tg==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [x64]
     os: [linux]
 
   '@biomejs/cli-linux-x64@1.9.4':
-    resolution: {integrity: sha512-lRCJv/Vi3Vlwmbd6K+oQ0KhLHMAysN8lXoCI7XeHlxaajk06u7G+UsFSO01NAs5iYuWKmVZjmiOzJ0OJmGsMwg==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [x64]
     os: [linux]
 
   '@biomejs/cli-win32-arm64@1.9.4':
-    resolution: {integrity: sha512-tlbhLk+WXZmgwoIKwHIHEBZUwxml7bRJgk0X2sPyNR3S93cdRq6XulAZRQJ17FYGGzWne0fgrXBKpl7l4M87Hg==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [arm64]
     os: [win32]
 
   '@biomejs/cli-win32-x64@1.9.4':
-    resolution: {integrity: sha512-8Y5wMhVIPaWe6jw2H+KlEm4wP/f7EW3810ZLmDlrEEy5KvBsb9ECEfu/kMWD484ijfQ8+nIi0giMgu9g1UAuuA==}
-    engines: {node: '>=14.21.3'}
+    resolution:
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+        integrity: sha512-8Y5wMhVIPaWe6jw2H+KlEm4wP/f7EW3810ZLmDlrEEy5KvBsb9ECEfu/kMWD484ijfQ8+nIi0giMgu9g1UAuuA==
+      }
+    engines: { node: '>=14.21.3' }
     cpu: [x64]
     os: [win32]
 
   '@emnapi/core@1.4.3':
-    resolution: {integrity: sha512-4m62DuCE07lw01soJwPiBGC0nAww0Q+RY70VZ+n49yDIO13yyinhbWCeNnaob0lakDtWQzSdtNWzJeOJt2ma+g==}
+    resolution:
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+      }
 
-  '@emnapi/core@1.4.5':
-    resolution: {integrity: sha512-XsLw1dEOpkSX/WucdqUhPWP7hDxSvZiY+fsUC14h+FtQ2Ifni4znbBt8punRX+Uj2JG/uDb8nEHVKvrVlvdZ5Q==}
+  '@emnapi/core@1.5.0':
+    resolution:
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+        integrity: sha512-sbP8GzB1WDzacS8fgNPpHlp6C9VZe+SJP3F90W9rLemaQj2PzIuTEl1qDOYQf58YIpyjViI24y9aPWCjEzY2cg==
+      }
 
   '@emnapi/runtime@1.4.3':
-    resolution: {integrity: sha512-pBPWdu6MLKROBX05wSNKcNb++m5Er+KQ9QkB+WVM+pW2Kx9hoSrVTnu3BdkI5eBLZoKu/J6mW/B6i6bJB2ytXQ==}
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-  '@emnapi/runtime@1.4.5':
-    resolution: {integrity: sha512-++LApOtY0pEEz1zrd9vy1/zXVaVJJ/EbAF3u0fXIzPJEDtnITsBGbbK0EkM72amhl/R5b+5xx0Y/QhcVOpuulg==}
+  '@emnapi/runtime@1.5.0':
+    resolution:
+      {
+        integrity: sha512-97/BJ3iXHww3djw6hYIfErCZFee7qCtrneuLa20UXFCOTCfBM2cvQHjWJ2EG0s0MtdNwInarqCTz35i4wWXHsQ==
+      }
 
   '@emnapi/wasi-threads@1.0.2':
-    resolution: {integrity: sha512-5n3nTJblwRi8LlXkJ9eBzu+kZR8Yxcc7ubakyQTFzPMtIhFpUBRbsnc2Dv88IZDIbCDlBiWrknhB4Lsz7mg6BA==}
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+      }
 
-  '@emnapi/wasi-threads@1.0.4':
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+  '@emnapi/wasi-threads@1.1.0':
+    resolution:
+      {
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+      }
 
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-    resolution: {integrity: sha512-1SDgH6ZSPTlggy1yI6+Dbkiz8xzpHJEVAlF/AM1tHPLsf5STom9rwtjE4hKAF20FfXXNTFqEYXyJNWh1GiZedQ==}
-    engines: {node: '>=12'}
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+      }
+    engines: { node: '>=12' }
     cpu: [ppc64]
     os: [aix]
 
   '@esbuild/aix-ppc64@0.25.5':
-    resolution: {integrity: sha512-9o3TMmpmftaCMepOdA5k/yDw8SfInyzWWTjYTFCX3kPSDJMROQTb8jg+h9Cnwnmm1vOzvxN7gIfB5V2ewpjtGA==}
-    engines: {node: '>=18'}
+    resolution:
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+      }
+    engines: { node: '>=18' }
     cpu: [ppc64]
     os: [aix]
 
   '@esbuild/android-arm64@0.21.5':
-    resolution: {integrity: sha512-c0uX9VAUBQ7dTDCjq+wdyGLowMdtR/GoC2U5IYk/7D1H1JYC0qseD7+11iMP2mRLN9RcCMRcjC4YMclCzGwS/A==}
-    engines: {node: '>=12'}
+    resolution:
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+      }
+    engines: { node: '>=12' }
     cpu: [arm64]
     os: [android]
 
   '@esbuild/android-arm64@0.25.5':
-    resolution: {integrity: sha512-VGzGhj4lJO+TVGV1v8ntCZWJktV7SGCs3Pn1GRWI1SBFtRALoomm8k5E9Pmwg3HOAal2VDc2F9+PM/rEY6oIDg==}
-    engines: {node: '>=18'}
+    resolution:
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+      }
+    engines: { node: '>=18' }
     cpu: [arm64]
     os: [android]
 
   '@esbuild/android-arm@0.21.5':
-    resolution: {integrity: sha512-vCPvzSjpPHEi1siZdlvAlsPxXl7WbOVUBBAowWug4rJHb68Ox8KualB+1ocNvT5fjv6wpkX6o/iEpbDrf68zcg==}
-    engines: {node: '>=12'}
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+      }
+    engines: { node: '>=12' }
     cpu: [arm]
     os: [android]
 
   '@esbuild/android-arm@0.25.5':
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     cpu: [arm]
     os: [android]
 
   '@esbuild/android-x64@0.21.5':
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+      }
 
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     hasBin: true
 
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+    resolution:
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+      }
 
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-    engines: {node: ^10 || ^12 || >=14}
+    resolution:
+      {
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+      }
+    engines: { node: ^10 || ^12 || >=14 }
 
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-    engines: {node: '>=20'}
+    resolution:
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+      }
+    engines: { node: '>=20' }
+
+  prettier-plugin-tailwindcss@0.7.1:
+    resolution:
+      {
+        integrity: sha512-Bzv1LZcuiR1Sk02iJTS1QzlFNp/o5l2p3xkopwOrbPmtMeh3fK9rVW5M3neBQzHq+kGKj/4LGQMTNcTH4NGPtQ==
+      }
+    engines: { node: '>=20.19' }
+    peerDependencies:
+      '@ianvs/prettier-plugin-sort-imports': '*'
+      '@prettier/plugin-hermes': '*'
+      '@prettier/plugin-oxc': '*'
+      '@prettier/plugin-pug': '*'
+      '@shopify/prettier-plugin-liquid': '*'
+      '@trivago/prettier-plugin-sort-imports': '*'
+      '@zackad/prettier-plugin-twig': '*'
+      prettier: ^3.0
+      prettier-plugin-astro: '*'
+      prettier-plugin-css-order: '*'
+      prettier-plugin-jsdoc: '*'
+      prettier-plugin-marko: '*'
+      prettier-plugin-multiline-arrays: '*'
+      prettier-plugin-organize-attributes: '*'
+      prettier-plugin-organize-imports: '*'
+      prettier-plugin-sort-imports: '*'
+      prettier-plugin-svelte: '*'
+    peerDependenciesMeta:
+      '@ianvs/prettier-plugin-sort-imports':
+        optional: true
+      '@prettier/plugin-hermes':
+        optional: true
+      '@prettier/plugin-oxc':
+        optional: true
+      '@prettier/plugin-pug':
+        optional: true
+      '@shopify/prettier-plugin-liquid':
+        optional: true
+      '@trivago/prettier-plugin-sort-imports':
+        optional: true
+      '@zackad/prettier-plugin-twig':
+        optional: true
+      prettier-plugin-astro:
+        optional: true
+      prettier-plugin-css-order:
+        optional: true
+      prettier-plugin-jsdoc:
+        optional: true
+      prettier-plugin-marko:
+        optional: true
+      prettier-plugin-multiline-arrays:
+        optional: true
+      prettier-plugin-organize-attributes:
+        optional: true
+      prettier-plugin-organize-imports:
+        optional: true
+      prettier-plugin-sort-imports:
+        optional: true
+      prettier-plugin-svelte:
+        optional: true
+
+  prettier@3.6.2:
+    resolution:
+      {
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+      }
+    engines: { node: '>=14' }
+    hasBin: true
 
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+      }
 
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-    engines: {node: '>= 14.18.0'}
+    resolution:
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+    engines: { node: '>= 14.18.0' }
 
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-    engines: {node: '>= 12.13.0'}
+    resolution:
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+    engines: { node: '>= 12.13.0' }
 
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+    resolution:
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+      }
 
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-    engines: {node: '>=20.18.0'}
+    resolution:
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+      }
+    engines: { node: '>=20.18.0' }
     peerDependencies:
       '@typescript/native-preview': '>=7.0.0-dev.20250601.1'
       rolldown: ^1.0.0-beta.9
@@ -1197,8 +1963,11 @@ packages:
         optional: true
 
   rolldown-plugin-dts@0.15.7:
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-    engines: {node: '>=20.18.0'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=20.18.0' }
     peerDependencies:
       '@typescript/native-preview': '>=7.0.0-dev.20250601.1'
       rolldown: ^1.0.0-beta.9
@@ -1212,12 +1981,19 @@ packages:
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         optional: true
 
-  rolldown@1.0.0-beta.33:
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+  rolldown@1.0.0-beta.44:
+    resolution:
+      {
+        integrity: sha512-gcqgyCi3g93Fhr49PKvymE8PoaGS0sf6ajQrsYaQ8o5de6aUEbD6rJZiJbhOfpcqOnycgsAsUNPYri1h25NgsQ==
+      }
+    engines: { node: ^20.19.0 || >=22.12.0 }
     hasBin: true
 
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+    resolution:
+      {
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+      }
     hasBin: true
     peerDependencies:
       '@oxc-project/runtime': 0.70.0
@@ -1226,88 +2002,157 @@ packages:
         optional: true
 
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-    engines: {node: '>=18.0.0', npm: '>=8.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=18.0.0', npm: '>=8.0.0' }
     hasBin: true
 
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-    engines: {node: '>=10'}
+    resolution:
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+      }
+    engines: { node: '>=10' }
 
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+    resolution:
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+      }
 
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-    engines: {node: '>=10'}
+    resolution:
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+      }
+    engines: { node: '>=10' }
     hasBin: true
 
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+    resolution:
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+      }
 
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+      }
 
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-    engines: {node: '>=0.10.0'}
+    resolution:
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+      }
+    engines: { node: '>=0.10.0' }
 
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-    engines: {node: '>= 10.x'}
+    resolution:
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+      }
+    engines: { node: '>= 10.x' }
 
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-    engines: {node: '>=12.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=12.0.0' }
 
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-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
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+    engines: { node: ^18.0.0 || >=20.0.0 }
 
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-    engines: {node: '>=14.0.0'}
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+      }
+    engines: { node: '>=14.0.0' }
 
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-    engines: {node: '>=14.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=14.0.0' }
 
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-    resolution: {integrity: sha512-n1cw8k1k0x4pgA2+9XrOkFydTerNcJ1zWCO5Nn9scWHTD+5tp8dghT2x1uduQePZTZgd3Tupf+x9BxJjeJi77Q==}
-    engines: {node: '>=14.0.0'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=14.0.0' }
 
   tinyspy@4.0.3:
-    resolution: {integrity: sha512-t2T/WLB2WRgZ9EpE4jgPJ9w+i66UZfDc8wHh0xrwiRNN+UwH98GIJkTeZqX9rg0i0ptwzqW+uYeIF0T4F8LR7A==}
-    engines: {node: '>=14.0.0'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=14.0.0' }
 
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+    resolution:
+      {
+        integrity: sha512-L0Orpi8qGpRG//Nd+H90vFB+3iHnue1zSSGmNOOCh1GLJ7rUKVwV2HvijphGQS2UmhUZewS9VgvxYIdgr+fG1A==
+      }
     hasBin: true
 
   tsdown@0.11.13:
-    resolution: {integrity: sha512-VSfoNm8MJXFdg7PJ4p2javgjMRiQQHpkP9N3iBBTrmCixcT6YZ9ZtqYMW3NDHczqR0C0Qnur1HMQr1ZfZcmrng==}
-    engines: {node: '>=18.0.0'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=18.0.0' }
     hasBin: true
     peerDependencies:
       publint: ^0.3.0
@@ -1325,8 +2170,11 @@ packages:
         optional: true
 
   tsdown@0.14.1:
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-    engines: {node: '>=20.19.0'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=20.19.0' }
     hasBin: true
     peerDependencies:
       '@arethetypeswrong/core': ^0.18.1
@@ -1347,41 +2195,68 @@ packages:
         optional: true
 
   tslib@2.8.1:
-    resolution: {integrity: sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==}
+    resolution:
+      {
+        integrity: sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==
+      }
 
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-    engines: {node: '>=18.0.0'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=18.0.0' }
     hasBin: true
 
   typescript@5.8.3:
-    resolution: {integrity: sha512-p1diW6TqL9L07nNxvRMM7hMMw4c5XOo/1ibL4aAIGmSAt9slTE1Xgw5KWuof2uTOvCg9BY7ZRi+GaF+7sfgPeQ==}
-    engines: {node: '>=14.17'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=14.17' }
     hasBin: true
 
   unconfig@7.3.2:
-    resolution: {integrity: sha512-nqG5NNL2wFVGZ0NA/aCFw0oJ2pxSf1lwg4Z5ill8wd7K4KX/rQbHlwbh+bjctXL5Ly1xtzHenHGOK0b+lG6JVg==}
+    resolution:
+      {
+        integrity: sha512-nqG5NNL2wFVGZ0NA/aCFw0oJ2pxSf1lwg4Z5ill8wd7K4KX/rQbHlwbh+bjctXL5Ly1xtzHenHGOK0b+lG6JVg==
+      }
 
   undici-types@6.21.0:
-    resolution: {integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==}
+    resolution:
+      {
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+      }
 
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-    resolution: {integrity: sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==}
+    resolution:
+      {
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+      }
     hasBin: true
 
   vite-node@2.1.9:
-    resolution: {integrity: sha512-AM9aQ/IPrW/6ENLQg3AGY4K1N2TGZdR5e4gu/MmmR2xR3Ll1+dib+nook92g4TV3PXVyeyxdWwtaCAiUL0hMxA==}
-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
+      {
+        integrity: sha512-AM9aQ/IPrW/6ENLQg3AGY4K1N2TGZdR5e4gu/MmmR2xR3Ll1+dib+nook92g4TV3PXVyeyxdWwtaCAiUL0hMxA==
+      }
+    engines: { node: ^18.0.0 || >=20.0.0 }
     hasBin: true
 
   vite-node@3.2.4:
-    resolution: {integrity: sha512-EbKSKh+bh1E1IFxeO0pg1n4dvoOTt0UDiXMd/qn++r98+jPO1xtJilvXldeuQ8giIB5IkpjCgMleHMNEsGH6pg==}
-    engines: {node: ^18.0.0 || ^20.0.0 || >=22.0.0}
+    resolution:
+      {
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+      }
+    engines: { node: ^18.0.0 || ^20.0.0 || >=22.0.0 }
     hasBin: true
 
   vite@5.4.19:
-    resolution: {integrity: sha512-qO3aKv3HoQC8QKiNSTuUM1l9o/XX3+c+VTgLHbJWHZGeTPVAg2XwazI9UWzoxjIJCGCV2zU60uqMzjeLZuULqA==}
-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
+      {
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+      }
+    engines: { node: ^18.0.0 || >=20.0.0 }
     hasBin: true
     peerDependencies:
       '@types/node': ^18.0.0 || >=20.0.0
@@ -1411,8 +2286,11 @@ packages:
         optional: true
 
   vite@7.0.0:
-    resolution: {integrity: sha512-ixXJB1YRgDIw2OszKQS9WxGHKwLdCsbQNkpJN171udl6szi/rIySHL6/Os3s2+oE4P/FLD4dxg4mD7Wust+u5g==}
-    engines: {node: ^20.19.0 || >=22.12.0}
+    resolution:
+      {
+        integrity: sha512-ixXJB1YRgDIw2OszKQS9WxGHKwLdCsbQNkpJN171udl6szi/rIySHL6/Os3s2+oE4P/FLD4dxg4mD7Wust+u5g==
+      }
+    engines: { node: ^20.19.0 || >=22.12.0 }
     hasBin: true
     peerDependencies:
       '@types/node': ^20.19.0 || >=22.12.0
@@ -1451,8 +2329,11 @@ packages:
         optional: true
 
   vitest@2.1.9:
-    resolution: {integrity: sha512-MSmPM9REYqDGBI8439mA4mWhV5sKmDlBKWIYbA3lRb2PTHACE0mgKwA8yQ2xq9vxDTuk4iPrECBAEW2aoFXY0Q==}
-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
+      {
+        integrity: sha512-MSmPM9REYqDGBI8439mA4mWhV5sKmDlBKWIYbA3lRb2PTHACE0mgKwA8yQ2xq9vxDTuk4iPrECBAEW2aoFXY0Q==
+      }
+    engines: { node: ^18.0.0 || >=20.0.0 }
     hasBin: true
     peerDependencies:
       '@edge-runtime/vm': '*'
@@ -1476,8 +2357,11 @@ packages:
         optional: true
 
   vitest@3.2.4:
-    resolution: {integrity: sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==}
-    engines: {node: ^18.0.0 || ^20.0.0 || >=22.0.0}
+    resolution:
+      {
+        integrity: sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==
+      }
+    engines: { node: ^18.0.0 || ^20.0.0 || >=22.0.0 }
     hasBin: true
     peerDependencies:
       '@edge-runtime/vm': '*'
@@ -1504,25 +2388,40 @@ packages:
         optional: true
 
   webidl-conversions@7.0.0:
-    resolution: {integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==}
-    engines: {node: '>=12'}
+    resolution:
+      {
+        integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==
+      }
+    engines: { node: '>=12' }
 
   webrtc-adapter@9.0.3:
-    resolution: {integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==}
-    engines: {node: '>=6.0.0', npm: '>=3.10.0'}
+    resolution:
+      {
+        integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==
+      }
+    engines: { node: '>=6.0.0', npm: '>=3.10.0' }
 
   whatwg-mimetype@3.0.0:
-    resolution: {integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==}
-    engines: {node: '>=12'}
+    resolution:
+      {
+        integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==
+      }
+    engines: { node: '>=12' }
 
   why-is-node-running@2.3.0:
-    resolution: {integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==}
-    engines: {node: '>=8'}
+    resolution:
+      {
+        integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==
+      }
+    engines: { node: '>=8' }
     hasBin: true
 
   ws@8.18.3:
-    resolution: {integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==}
-    engines: {node: '>=10.0.0'}
+    resolution:
+      {
+        integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==
+      }
+    engines: { node: '>=10.0.0' }
     peerDependencies:
       bufferutil: ^4.0.1
       utf-8-validate: '>=5.0.2'
@@ -1533,12 +2432,14 @@ packages:
         optional: true
 
   yaml@2.8.0:
-    resolution: {integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==}
-    engines: {node: '>= 14.6'}
+    resolution:
+      {
+        integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==
+      }
+    engines: { node: '>= 14.6' }
     hasBin: true
 
 snapshots:
-
   '@babel/generator@7.27.5':
     dependencies:
       '@babel/parser': 7.27.7
@@ -1618,9 +2519,9 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@emnapi/core@1.4.5':
+  '@emnapi/core@1.5.0':
     dependencies:
-      '@emnapi/wasi-threads': 1.0.4
+      '@emnapi/wasi-threads': 1.1.0
       tslib: 2.8.1
     optional: true
 
@@ -1629,7 +2530,7 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@emnapi/runtime@1.4.5':
+  '@emnapi/runtime@1.5.0':
     dependencies:
       tslib: 2.8.1
     optional: true
@@ -1639,7 +2540,7 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@emnapi/wasi-threads@1.0.4':
+  '@emnapi/wasi-threads@1.1.0':
     dependencies:
       tslib: 2.8.1
     optional: true
@@ -1821,80 +2722,78 @@ snapshots:
       '@tybys/wasm-util': 0.9.0
     optional: true
 
-  '@napi-rs/wasm-runtime@1.0.3':
+  '@napi-rs/wasm-runtime@1.0.7':
     dependencies:
-      '@emnapi/core': 1.4.5
-      '@emnapi/runtime': 1.4.5
-      '@tybys/wasm-util': 0.10.0
+      '@emnapi/core': 1.5.0
+      '@emnapi/runtime': 1.5.0
+      '@tybys/wasm-util': 0.10.1
     optional: true
 
-  '@oxc-project/runtime@0.82.2': {}
-
   '@oxc-project/types@0.70.0': {}
 
-  '@oxc-project/types@0.82.2': {}
+  '@oxc-project/types@0.95.0': {}
 
   '@quansync/fs@0.1.3':
     dependencies:
       quansync: 0.2.10
 
-  '@rolldown/binding-android-arm64@1.0.0-beta.33':
+  '@rolldown/binding-android-arm64@1.0.0-beta.44':
     optional: true
 
-  '@rolldown/binding-darwin-arm64@1.0.0-beta.33':
+  '@rolldown/binding-darwin-arm64@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-darwin-arm64@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-darwin-x64@1.0.0-beta.33':
+  '@rolldown/binding-darwin-x64@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-darwin-x64@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-freebsd-x64@1.0.0-beta.33':
+  '@rolldown/binding-freebsd-x64@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-freebsd-x64@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-arm-gnueabihf@1.0.0-beta.33':
+  '@rolldown/binding-linux-arm-gnueabihf@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-arm-gnueabihf@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-arm64-gnu@1.0.0-beta.33':
+  '@rolldown/binding-linux-arm64-gnu@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-arm64-gnu@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-arm64-musl@1.0.0-beta.33':
+  '@rolldown/binding-linux-arm64-musl@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-arm64-musl@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-x64-gnu@1.0.0-beta.33':
+  '@rolldown/binding-linux-x64-gnu@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-x64-gnu@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-x64-musl@1.0.0-beta.33':
+  '@rolldown/binding-linux-x64-musl@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-x64-musl@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-openharmony-arm64@1.0.0-beta.33':
+  '@rolldown/binding-openharmony-arm64@1.0.0-beta.44':
     optional: true
 
-  '@rolldown/binding-wasm32-wasi@1.0.0-beta.33':
+  '@rolldown/binding-wasm32-wasi@1.0.0-beta.44':
     dependencies:
-      '@napi-rs/wasm-runtime': 1.0.3
+      '@napi-rs/wasm-runtime': 1.0.7
     optional: true
 
   '@rolldown/binding-wasm32-wasi@1.0.0-beta.9':
@@ -1902,25 +2801,25 @@ snapshots:
       '@napi-rs/wasm-runtime': 0.2.11
     optional: true
 
-  '@rolldown/binding-win32-arm64-msvc@1.0.0-beta.33':
+  '@rolldown/binding-win32-arm64-msvc@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-win32-arm64-msvc@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-win32-ia32-msvc@1.0.0-beta.33':
+  '@rolldown/binding-win32-ia32-msvc@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-win32-ia32-msvc@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-win32-x64-msvc@1.0.0-beta.33':
+  '@rolldown/binding-win32-x64-msvc@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-win32-x64-msvc@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/pluginutils@1.0.0-beta.33': {}
+  '@rolldown/pluginutils@1.0.0-beta.44': {}
 
   '@rolldown/pluginutils@1.0.0-beta.9': {}
 
@@ -1991,7 +2890,7 @@ snapshots:
       posthog-node: 5.1.1
       uuid: 11.1.0
 
-  '@tybys/wasm-util@0.10.0':
+  '@tybys/wasm-util@0.10.1':
     dependencies:
       tslib: 2.8.1
     optional: true
@@ -2384,6 +3283,12 @@ snapshots:
 
   posthog-node@5.1.1: {}
 
+  prettier-plugin-tailwindcss@0.7.1(prettier@3.6.2):
+    dependencies:
+      prettier: 3.6.2
+
+  prettier@3.6.2: {}
+
   process-warning@5.0.0: {}
 
   quansync@0.2.10: {}
@@ -2418,7 +3323,7 @@ snapshots:
       - oxc-resolver
       - supports-color
 
-  rolldown-plugin-dts@0.15.7(rolldown@1.0.0-beta.33)(typescript@5.8.3):
+  rolldown-plugin-dts@0.15.7(rolldown@1.0.0-beta.44)(typescript@5.8.3):
     dependencies:
       '@babel/generator': 7.28.3
       '@babel/parser': 7.28.3
@@ -2428,34 +3333,32 @@ snapshots:
       debug: 4.4.1
       dts-resolver: 2.1.1
       get-tsconfig: 4.10.1
-      rolldown: 1.0.0-beta.33
+      rolldown: 1.0.0-beta.44
     optionalDependencies:
       typescript: 5.8.3
     transitivePeerDependencies:
       - oxc-resolver
       - supports-color
 
-  rolldown@1.0.0-beta.33:
+  rolldown@1.0.0-beta.44:
     dependencies:
-      '@oxc-project/runtime': 0.82.2
-      '@oxc-project/types': 0.82.2
-      '@rolldown/pluginutils': 1.0.0-beta.33
-      ansis: 4.1.0
+      '@oxc-project/types': 0.95.0
+      '@rolldown/pluginutils': 1.0.0-beta.44
     optionalDependencies:
-      '@rolldown/binding-android-arm64': 1.0.0-beta.33
-      '@rolldown/binding-darwin-arm64': 1.0.0-beta.33
-      '@rolldown/binding-darwin-x64': 1.0.0-beta.33
-      '@rolldown/binding-freebsd-x64': 1.0.0-beta.33
-      '@rolldown/binding-linux-arm-gnueabihf': 1.0.0-beta.33
-      '@rolldown/binding-linux-arm64-gnu': 1.0.0-beta.33
-      '@rolldown/binding-linux-arm64-musl': 1.0.0-beta.33
-      '@rolldown/binding-linux-x64-gnu': 1.0.0-beta.33
-      '@rolldown/binding-linux-x64-musl': 1.0.0-beta.33
-      '@rolldown/binding-openharmony-arm64': 1.0.0-beta.33
-      '@rolldown/binding-wasm32-wasi': 1.0.0-beta.33
-      '@rolldown/binding-win32-arm64-msvc': 1.0.0-beta.33
-      '@rolldown/binding-win32-ia32-msvc': 1.0.0-beta.33
-      '@rolldown/binding-win32-x64-msvc': 1.0.0-beta.33
+      '@rolldown/binding-android-arm64': 1.0.0-beta.44
+      '@rolldown/binding-darwin-arm64': 1.0.0-beta.44
+      '@rolldown/binding-darwin-x64': 1.0.0-beta.44
+      '@rolldown/binding-freebsd-x64': 1.0.0-beta.44
+      '@rolldown/binding-linux-arm-gnueabihf': 1.0.0-beta.44
+      '@rolldown/binding-linux-arm64-gnu': 1.0.0-beta.44
+      '@rolldown/binding-linux-arm64-musl': 1.0.0-beta.44
+      '@rolldown/binding-linux-x64-gnu': 1.0.0-beta.44
+      '@rolldown/binding-linux-x64-musl': 1.0.0-beta.44
+      '@rolldown/binding-openharmony-arm64': 1.0.0-beta.44
+      '@rolldown/binding-wasm32-wasi': 1.0.0-beta.44
+      '@rolldown/binding-win32-arm64-msvc': 1.0.0-beta.44
+      '@rolldown/binding-win32-ia32-msvc': 1.0.0-beta.44
+      '@rolldown/binding-win32-x64-msvc': 1.0.0-beta.44
 
   rolldown@1.0.0-beta.9:
     dependencies:
@@ -2586,8 +3489,8 @@ snapshots:
       diff: 8.0.2
       empathic: 2.0.0
       hookable: 5.5.3
-      rolldown: 1.0.0-beta.33
-      rolldown-plugin-dts: 0.15.7(rolldown@1.0.0-beta.33)(typescript@5.8.3)
+      rolldown: 1.0.0-beta.44
+      rolldown-plugin-dts: 0.15.7(rolldown@1.0.0-beta.44)(typescript@5.8.3)
       semver: 7.7.2
       tinyexec: 1.0.1
       tinyglobby: 0.2.14
diff --git a/pyproject.toml b/pyproject.toml
index 6dcfc8ac..2e40502a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,6 +30,8 @@ dev = [
     "ruff>=0.9.2",
     "types-requests>=2.31.0",
     "hud-python[agent]==0.4.52",
+    "pre-commit>=4.3.0",
+    "isort>=7.0.0",
 ]
 docs = [
     "mkdocs-material>=9.2.0",
@@ -89,7 +91,10 @@ strict = true
 warn_return_any = true
 warn_unused_ignores = false
 
+[tool.isort]
+profile = "black"
+
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 python_files = "test_*.py"
-testpaths = ["libs/*/tests"]
+testpaths = ["libs/*/tests"]
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index 602be39c..776161aa 100644
--- a/uv.lock
+++ b/uv.lock
@@ -618,6 +618,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/0e/02ceeec9a7d6ee63bb596121c2c8e9b3a9e150936f4fbef6ca1943e6137c/cffi-2.0.0-cp313-cp313-win_arm64.whl", hash = "sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91", size = 177780, upload-time = "2025-09-08T23:23:16.761Z" },
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114, upload-time = "2023-08-12T20:38:17.776Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249, upload-time = "2023-08-12T20:38:16.269Z" },
+]
+
 [[package]]
 name = "charset-normalizer"
 version = "3.4.4"
@@ -1154,6 +1163,7 @@ dev = [
     { name = "jedi" },
     { name = "jupyter" },
     { name = "mypy" },
+    { name = "pre-commit" },
     { name = "ruff" },
     { name = "types-requests" },
 ]
@@ -1190,6 +1200,7 @@ dev = [
     { name = "jedi", specifier = ">=0.19.2" },
     { name = "jupyter", specifier = ">=1.0.0" },
     { name = "mypy", specifier = ">=1.10.0" },
+    { name = "pre-commit", specifier = ">=4.3.0" },
     { name = "ruff", specifier = ">=0.9.2" },
     { name = "types-requests", specifier = ">=2.31.0" },
 ]
@@ -1300,6 +1311,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
 ]
 
+[[package]]
+name = "distlib"
+version = "0.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/96/8e/709914eb2b5749865801041647dc7f4e6d00b549cfe88b65ca192995f07c/distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d", size = 614605, upload-time = "2025-07-17T16:52:00.465Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
+]
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -2013,6 +2033,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/31/a0/651f93d154cb72323358bf2bbae3e642bdb5d2f1bfc874d096f7cb159fa0/huggingface_hub-0.35.3-py3-none-any.whl", hash = "sha256:0e3a01829c19d86d03793e4577816fe3bdfc1602ac62c7fb220d593d351224ba", size = 564262, upload-time = "2025-09-29T14:29:55.813Z" },
 ]
 
+[[package]]
+name = "identify"
+version = "2.6.15"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ff/e7/685de97986c916a6d93b3876139e00eef26ad5bbbd61925d670ae8013449/identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf", size = 99311, upload-time = "2025-10-02T17:43:40.631Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757", size = 99183, upload-time = "2025-10-02T17:43:39.137Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.11"
@@ -3178,12 +3207,12 @@ name = "mlx-lm"
 version = "0.28.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "jinja2" },
+    { name = "jinja2", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
     { name = "mlx", marker = "sys_platform == 'darwin'" },
-    { name = "numpy" },
-    { name = "protobuf" },
-    { name = "pyyaml" },
-    { name = "transformers" },
+    { name = "numpy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "protobuf", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "pyyaml", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "transformers", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/51/f6/15e002d52c28d8c544ec3aaf9053677468333e6ef0e76ea68579fd77b76d/mlx_lm-0.28.3.tar.gz", hash = "sha256:75df2b925d343ebaf50b63008dede4fe98cd3b02b1b24b7da71ebeb198d674f0", size = 214455, upload-time = "2025-10-17T21:44:33.921Z" }
 wheels = [
@@ -3205,19 +3234,19 @@ name = "mlx-vlm"
 version = "0.3.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "datasets" },
-    { name = "fastapi" },
-    { name = "mlx" },
-    { name = "mlx-lm" },
-    { name = "numpy" },
-    { name = "opencv-python" },
-    { name = "pillow" },
-    { name = "requests" },
-    { name = "scipy" },
-    { name = "soundfile" },
-    { name = "tqdm" },
-    { name = "transformers" },
-    { name = "uvicorn" },
+    { name = "datasets", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "fastapi", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "mlx", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "mlx-lm", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "numpy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "opencv-python", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "pillow", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "requests", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "scipy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "soundfile", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "tqdm", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "transformers", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "uvicorn", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ff/9f/de419334820da334203de28eaf861b57ae0d06b0882770e5e5d0671dc5dd/mlx_vlm-0.3.3.tar.gz", hash = "sha256:5a08c802d1bf32cc47bd6aebe348d3554ce21bfce417a585bba83f9d213a6e66", size = 231935, upload-time = "2025-08-20T14:52:51.323Z" }
 wheels = [
@@ -3623,7 +3652,7 @@ name = "nvidia-cudnn-cu12"
 version = "9.10.2.21"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12" },
+    { name = "nvidia-cublas-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/ba/51/e123d997aa098c61d029f76663dedbfb9bc8dcf8c60cbd6adbe42f76d049/nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:949452be657fa16687d0930933f032835951ef0892b37d2d53824d1a84dc97a8", size = 706758467, upload-time = "2025-06-06T21:54:08.597Z" },
@@ -3634,7 +3663,7 @@ name = "nvidia-cufft-cu12"
 version = "11.3.3.83"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink-cu12" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/1f/13/ee4e00f30e676b66ae65b4f08cb5bcbb8392c03f54f2d5413ea99a5d1c80/nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d2dd21ec0b88cf61b62e6b43564355e5222e4a3fb394cac0db101f2dd0d4f74", size = 193118695, upload-time = "2025-03-07T01:45:27.821Z" },
@@ -3661,9 +3690,9 @@ name = "nvidia-cusolver-cu12"
 version = "11.7.3.90"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12" },
-    { name = "nvidia-cusparse-cu12" },
-    { name = "nvidia-nvjitlink-cu12" },
+    { name = "nvidia-cublas-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
+    { name = "nvidia-cusparse-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/85/48/9a13d2975803e8cf2777d5ed57b87a0b6ca2cc795f9a4f59796a910bfb80/nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:4376c11ad263152bd50ea295c05370360776f8c3427b30991df774f9fb26c450", size = 267506905, upload-time = "2025-03-07T01:47:16.273Z" },
@@ -3674,7 +3703,7 @@ name = "nvidia-cusparse-cu12"
 version = "12.5.8.93"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink-cu12" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
 ]
 wheels = [
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@@ -4276,6 +4305,22 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1e/ce/5e5ede2f0b24db113544f9f7ce08d395a4107cbc66d77b8d05d9eaeaeada/posthog-6.7.8-py3-none-any.whl", hash = "sha256:842ccb518f925425f714bae29e4ac36a059a8948c45f6ed155543ca7386d554b", size = 137299, upload-time = "2025-10-16T14:46:51.547Z" },
 ]
 
+[[package]]
+name = "pre-commit"
+version = "4.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cfgv" },
+    { name = "identify" },
+    { name = "nodeenv" },
+    { name = "pyyaml" },
+    { name = "virtualenv" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ff/29/7cf5bbc236333876e4b41f56e06857a87937ce4bf91e117a6991a2dbb02a/pre_commit-4.3.0.tar.gz", hash = "sha256:499fe450cc9d42e9d58e606262795ecb64dd05438943c62b66f6a8673da30b16", size = 193792, upload-time = "2025-08-09T18:56:14.651Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl", hash = "sha256:2b0747ad7e6e967169136edffee14c16e148a778a54e4f967921aa1ebf2308d8", size = 220965, upload-time = "2025-08-09T18:56:13.192Z" },
+]
+
 [[package]]
 name = "prometheus-client"
 version = "0.23.1"
@@ -5591,8 +5636,8 @@ name = "soundfile"
 version = "0.13.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cffi" },
-    { name = "numpy" },
+    { name = "cffi", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "numpy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/e1/41/9b873a8c055582859b239be17902a85339bec6a30ad162f98c9b0288a2cc/soundfile-0.13.1.tar.gz", hash = "sha256:b2c68dab1e30297317080a5b43df57e302584c49e2942defdde0acccc53f0e5b", size = 46156, upload-time = "2025-01-25T09:17:04.831Z" }
 wheels = [
@@ -6220,6 +6265,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f8/ba/d69adbe699b768f6b29a5eec7b47dd610bd17a69de51b251126a801369ea/uvloop-0.22.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:1f38ec5e3f18c8a10ded09742f7fb8de0108796eb673f30ce7762ce1b8550cad", size = 4239051, upload-time = "2025-10-16T22:16:43.224Z" },
 ]
 
+[[package]]
+name = "virtualenv"
+version = "20.35.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "distlib" },
+    { name = "filelock" },
+    { name = "platformdirs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a4/d5/b0ccd381d55c8f45d46f77df6ae59fbc23d19e901e2d523395598e5f4c93/virtualenv-20.35.3.tar.gz", hash = "sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44", size = 6002907, upload-time = "2025-10-10T21:23:33.178Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl", hash = "sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a", size = 5981061, upload-time = "2025-10-10T21:23:30.433Z" },
+]
+
 [[package]]
 name = "watchdog"
 version = "6.0.0"

From 93e64cb58c2aefc4db0b69744a50a7baaa52ec97 Mon Sep 17 00:00:00 2001
From: ddupont <3820588+ddupont808@users.noreply.github.com>
Date: Tue, 21 Oct 2025 10:11:53 -0700
Subject: [PATCH 131/220] Update README to use 'cua-xfce' instead of
 'cua-docker-xfce'

---
 libs/xfce/README.md | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/libs/xfce/README.md b/libs/xfce/README.md
index cd7f2bb1..347527ca 100644
--- a/libs/xfce/README.md
+++ b/libs/xfce/README.md
@@ -38,7 +38,7 @@ Vanilla XFCE desktop container for Computer-Using Agents (CUA) with noVNC and co
 ## Building the Container
 
 ```bash
-docker build -t cua-docker-xfce:latest .
+docker build -t cua-xfce:latest .
 ```
 
 ### Build and Push (multi-arch)
@@ -67,7 +67,7 @@ docker run --rm -it \
   -p 5901:5901 \
   -p 6901:6901 \
   -p 8000:8000 \
-  cua-docker-xfce:latest
+  cua-xfce:latest
 ```
 
 ### With Custom Resolution
@@ -79,7 +79,7 @@ docker run --rm -it \
   -p 6901:6901 \
   -p 8000:8000 \
   -e VNC_RESOLUTION=1280x720 \
-  cua-docker-xfce:latest
+  cua-xfce:latest
 ```
 
 ### With Persistent Storage
@@ -91,7 +91,7 @@ docker run --rm -it \
   -p 6901:6901 \
   -p 8000:8000 \
   -v $(pwd)/storage:/home/cua/storage \
-  cua-docker-xfce:latest
+  cua-xfce:latest
 ```
 
 ## Accessing the Container
@@ -102,16 +102,16 @@ docker run --rm -it \
 
 ## Using with CUA Docker Provider
 
-This container is designed to work with the CUA Docker provider. Simply specify the docker-xfce image:
+This container is designed to work with the CUA Docker provider. Simply specify the xfce image:
 
 ```python
 from computer import Computer
 
-# Create computer with docker-xfce container
+# Create computer with xfce container
 computer = Computer(
     os_type="linux",
     provider_type="docker",
-    image="trycua/cua-xfce:latest",  # Use docker-xfce instead of Kasm
+    image="trycua/cua-xfce:latest",  # Use xfce instead of Kasm
     display="1024x768",
     memory="4GB",
     cpu="2"
@@ -131,7 +131,7 @@ async with computer:
     print(result.stdout)
 ```
 
-### Switching between Kasm and docker-xfce
+### Switching between Kasm and xfce
 
 The Docker provider automatically detects which image you're using:
 
@@ -143,11 +143,11 @@ computer_kasm = Computer(
     image="trycua/cua-ubuntu:latest",  # Kasm image
 )
 
-# Use docker-xfce container (vanilla XFCE)
+# Use xfce container (vanilla XFCE)
 computer_xfce = Computer(
     os_type="linux",
     provider_type="docker",
-    image="trycua/cua-xfce:latest",  # docker-xfce image
+    image="trycua/cua-xfce:latest",  # xfce image
 )
 ```
 
@@ -186,7 +186,7 @@ Both provide the same API and functionality - the provider automatically configu
 
 ### Filesystem Snapshot
 ```bash
-docker commit <container_id> cua-docker-xfce-snapshot:latest
+docker commit <container_id> cua-xfce-snapshot:latest
 ```
 
 ### Running from Snapshot
@@ -195,7 +195,7 @@ docker run --rm -it \
   --shm-size=512m \
   -p 6901:6901 \
   -p 8000:8000 \
-  cua-docker-xfce-snapshot:latest
+  cua-xfce-snapshot:latest
 ```
 
 ## Comparison with Kasm Container

From 4eb4c3bcb6c7c54f6348f6db8b9e1ce100a7f5e8 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 00:02:21 +0530
Subject: [PATCH 132/220] chore: set up pre-commit hooks and CI/CD workflow

- Add a new GitHub Actions workflow (`lint.yml`)
- Update `CONTRIBUTING.md` and `Development.md` to reflect the new linting setup and guide contributors.
- Include a TypeScript type checking script (`typescript-typecheck.js`)
---
 .github/workflows/lint.yml      |  23 ++++--
 .pre-commit-config.yaml         |   9 ++-
 CONTRIBUTING.md                 |   7 +-
 Development.md                  | 130 +++++++++++++++++++++++---------
 scripts/typescript-typecheck.js |   8 ++
 uv.lock                         |  11 +++
 6 files changed, 144 insertions(+), 44 deletions(-)
 create mode 100644 scripts/typescript-typecheck.js

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 6bac06f1..d8863546 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -27,14 +27,23 @@ jobs:
         with:
           python-version: 3.11
 
-      - run: pip install uv
-      - run: uv sync
+      - name: Install dependencies
+        run: |
+          pip install uv
+          uv sync
 
       # Python checks (isort, black, ruff, mypy)
-      - run: uv run isort --check-only .
-      - run: uv run black --check .
-      - run: uv run ruff check --ignore E501,E402 .
-      - run: uv run mypy .
+      - name: Python lint & typecheck
+        run: |
+          uv run isort --check-only .
+          uv run black --check .
+          uv run ruff check --ignore E501,E402,I001,I002 .
+          uv run mypy .
+
+      # TypeScript type check
+      - name: TypeScript typecheck
+        run: node ./scripts/typescript-typecheck.js
 
       # JS/TS/Markdown/YAML checks
-      - run: uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
+      - name: Prettier check
+        run: uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f979589d..ea0c2e5a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,6 +8,13 @@ repos:
         language: node
         files: \.(ts|tsx|js|jsx|json|md|yaml|yml)$
 
+  - repo: local
+    hooks:
+      - id: tsc
+        name: TypeScript type check
+        entry: node ./scripts/typescript-typecheck.js
+        language: node
+
   - repo: https://github.com/PyCQA/isort
     rev: 7.0.0
     hooks:
@@ -31,7 +38,7 @@ repos:
       - id: ruff
         name: ruff linter
         language_version: python3.11
-        args: ['--fix', '--ignore', 'E501,E402'] # Ignore line length and module level import not at top of file
+        args: ['--fix', '--ignore', 'E501,E402,I001,I002'] # Ignore line length, module level import not at top of file, and import sorting issues
         files: \.(py)$
 
   - repo: https://github.com/pre-commit/mirrors-mypy
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 75980e2a..e38aa3ed 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -36,16 +36,19 @@ We follow strict code formatting guidelines to ensure consistency across the cod
    ```bash
    # For Python code
    uv run black .
-   uv run ruff check --fix .
+   uv run isort .
+   uv run ruff check --ignore E501,E402,I001,I002 --fix .
    ```
 4. **Validate Your Code**: Ensure your code passes all checks:
    ```bash
    uv run mypy .
    ```
+5. Every time you try to commit code, a pre-commit hook will automatically run the formatting and validation tools. If any issues are found, the commit will be blocked until they are resolved. Please make sure to address any issues reported by the pre-commit hook before attempting to commit again. Once all issues are resolved, you can proceed with your commit.
 
 ## Documentation
 
 Documentation improvements are always welcome. You can:
+
 - Fix typos or unclear explanations
 - Add examples and use cases
 - Improve API documentation
@@ -53,4 +56,4 @@ Documentation improvements are always welcome. You can:
 
 For detailed instructions on setting up your development environment and submitting code contributions, please see our [Developer-Guide](Development.md).
 
-Feel free to join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss ideas or get help with your contributions. 
\ No newline at end of file
+Feel free to join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss ideas or get help with your contributions.
diff --git a/Development.md b/Development.md
index 2b061aea..3fdbc5f0 100644
--- a/Development.md
+++ b/Development.md
@@ -17,36 +17,38 @@ These packages are part of a uv workspace which manages a shared virtual environ
 
 1. Install Lume CLI:
 
-    ```bash
-    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
-    ```
+   ```bash
+   /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
+   ```
 
 2. Clone the repository:
 
-    ```bash
-    git clone https://github.com/trycua/cua.git
-    cd cua
-    ```
+   ```bash
+   git clone https://github.com/trycua/cua.git
+   cd cua
+   ```
 
 3. Create a `.env.local` file in the root directory with your API keys:
 
-    ```bash
-    # Required for Anthropic provider
-    ANTHROPIC_API_KEY=your_anthropic_key_here
+   ```bash
+   # Required for Anthropic provider
+   ANTHROPIC_API_KEY=your_anthropic_key_here
 
-    # Required for OpenAI provider
-    OPENAI_API_KEY=your_openai_key_here
-    ```
+   # Required for OpenAI provider
+   OPENAI_API_KEY=your_openai_key_here
+   ```
 
 4. Open the workspace in VSCode or Cursor:
 
-    ```bash
-    # For Cua Python development
-    code .vscode/py.code-workspace
+   ```bash
+   # For Cua Python development
+   code .vscode/py.code-workspace
 
-    # For Lume (Swift) development
-    code .vscode/lume.code-workspace
-    ```
+   # For Lume (Swift) development
+   code .vscode/lume.code-workspace
+   ```
+
+5. Install Pre-commit hooks ([see below](#pre-commit-hook)):
 
 Using the workspace file is strongly recommended as it:
 
@@ -55,6 +57,19 @@ Using the workspace file is strongly recommended as it:
 - Enables debugging configurations
 - Maintains consistent settings across packages
 
+### Pre-commit Hook Installation
+
+Pre-commit hooks are scripts that run automatically before each commit to ensure code quality and consistency.
+To install the hooks:
+
+```bash
+# First, ensure dependencies are installed (only needed once)
+uv sync
+
+# Then install the pre-commit hooks
+uv run pre-commit install
+```
+
 ## Lume Development
 
 Refer to the [Lume README](./libs/lume/Development.md) for instructions on how to develop the Lume CLI.
@@ -118,10 +133,11 @@ The Cua project follows strict code formatting standards to ensure consistency a
 The project uses the following tools for code formatting and linting:
 
 - **[Black](https://black.readthedocs.io/)**: Code formatter
+- **[isort](https://pycqa.github.io/isort/)**: Import sorter
 - **[Ruff](https://beta.ruff.rs/docs/)**: Fast linter and formatter
 - **[MyPy](https://mypy.readthedocs.io/)**: Static type checker
 
-These tools are automatically installed when you set up the development environment using the `./scripts/build.sh` script.
+These tools are automatically installed when you set up the development environment.
 
 #### Configuration
 
@@ -163,23 +179,48 @@ warn_unused_ignores = false
 
 The repository includes VSCode workspace configurations that enable automatic formatting. When you open the workspace files (as recommended in the setup instructions), the correct formatting settings are automatically applied.
 
-Python-specific settings in the workspace files:
+##### Python-specific settings
+
+These are configured in `.vscode/settings.json`:
 
 ```json
-"[python]": {
-    "editor.formatOnSave": true,
-    "editor.defaultFormatter": "ms-python.black-formatter",
-    "editor.codeActionsOnSave": {
-        "source.organizeImports": "explicit"
-    }
+{
+  "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python",
+  "editor.formatOnSave": true,
+  "editor.codeActionsOnSave": {
+    "source.organizeImports": "explicit",
+    "source.fixAll": "explicit"
+  },
+  "[python]": {
+    "editor.defaultFormatter": "ms-python.black-formatter"
+  },
+  "python.formatting.provider": "black",
+  "ruff.configuration": "${workspaceFolder}/pyproject.toml",
+  "mypy-type-checker.args": ["--config-file", "${workspaceFolder}/pyproject.toml"],
+  "mypy-type-checker.path": ["${workspaceFolder}"]
 }
 ```
 
-Recommended VS Code extensions:
+##### **JS/TS-specific settings**
 
-- Black Formatter (ms-python.black-formatter)
-- Ruff (charliermarsh.ruff)
-- Pylance (ms-python.vscode-pylance)
+```json
+"[javascript][typescript][typescriptreact][javascriptreact]": {
+  "editor.defaultFormatter": "esbenp.prettier-vscode"
+}
+```
+
+- Ensures Prettier is used for all JS/TS files for consistent formatting.
+
+Recommended VS Code Extensions
+
+- **Black Formatter** – `ms-python.black-formatter`
+- **Ruff** – `charliermarsh.ruff`
+- **Pylance** – `ms-python.vscode-pylance`
+- **isort** – `ms-python.isort`
+- **Prettier** – `esbenp.prettier-vscode`
+- **Mypy Type Checker** – `ms-python.mypy-type-checker`
+
+> VSCode will automatically suggest installing the recommended extensions when you open the workspace.
 
 #### Manual Formatting
 
@@ -189,8 +230,11 @@ To manually format code:
 # Format all Python files using Black
 uv run black .
 
+# Sort imports using isort
+uv run isort .
+
 # Run Ruff linter with auto-fix
-uv run ruff check --fix .
+uv run ruff check --ignore E501,E402,I001,I002 .
 
 # Run type checking with MyPy
 uv run mypy .
@@ -200,11 +244,29 @@ uv run mypy .
 
 Before submitting a pull request, ensure your code passes all formatting checks:
 
+**Option 1: Run all hooks via pre-commit (all in a single command)**
+
 ```bash
-# Run all checks
+# Run hooks on staged files (recommended for quick checks)
+uv run pre-commit run
+```
+
+- Automatically runs Black, Ruff, isort, Mypy, Prettier, and any other configured hooks.
+
+**Option 2: Run individual tools manually**
+
+```bash
+# Python checks
 uv run black --check .
-uv run ruff check .
+uv run isort --check .
+uv run ruff check --ignore E501,E402,I001,I002 .
 uv run mypy .
+
+# JavaScript/TypeScript checks
+uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
+
+# TypeScript typecheck
+node ./scripts/typescript-typecheck.js
 ```
 
 ### Swift Code (Lume)
diff --git a/scripts/typescript-typecheck.js b/scripts/typescript-typecheck.js
new file mode 100644
index 00000000..29e12345
--- /dev/null
+++ b/scripts/typescript-typecheck.js
@@ -0,0 +1,8 @@
+#!/usr/bin/env node
+const { execSync } = require('child_process');
+
+try {
+  execSync('pnpm -C libs/typescript -r run typecheck', { stdio: 'inherit' });
+} catch (err) {
+  process.exit(1);
+}
diff --git a/uv.lock b/uv.lock
index 776161aa..d33f2821 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1160,6 +1160,7 @@ dev = [
     { name = "cua-som" },
     { name = "hud-python", extra = ["agent"] },
     { name = "ipykernel" },
+    { name = "isort" },
     { name = "jedi" },
     { name = "jupyter" },
     { name = "mypy" },
@@ -1197,6 +1198,7 @@ dev = [
     { name = "cua-som", editable = "libs/python/som" },
     { name = "hud-python", extras = ["agent"], specifier = "==0.4.52" },
     { name = "ipykernel", specifier = ">=6.29.5" },
+    { name = "isort", specifier = ">=7.0.0" },
     { name = "jedi", specifier = ">=0.19.2" },
     { name = "jupyter", specifier = ">=1.0.0" },
     { name = "mypy", specifier = ">=1.10.0" },
@@ -2252,6 +2254,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042", size = 11321, upload-time = "2020-11-01T10:59:58.02Z" },
 ]
 
+[[package]]
+name = "isort"
+version = "7.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/63/53/4f3c058e3bace40282876f9b553343376ee687f3c35a525dc79dbd450f88/isort-7.0.0.tar.gz", hash = "sha256:5513527951aadb3ac4292a41a16cbc50dd1642432f5e8c20057d414bdafb4187", size = 805049, upload-time = "2025-10-11T13:30:59.107Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7f/ed/e3705d6d02b4f7aea715a353c8ce193efd0b5db13e204df895d38734c244/isort-7.0.0-py3-none-any.whl", hash = "sha256:1bcabac8bc3c36c7fb7b98a76c8abb18e0f841a3ba81decac7691008592499c1", size = 94672, upload-time = "2025-10-11T13:30:57.665Z" },
+]
+
 [[package]]
 name = "jedi"
 version = "0.19.2"

From 3ddc7ae67de8034e85977c325fc6231bb0aecd19 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 02:21:37 +0530
Subject: [PATCH 133/220] chore: consolidate Ruff configs, add prettier
 dependancy and updated documentation usage

- Remove per-package Black, Ruff, and MyPy settings in individual pyproject.toml files
- Centralize Ruff configuration in root pyproject.toml under [tool.ruff.lint] with selected ignores
- Add Prettier setup and usage instructions to Development.md
- Include pnpm install instructions for JS/TS dependencies
- Ensure pre-commit hooks enforce Python and JS/TS formatting consistently
---
 Development.md                             | 110 +++++++++++++++++----
 libs/python/agent/pyproject.toml           |   2 +-
 libs/python/computer-server/pyproject.toml |  21 +---
 libs/python/computer/pyproject.toml        |  23 -----
 libs/python/core/pyproject.toml            |  27 +----
 libs/python/mcp-server/pyproject.toml      |  12 +--
 libs/python/pylume/pyproject.toml          |  25 +----
 libs/python/som/pyproject.toml             |  25 +----
 package.json                               |   9 ++
 pnpm-lock.yaml                             |  24 +++++
 pyproject.toml                             |   9 +-
 11 files changed, 138 insertions(+), 149 deletions(-)
 create mode 100644 package.json
 create mode 100644 pnpm-lock.yaml

diff --git a/Development.md b/Development.md
index 3fdbc5f0..e51bc500 100644
--- a/Development.md
+++ b/Development.md
@@ -38,7 +38,27 @@ These packages are part of a uv workspace which manages a shared virtual environ
    OPENAI_API_KEY=your_openai_key_here
    ```
 
-4. Open the workspace in VSCode or Cursor:
+4. Install Node.js dependencies for Prettier and other scripts:
+
+   ```bash
+   # Install pnpm if you don't have it
+   npm install -g pnpm
+
+   # Install all JS/TS dependencies
+   pnpm install
+   ```
+
+5. Install Python dependencies and workspace packages:
+
+   ```bash
+   # First install uv if you don't have it
+   pip install uv
+
+    # Then install all Python dependencies
+   uv sync
+   ```
+
+6. Open the workspace in VSCode or Cursor:
 
    ```bash
    # For Cua Python development
@@ -48,7 +68,13 @@ These packages are part of a uv workspace which manages a shared virtual environ
    code .vscode/lume.code-workspace
    ```
 
-5. Install Pre-commit hooks ([see below](#pre-commit-hook)):
+7. Install Pre-commit hooks:
+
+   This ensures code formatting and validation run automatically on each commit.
+
+   ```bash
+   uv run pre-commit install
+   ```
 
 Using the workspace file is strongly recommended as it:
 
@@ -57,19 +83,6 @@ Using the workspace file is strongly recommended as it:
 - Enables debugging configurations
 - Maintains consistent settings across packages
 
-### Pre-commit Hook Installation
-
-Pre-commit hooks are scripts that run automatically before each commit to ensure code quality and consistency.
-To install the hooks:
-
-```bash
-# First, ensure dependencies are installed (only needed once)
-uv sync
-
-# Then install the pre-commit hooks
-uv run pre-commit install
-```
-
 ## Lume Development
 
 Refer to the [Lume README](./libs/lume/Development.md) for instructions on how to develop the Lume CLI.
@@ -149,23 +162,34 @@ line-length = 100
 target-version = ["py311"]
 
 [tool.ruff]
+fix = true
 line-length = 100
 target-version = "py311"
+
+[tool.ruff.lint]
 select = ["E", "F", "B", "I"]
+ignore = [
+    "E501", "E402", "I001", "I002", "B007", "B023", "B024", "B027", "B028",
+    "B904", "B905", "E711", "E712", "E722", "E731", "F401", "F403", "F405",
+    "F811", "F821", "F841"
+]
 fix = true
 
 [tool.ruff.format]
 docstring-code-format = true
 
 [tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
 check_untyped_defs = true
-warn_return_any = true
+disallow_untyped_defs = true
+ignore_missing_imports = true
+python_version = "3.11"
 show_error_codes = true
+strict = true
+warn_return_any = true
 warn_unused_ignores = false
+
+[tool.isort]
+profile = "black"
 ```
 
 #### Key Formatting Rules
@@ -269,6 +293,52 @@ uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
 node ./scripts/typescript-typecheck.js
 ```
 
+### JavaScript / TypeScript Formatting (Prettier)
+
+The project uses **Prettier** to ensure consistent formatting across all JS/TS/JSON/Markdown/YAML files.
+
+#### Installation
+
+All Node.js dependencies are managed via `pnpm`. Make sure you have run:
+
+```bash
+# Install pnpm if you don't have it
+npm install -g pnpm
+
+# Install project dependencies
+pnpm install
+```
+
+This installs Prettier and other JS/TS dependencies defined in `package.json`.
+
+#### Usage
+
+- **Check formatting** (without making changes):
+
+```bash
+pnpm prettier:check
+```
+
+- **Automatically format files**:
+
+```bash
+pnpm prettier:format
+```
+
+#### Type Checking (TypeScript)
+
+- Run the TypeScript type checker:
+
+```bash
+node ./scripts/typescript-typecheck.js
+```
+
+#### VSCode Integration
+
+- The workspace config ensures Prettier is used automatically for JS/TS/JSON/Markdown/YAML files.
+- Recommended extension: Prettier – Code Formatter
+- Ensure `editor.formatOnSave` is enabled in VSCode for automatic formatting.
+
 ### Swift Code (Lume)
 
 For Swift code in the `libs/lume` directory:
diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 94bde419..0d690240 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -108,4 +108,4 @@ constraint-dependencies = ["fastrtc>0.43.0", "mlx-audio>0.2.3"]
 distribution = true
 
 [tool.pdm.build]
-includes = ["agent/"]
+includes = ["agent/"]
\ No newline at end of file
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 6468a48d..01b40af0 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -67,23 +67,4 @@ dev = [
 ]
 
 [tool.pdm.scripts]
-api = "python -m computer_server"
-
-[tool.ruff]
-line-length = 100
-target-version = "py310"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.10"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
+api = "python -m computer_server"
\ No newline at end of file
diff --git a/libs/python/computer/pyproject.toml b/libs/python/computer/pyproject.toml
index 22ebccd5..b659c0a1 100644
--- a/libs/python/computer/pyproject.toml
+++ b/libs/python/computer/pyproject.toml
@@ -44,29 +44,6 @@ distribution = true
 includes = ["computer/"]
 source-includes = ["tests/", "README.md", "LICENSE"]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
diff --git a/libs/python/core/pyproject.toml b/libs/python/core/pyproject.toml
index c4bcd459..d505b225 100644
--- a/libs/python/core/pyproject.toml
+++ b/libs/python/core/pyproject.toml
@@ -24,34 +24,11 @@ distribution = true
 includes = ["core/"]
 source-includes = ["tests/", "README.md", "LICENSE"]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
-python_files = "test_*.py" 
+python_files = "test_*.py"
 [dependency-groups]
 dev = [
     "pytest>=8.3.5",
-]
+]
\ No newline at end of file
diff --git a/libs/python/mcp-server/pyproject.toml b/libs/python/mcp-server/pyproject.toml
index b844fe36..6e05da7f 100644
--- a/libs/python/mcp-server/pyproject.toml
+++ b/libs/python/mcp-server/pyproject.toml
@@ -27,14 +27,4 @@ distribution = true
 dev = [
     "black>=23.9.1",
     "ruff>=0.0.292",
-]
-
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
+]
\ No newline at end of file
diff --git a/libs/python/pylume/pyproject.toml b/libs/python/pylume/pyproject.toml
index f21f2bb2..b86d5575 100644
--- a/libs/python/pylume/pyproject.toml
+++ b/libs/python/pylume/pyproject.toml
@@ -41,29 +41,6 @@ dev = [
     "pytest>=7.0.0",
 ]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-fix = true
-line-length = 100
-select = ["B", "E", "F", "I"]
-target-version = "py311"
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-check_untyped_defs = true
-disallow_untyped_defs = true
-ignore_missing_imports = true
-python_version = "3.11"
-show_error_codes = true
-strict = true
-warn_return_any = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 python_files = "test_*.py"
@@ -71,4 +48,4 @@ testpaths = ["tests"]
 
 [tool.pdm.build]
 includes = ["pylume/"]
-source-includes = ["LICENSE", "README.md", "tests/"]
+source-includes = ["LICENSE", "README.md", "tests/"]
\ No newline at end of file
diff --git a/libs/python/som/pyproject.toml b/libs/python/som/pyproject.toml
index f871eb18..95941538 100644
--- a/libs/python/som/pyproject.toml
+++ b/libs/python/som/pyproject.toml
@@ -52,30 +52,7 @@ src-layout = false
 includes = ["som/"]
 source-includes = ["tests/", "README.md", "LICENSE"]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
-python_files = "test_*.py"
+python_files = "test_*.py"
\ No newline at end of file
diff --git a/package.json b/package.json
new file mode 100644
index 00000000..2d0118af
--- /dev/null
+++ b/package.json
@@ -0,0 +1,9 @@
+{
+  "scripts": {
+    "prettier:check": "prettier --check '**/*.{ts,tsx,js,jsx,json,md,yaml,yml}'",
+    "prettier:format": "prettier --write '**/*.{ts,tsx,js,jsx,json,md,yaml,yml}'"
+  },
+  "devDependencies": {
+    "prettier": "^3.6.2"
+  }
+}
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
new file mode 100644
index 00000000..595fc04b
--- /dev/null
+++ b/pnpm-lock.yaml
@@ -0,0 +1,24 @@
+lockfileVersion: '9.0'
+
+settings:
+  autoInstallPeers: true
+  excludeLinksFromLockfile: false
+
+importers:
+  .:
+    devDependencies:
+      prettier:
+        specifier: ^3.6.2
+        version: 3.6.2
+
+packages:
+  prettier@3.6.2:
+    resolution:
+      {
+        integrity: sha512-I7AIg5boAr5R0FFtJ6rCfD+LFsWHp81dolrFD8S79U9tb8Az2nGrJncnMSnys+bpQJfRUzqs9hnA81OAA3hCuQ==
+      }
+    engines: { node: '>=14' }
+    hasBin: true
+
+snapshots:
+  prettier@3.6.2: {}
diff --git a/pyproject.toml b/pyproject.toml
index 2e40502a..d6b70d5a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -75,9 +75,16 @@ target-version = ["py311"]
 [tool.ruff]
 fix = true
 line-length = 100
-select = ["B", "E", "F", "I"]
 target-version = "py311"
 
+[tool.ruff.lint]
+select = ["E", "F", "B", "I"]
+ignore = [
+    "E501", "E402", "I001", "I002", "B007", "B023", "B024", "B027", "B028",
+    "B904", "B905", "E711", "E712", "E722", "E731", "F401", "F403", "F405",
+    "F811", "F821", "F841"
+]
+
 [tool.ruff.format]
 docstring-code-format = true
 

From 598c0d6372652b2a4355c076dd442d66879e6783 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 03:35:15 +0530
Subject: [PATCH 134/220] chore: update .prettierignore

- Add `.next/`, `pnpm-lock.yaml`, `uv.lock` to .prettierignore
---
 .prettierignore | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.prettierignore b/.prettierignore
index eb467f5e..7a28e2a7 100644
--- a/.prettierignore
+++ b/.prettierignore
@@ -3,6 +3,7 @@ node_modules/
 dist/
 build/
 out/
+.next/
 *.min.js
 
 # Python
@@ -27,3 +28,5 @@ venv/
 *.lock
 *.db
 *.sqlite
+pnpm-lock.yaml
+uv.lock
\ No newline at end of file

From 049096bcd2e5f8bcb54f13192fc9256ff88f6c9e Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 12:48:00 +0530
Subject: [PATCH 135/220] chore: disable MyPy, add target version py312, update
 documentation

---
 .github/workflows/lint.yml |  5 +++--
 .pre-commit-config.yaml    | 19 ++++++++-----------
 CONTRIBUTING.md            |  2 +-
 Development.md             |  4 ++--
 pyproject.toml             |  7 ++++---
 5 files changed, 18 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index d8863546..f7653cd7 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -37,8 +37,9 @@ jobs:
         run: |
           uv run isort --check-only .
           uv run black --check .
-          uv run ruff check --ignore E501,E402,I001,I002 .
-          uv run mypy .
+          uv run ruff check .
+          # Temporarily disabled due to untyped codebase
+          # uv run mypy .
 
       # TypeScript type check
       - name: TypeScript typecheck
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ea0c2e5a..bbc42d48 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,7 +20,6 @@ repos:
     hooks:
       - id: isort
         name: isort code formatter
-        language_version: python3.11
         args: ['--profile', 'black']
         files: \.(py)$
 
@@ -29,7 +28,6 @@ repos:
     hooks:
       - id: black
         name: Black code formatter
-        language_version: python3.11
         files: \.(py)$
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
@@ -37,14 +35,13 @@ repos:
     hooks:
       - id: ruff
         name: ruff linter
-        language_version: python3.11
-        args: ['--fix', '--ignore', 'E501,E402,I001,I002'] # Ignore line length, module level import not at top of file, and import sorting issues
+        args: ['--fix']
         files: \.(py)$
 
-  - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.5.1
-    hooks:
-      - id: mypy
-        name: mypy type checker
-        language_version: python3.11
-        files: \.(py)$
+  # Temporarily disabled due to untyped codebase
+  # - repo: https://github.com/pre-commit/mirrors-mypy
+  #   rev: v1.5.1
+  #   hooks:
+  #     - id: mypy
+  #       name: mypy type checker
+  #       files: \.(py)$
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e38aa3ed..69819ef6 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -37,7 +37,7 @@ We follow strict code formatting guidelines to ensure consistency across the cod
    # For Python code
    uv run black .
    uv run isort .
-   uv run ruff check --ignore E501,E402,I001,I002 --fix .
+   uv run ruff check --fix .
    ```
 4. **Validate Your Code**: Ensure your code passes all checks:
    ```bash
diff --git a/Development.md b/Development.md
index e51bc500..cfe21f6b 100644
--- a/Development.md
+++ b/Development.md
@@ -258,7 +258,7 @@ uv run black .
 uv run isort .
 
 # Run Ruff linter with auto-fix
-uv run ruff check --ignore E501,E402,I001,I002 .
+uv run ruff check .
 
 # Run type checking with MyPy
 uv run mypy .
@@ -283,7 +283,7 @@ uv run pre-commit run
 # Python checks
 uv run black --check .
 uv run isort --check .
-uv run ruff check --ignore E501,E402,I001,I002 .
+uv run ruff check .
 uv run mypy .
 
 # JavaScript/TypeScript checks
diff --git a/pyproject.toml b/pyproject.toml
index d6b70d5a..fb7b1d09 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,12 +70,12 @@ cua-mcp-server = { workspace = true }
 
 [tool.black]
 line-length = 100
-target-version = ["py311"]
+target-version = ["py312"]
 
 [tool.ruff]
 fix = true
 line-length = 100
-target-version = "py311"
+target-version = "py312"
 
 [tool.ruff.lint]
 select = ["E", "F", "B", "I"]
@@ -92,7 +92,7 @@ docstring-code-format = true
 check_untyped_defs = true
 disallow_untyped_defs = true
 ignore_missing_imports = true
-python_version = "3.11"
+python_version = "3.12"
 show_error_codes = true
 strict = true
 warn_return_any = true
@@ -100,6 +100,7 @@ warn_unused_ignores = false
 
 [tool.isort]
 profile = "black"
+py_version = 312
 
 [tool.pytest.ini_options]
 asyncio_mode = "auto"

From 675e50875f0c69ba0c79df2cd77c8c5a71c737ec Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:42:09 -0700
Subject: [PATCH 136/220] Remove Biome

---
 .vscode/libs-ts.code-workspace        |    2 +-
 libs/typescript/agent/package.json    |    5 +-
 libs/typescript/biome.json            |   80 --
 libs/typescript/computer/package.json |    7 +-
 libs/typescript/core/package.json     |    7 +-
 libs/typescript/package.json          |    6 +-
 libs/typescript/pnpm-lock.yaml        | 1811 ++++++-------------------
 7 files changed, 423 insertions(+), 1495 deletions(-)
 delete mode 100644 libs/typescript/biome.json

diff --git a/.vscode/libs-ts.code-workspace b/.vscode/libs-ts.code-workspace
index 732316f2..ccff6b06 100644
--- a/.vscode/libs-ts.code-workspace
+++ b/.vscode/libs-ts.code-workspace
@@ -7,7 +7,7 @@
   ],
   "extensions": {
     "recommendations": [
-      "biomejs.biome",
+      "esbenp.prettier-vscode"
     ]
   }
 }
\ No newline at end of file
diff --git a/libs/typescript/agent/package.json b/libs/typescript/agent/package.json
index f77206df..0ef50e37 100644
--- a/libs/typescript/agent/package.json
+++ b/libs/typescript/agent/package.json
@@ -28,8 +28,8 @@
     "access": "public"
   },
   "scripts": {
-    "lint": "biome lint .",
-    "lint:fix": "biome lint --fix .",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build": "tsdown",
     "dev": "tsdown --watch",
     "test": "vitest",
@@ -43,7 +43,6 @@
     "pino": "^9.7.0"
   },
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "@types/node": "^22.15.17",
     "bumpp": "^10.1.0",
     "happy-dom": "^17.4.7",
diff --git a/libs/typescript/biome.json b/libs/typescript/biome.json
deleted file mode 100644
index a0394eff..00000000
--- a/libs/typescript/biome.json
+++ /dev/null
@@ -1,80 +0,0 @@
-{
-  "$schema": "https://biomejs.dev/schemas/1.9.4/schema.json",
-  "vcs": {
-    "enabled": false,
-    "clientKind": "git",
-    "useIgnoreFile": false
-  },
-  "files": {
-    "ignoreUnknown": false,
-    "include": ["core/**/*.ts", "computer/**/*.ts"],
-    "ignore": ["dist", "node_modules"]
-  },
-  "formatter": {
-    "enabled": true,
-    "useEditorconfig": true,
-    "formatWithErrors": false,
-    "indentStyle": "space",
-    "indentWidth": 2,
-    "lineEnding": "lf",
-    "lineWidth": 80,
-    "attributePosition": "auto",
-    "bracketSpacing": true
-  },
-  "organizeImports": {
-    "enabled": true
-  },
-  "linter": {
-    "enabled": true,
-    "rules": {
-      "recommended": true,
-      "style": {
-        "useSelfClosingElements": "warn",
-        "noUnusedTemplateLiteral": "warn",
-        "noNonNullAssertion": "off"
-      },
-      "a11y": {
-        "useMediaCaption": "off",
-        "useKeyWithClickEvents": "warn",
-        "useKeyWithMouseEvents": "warn",
-        "noSvgWithoutTitle": "off",
-        "useButtonType": "warn",
-        "noAutofocus": "off"
-      },
-      "suspicious": {
-        "noArrayIndexKey": "off"
-      },
-      "correctness": {
-        "noUnusedVariables": "warn",
-        "noUnusedFunctionParameters": "warn",
-        "noUnusedImports": "warn"
-      },
-      "complexity": {
-        "useOptionalChain": "info"
-      },
-      "nursery": {
-        "useSortedClasses": {
-          "level": "warn",
-          "fix": "safe",
-          "options": {
-            "attributes": ["className"],
-            "functions": ["cn"]
-          }
-        }
-      }
-    }
-  },
-  "javascript": {
-    "formatter": {
-      "jsxQuoteStyle": "double",
-      "quoteProperties": "asNeeded",
-      "trailingCommas": "es5",
-      "semicolons": "always",
-      "arrowParentheses": "always",
-      "bracketSameLine": false,
-      "quoteStyle": "single",
-      "attributePosition": "auto",
-      "bracketSpacing": true
-    }
-  }
-}
diff --git a/libs/typescript/computer/package.json b/libs/typescript/computer/package.json
index 1f777ac2..7df2a167 100644
--- a/libs/typescript/computer/package.json
+++ b/libs/typescript/computer/package.json
@@ -28,8 +28,8 @@
     "access": "public"
   },
   "scripts": {
-    "lint": "biome lint .",
-    "lint:fix": "biome lint --fix .",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build": "tsdown",
     "dev": "tsdown --watch",
     "test": "vitest",
@@ -43,7 +43,6 @@
     "ws": "^8.18.0"
   },
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "@types/node": "^22.15.17",
     "@types/ws": "^8.18.1",
     "bumpp": "^10.1.0",
@@ -53,4 +52,4 @@
     "typescript": "^5.8.3",
     "vitest": "^3.1.3"
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/core/package.json b/libs/typescript/core/package.json
index 5c76d5d0..c3b1878a 100644
--- a/libs/typescript/core/package.json
+++ b/libs/typescript/core/package.json
@@ -28,8 +28,8 @@
     "access": "public"
   },
   "scripts": {
-    "lint": "biome lint .",
-    "lint:fix": "biome lint --fix .",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build": "tsdown",
     "dev": "tsdown --watch",
     "test": "vitest",
@@ -44,7 +44,6 @@
     "uuid": "^11.1.0"
   },
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "@types/node": "^22.15.17",
     "@types/ws": "^8.18.1",
     "bumpp": "^10.1.0",
@@ -54,4 +53,4 @@
     "typescript": "^5.8.3",
     "vitest": "^3.1.3"
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/package.json b/libs/typescript/package.json
index cab44c73..abe5ba0f 100644
--- a/libs/typescript/package.json
+++ b/libs/typescript/package.json
@@ -6,8 +6,8 @@
   "author": "cua",
   "license": "MIT",
   "scripts": {
-    "lint": "biome check",
-    "lint:fix": "biome check --fix",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build:core": "pnpm --filter @trycua/core build",
     "build:computer": "pnpm --filter @trycua/computer build",
     "build": "pnpm build:core && pnpm build:computer",
@@ -20,12 +20,10 @@
   },
   "packageManager": "pnpm@10.12.3",
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "prettier": "^3.6.2"
   },
   "pnpm": {
     "onlyBuiltDependencies": [
-      "@biomejs/biome",
       "esbuild",
       "protobufjs",
       "sharp",
diff --git a/libs/typescript/pnpm-lock.yaml b/libs/typescript/pnpm-lock.yaml
index 07cfef01..ee1d6fb9 100644
--- a/libs/typescript/pnpm-lock.yaml
+++ b/libs/typescript/pnpm-lock.yaml
@@ -5,11 +5,9 @@ settings:
   excludeLinksFromLockfile: false
 
 importers:
+
   .:
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       prettier:
         specifier: ^3.6.2
         version: 3.6.2
@@ -26,9 +24,6 @@ importers:
         specifier: ^9.7.0
         version: 9.7.0
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       '@types/node':
         specifier: ^22.15.17
         version: 22.15.34
@@ -60,9 +55,6 @@ importers:
         specifier: ^8.18.0
         version: 8.18.3
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       '@types/node':
         specifier: ^22.15.17
         version: 22.15.34
@@ -103,9 +95,6 @@ importers:
         specifier: ^11.1.0
         version: 11.1.0
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       '@types/node':
         specifier: ^22.15.17
         version: 22.15.34
@@ -132,1151 +121,670 @@ importers:
         version: 3.2.4(@types/node@22.15.34)(happy-dom@17.6.3)(jiti@2.4.2)(tsx@4.20.3)(yaml@2.8.0)
 
 packages:
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-    resolution:
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-        integrity: sha512-nqG5NNL2wFVGZ0NA/aCFw0oJ2pxSf1lwg4Z5ill8wd7K4KX/rQbHlwbh+bjctXL5Ly1xtzHenHGOK0b+lG6JVg==
-      }
+    resolution: {integrity: sha512-nqG5NNL2wFVGZ0NA/aCFw0oJ2pxSf1lwg4Z5ill8wd7K4KX/rQbHlwbh+bjctXL5Ly1xtzHenHGOK0b+lG6JVg==}
 
   undici-types@6.21.0:
-    resolution:
-      {
-        integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==
-      }
+    resolution: {integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==}
 
   uuid@11.1.0:
-    resolution:
-      {
-        integrity: sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==
-      }
+    resolution: {integrity: sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==}
     hasBin: true
 
   vite-node@2.1.9:
-    resolution:
-      {
-        integrity: sha512-AM9aQ/IPrW/6ENLQg3AGY4K1N2TGZdR5e4gu/MmmR2xR3Ll1+dib+nook92g4TV3PXVyeyxdWwtaCAiUL0hMxA==
-      }
-    engines: { node: ^18.0.0 || >=20.0.0 }
+    resolution: {integrity: sha512-AM9aQ/IPrW/6ENLQg3AGY4K1N2TGZdR5e4gu/MmmR2xR3Ll1+dib+nook92g4TV3PXVyeyxdWwtaCAiUL0hMxA==}
+    engines: {node: ^18.0.0 || >=20.0.0}
     hasBin: true
 
   vite-node@3.2.4:
-    resolution:
-      {
-        integrity: sha512-EbKSKh+bh1E1IFxeO0pg1n4dvoOTt0UDiXMd/qn++r98+jPO1xtJilvXldeuQ8giIB5IkpjCgMleHMNEsGH6pg==
-      }
-    engines: { node: ^18.0.0 || ^20.0.0 || >=22.0.0 }
+    resolution: {integrity: sha512-EbKSKh+bh1E1IFxeO0pg1n4dvoOTt0UDiXMd/qn++r98+jPO1xtJilvXldeuQ8giIB5IkpjCgMleHMNEsGH6pg==}
+    engines: {node: ^18.0.0 || ^20.0.0 || >=22.0.0}
     hasBin: true
 
   vite@5.4.19:
-    resolution:
-      {
-        integrity: sha512-qO3aKv3HoQC8QKiNSTuUM1l9o/XX3+c+VTgLHbJWHZGeTPVAg2XwazI9UWzoxjIJCGCV2zU60uqMzjeLZuULqA==
-      }
-    engines: { node: ^18.0.0 || >=20.0.0 }
+    resolution: {integrity: sha512-qO3aKv3HoQC8QKiNSTuUM1l9o/XX3+c+VTgLHbJWHZGeTPVAg2XwazI9UWzoxjIJCGCV2zU60uqMzjeLZuULqA==}
+    engines: {node: ^18.0.0 || >=20.0.0}
     hasBin: true
     peerDependencies:
       '@types/node': ^18.0.0 || >=20.0.0
@@ -2286,11 +1364,8 @@ packages:
         optional: true
 
   vite@7.0.0:
-    resolution:
-      {
-        integrity: sha512-ixXJB1YRgDIw2OszKQS9WxGHKwLdCsbQNkpJN171udl6szi/rIySHL6/Os3s2+oE4P/FLD4dxg4mD7Wust+u5g==
-      }
-    engines: { node: ^20.19.0 || >=22.12.0 }
+    resolution: {integrity: sha512-ixXJB1YRgDIw2OszKQS9WxGHKwLdCsbQNkpJN171udl6szi/rIySHL6/Os3s2+oE4P/FLD4dxg4mD7Wust+u5g==}
+    engines: {node: ^20.19.0 || >=22.12.0}
     hasBin: true
     peerDependencies:
       '@types/node': ^20.19.0 || >=22.12.0
@@ -2329,11 +1404,8 @@ packages:
         optional: true
 
   vitest@2.1.9:
-    resolution:
-      {
-        integrity: sha512-MSmPM9REYqDGBI8439mA4mWhV5sKmDlBKWIYbA3lRb2PTHACE0mgKwA8yQ2xq9vxDTuk4iPrECBAEW2aoFXY0Q==
-      }
-    engines: { node: ^18.0.0 || >=20.0.0 }
+    resolution: {integrity: sha512-MSmPM9REYqDGBI8439mA4mWhV5sKmDlBKWIYbA3lRb2PTHACE0mgKwA8yQ2xq9vxDTuk4iPrECBAEW2aoFXY0Q==}
+    engines: {node: ^18.0.0 || >=20.0.0}
     hasBin: true
     peerDependencies:
       '@edge-runtime/vm': '*'
@@ -2357,11 +1429,8 @@ packages:
         optional: true
 
   vitest@3.2.4:
-    resolution:
-      {
-        integrity: sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==
-      }
-    engines: { node: ^18.0.0 || ^20.0.0 || >=22.0.0 }
+    resolution: {integrity: sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==}
+    engines: {node: ^18.0.0 || ^20.0.0 || >=22.0.0}
     hasBin: true
     peerDependencies:
       '@edge-runtime/vm': '*'
@@ -2388,40 +1457,25 @@ packages:
         optional: true
 
   webidl-conversions@7.0.0:
-    resolution:
-      {
-        integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==
-      }
-    engines: { node: '>=12' }
+    resolution: {integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==}
+    engines: {node: '>=12'}
 
   webrtc-adapter@9.0.3:
-    resolution:
-      {
-        integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==
-      }
-    engines: { node: '>=6.0.0', npm: '>=3.10.0' }
+    resolution: {integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==}
+    engines: {node: '>=6.0.0', npm: '>=3.10.0'}
 
   whatwg-mimetype@3.0.0:
-    resolution:
-      {
-        integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==
-      }
-    engines: { node: '>=12' }
+    resolution: {integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==}
+    engines: {node: '>=12'}
 
   why-is-node-running@2.3.0:
-    resolution:
-      {
-        integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==
-      }
-    engines: { node: '>=8' }
+    resolution: {integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==}
+    engines: {node: '>=8'}
     hasBin: true
 
   ws@8.18.3:
-    resolution:
-      {
-        integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==
-      }
-    engines: { node: '>=10.0.0' }
+    resolution: {integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==}
+    engines: {node: '>=10.0.0'}
     peerDependencies:
       bufferutil: ^4.0.1
       utf-8-validate: '>=5.0.2'
@@ -2432,14 +1486,12 @@ packages:
         optional: true
 
   yaml@2.8.0:
-    resolution:
-      {
-        integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==
-      }
-    engines: { node: '>= 14.6' }
+    resolution: {integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==}
+    engines: {node: '>= 14.6'}
     hasBin: true
 
 snapshots:
+
   '@babel/generator@7.27.5':
     dependencies:
       '@babel/parser': 7.27.7
@@ -2478,41 +1530,6 @@ snapshots:
       '@babel/helper-string-parser': 7.27.1
       '@babel/helper-validator-identifier': 7.27.1
 
-  '@biomejs/biome@1.9.4':
-    optionalDependencies:
-      '@biomejs/cli-darwin-arm64': 1.9.4
-      '@biomejs/cli-darwin-x64': 1.9.4
-      '@biomejs/cli-linux-arm64': 1.9.4
-      '@biomejs/cli-linux-arm64-musl': 1.9.4
-      '@biomejs/cli-linux-x64': 1.9.4
-      '@biomejs/cli-linux-x64-musl': 1.9.4
-      '@biomejs/cli-win32-arm64': 1.9.4
-      '@biomejs/cli-win32-x64': 1.9.4
-
-  '@biomejs/cli-darwin-arm64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-darwin-x64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-arm64-musl@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-arm64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-x64-musl@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-x64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-win32-arm64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-win32-x64@1.9.4':
-    optional: true
-
   '@emnapi/core@1.4.3':
     dependencies:
       '@emnapi/wasi-threads': 1.0.2
@@ -3283,10 +2300,6 @@ snapshots:
 
   posthog-node@5.1.1: {}
 
-  prettier-plugin-tailwindcss@0.7.1(prettier@3.6.2):
-    dependencies:
-      prettier: 3.6.2
-
   prettier@3.6.2: {}
 
   process-warning@5.0.0: {}

From ef7c30b527bb46bd60664ac695e2f498ac5ea9c5 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:48:20 -0700
Subject: [PATCH 137/220] Remove .pretterrc from docs

---
 docs/.prettierrc | 8 --------
 1 file changed, 8 deletions(-)
 delete mode 100644 docs/.prettierrc

diff --git a/docs/.prettierrc b/docs/.prettierrc
deleted file mode 100644
index 03af2a8b..00000000
--- a/docs/.prettierrc
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "useTabs": false,
-  "semi": true,
-  "singleQuote": true,
-  "trailingComma": "es5",
-  "bracketSpacing": true,
-  "jsxBracketSameLine": true
-}
\ No newline at end of file

From 9561deeec1b83d54625e53955641f6ff99e7ce30 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:48:41 -0700
Subject: [PATCH 138/220] Remove .prettierrc from computer-use-example-ts

---
 examples/computer-example-ts/.prettierrc | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 examples/computer-example-ts/.prettierrc

diff --git a/examples/computer-example-ts/.prettierrc b/examples/computer-example-ts/.prettierrc
deleted file mode 100644
index 23eaef29..00000000
--- a/examples/computer-example-ts/.prettierrc
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-  "useTabs": false,
-  "semi": true,
-  "singleQuote": true,
-  "trailingComma": "es5",
-  "bracketSpacing": true
-}
\ No newline at end of file

From 08d751f61af8cc3534f763d5db6cb8abb9495f8f Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:48:56 -0700
Subject: [PATCH 139/220] Use trailing commas for TypeScript formatting

---
 .prettierrc.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.prettierrc.yaml b/.prettierrc.yaml
index c3dca645..42c07dc5 100644
--- a/.prettierrc.yaml
+++ b/.prettierrc.yaml
@@ -1,6 +1,6 @@
 semi: true
 singleQuote: true
-trailingComma: none
+trailingComma: es5
 tabWidth: 2
 printWidth: 100
 arrowParens: always

From 1b82812d94fc0b76d38d012e44cd6b551613a06c Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:57:34 -0700
Subject: [PATCH 140/220] Use double quotes when formatting YAML

---
 .prettierrc.yaml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.prettierrc.yaml b/.prettierrc.yaml
index 42c07dc5..1815ee00 100644
--- a/.prettierrc.yaml
+++ b/.prettierrc.yaml
@@ -5,3 +5,8 @@ tabWidth: 2
 printWidth: 100
 arrowParens: always
 bracketSpacing: true
+
+overrides:
+  - files: "*.{yml,yaml}"
+    options:
+      singleQuote: false

From e04bfaea5e8e919afafe3e7f66a3d27516216992 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Tue, 21 Oct 2025 21:27:53 +0530
Subject: [PATCH 141/220] chore: Setup code formatting and linting

- Add `.editorconfig` for editor consistency.
- Configure GitHub Actions workflow for linting (`.github/workflows/lint.yml`).
- Add pre-commit hooks for automated checks (`.pre-commit-config.yaml`).
- Configure Prettier and exclusions (`.prettierrc.yaml`, `.prettierignore`).
- Update VS Code extensions to include formatting tools (`.vscode/extensions.json`).
- Adjust VS Code settings for auto-formatting (`.vscode/settings.json`).
---
 .editorconfig                             |   12 +
 .github/workflows/lint.yml                |   40 +
 .pre-commit-config.yaml                   |   43 +
 .prettierignore                           |   29 +
 .prettierrc.yaml                          |    7 +
 .vscode/extensions.json                   |   10 +
 .vscode/settings.json                     |   25 +-
 examples/computer-example-ts/package.json |    6 +-
 libs/typescript/package.json              |    9 +-
 libs/typescript/pnpm-lock.yaml            | 1885 +++++++++++++++------
 pyproject.toml                            |    7 +-
 uv.lock                                   |  111 +-
 12 files changed, 1659 insertions(+), 525 deletions(-)
 create mode 100644 .editorconfig
 create mode 100644 .github/workflows/lint.yml
 create mode 100644 .pre-commit-config.yaml
 create mode 100644 .prettierignore
 create mode 100644 .prettierrc.yaml
 create mode 100644 .vscode/extensions.json

diff --git a/.editorconfig b/.editorconfig
new file mode 100644
index 00000000..86e25293
--- /dev/null
+++ b/.editorconfig
@@ -0,0 +1,12 @@
+root = true
+
+[*]
+indent_style = space
+indent_size = 4
+charset = utf-8
+end_of_line = lf
+insert_final_newline = false
+trim_trailing_whitespace = true
+
+[*.{js,ts,jsx,tsx,json,css,scss,html,md}]
+indent_size = 2
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
new file mode 100644
index 00000000..6bac06f1
--- /dev/null
+++ b/.github/workflows/lint.yml
@@ -0,0 +1,40 @@
+name: Lint & Format Check
+
+on:
+  pull_request:
+    branches:
+      - main
+  push:
+    branches:
+      - main
+
+jobs:
+  lint:
+    name: Lint & Format
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v3
+
+      - name: Set up Node.js
+        uses: actions/setup-node@v3
+        with:
+          node-version: 20
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: 3.11
+
+      - run: pip install uv
+      - run: uv sync
+
+      # Python checks (isort, black, ruff, mypy)
+      - run: uv run isort --check-only .
+      - run: uv run black --check .
+      - run: uv run ruff check --ignore E501,E402 .
+      - run: uv run mypy .
+
+      # JS/TS/Markdown/YAML checks
+      - run: uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..f979589d
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,43 @@
+repos:
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: v3.0.0
+    hooks:
+      - id: prettier
+        name: Prettier (TS/JS/JSON/Markdown/YAML)
+        entry: prettier --write
+        language: node
+        files: \.(ts|tsx|js|jsx|json|md|yaml|yml)$
+
+  - repo: https://github.com/PyCQA/isort
+    rev: 7.0.0
+    hooks:
+      - id: isort
+        name: isort code formatter
+        language_version: python3.11
+        args: ['--profile', 'black']
+        files: \.(py)$
+
+  - repo: https://github.com/psf/black
+    rev: 25.9.0
+    hooks:
+      - id: black
+        name: Black code formatter
+        language_version: python3.11
+        files: \.(py)$
+
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: v0.14.1
+    hooks:
+      - id: ruff
+        name: ruff linter
+        language_version: python3.11
+        args: ['--fix', '--ignore', 'E501,E402'] # Ignore line length and module level import not at top of file
+        files: \.(py)$
+
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: v1.5.1
+    hooks:
+      - id: mypy
+        name: mypy type checker
+        language_version: python3.11
+        files: \.(py)$
diff --git a/.prettierignore b/.prettierignore
new file mode 100644
index 00000000..eb467f5e
--- /dev/null
+++ b/.prettierignore
@@ -0,0 +1,29 @@
+# Node / JS
+node_modules/
+dist/
+build/
+out/
+*.min.js
+
+# Python
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+.venv/
+venv/
+.env
+.env.local
+
+# Logs
+*.log
+*.tmp
+
+# VSCode / editor files
+.vscode/
+.idea/
+
+# Other generated files
+*.lock
+*.db
+*.sqlite
diff --git a/.prettierrc.yaml b/.prettierrc.yaml
new file mode 100644
index 00000000..c3dca645
--- /dev/null
+++ b/.prettierrc.yaml
@@ -0,0 +1,7 @@
+semi: true
+singleQuote: true
+trailingComma: none
+tabWidth: 2
+printWidth: 100
+arrowParens: always
+bracketSpacing: true
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
new file mode 100644
index 00000000..a28f3b28
--- /dev/null
+++ b/.vscode/extensions.json
@@ -0,0 +1,10 @@
+{
+  "recommendations": [
+    "esbenp.prettier-vscode",
+    "charliermarsh.ruff",
+    "ms-python.black-formatter",
+    "ms-python.mypy-type-checker",
+    "ms-python.vscode-pylance",
+    "ms-python.isort"
+  ]
+}
\ No newline at end of file
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 8281130c..ab4deb49 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,4 +1,25 @@
 {
-    "python-envs.pythonProjects": [],
-    "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python"
+  "python-envs.pythonProjects": [],
+  "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python",
+  "editor.formatOnSave": true,
+  "editor.codeActionsOnSave": {
+    "source.organizeImports": "explicit",
+    "source.fixAll": "explicit"
+  },
+  "extensions.ignoreRecommendations": false,
+  "python.formatting.provider": "black",
+  "[python]": {
+    "editor.defaultFormatter": "ms-python.black-formatter",
+  },
+  "[javascript][typescript][typescriptreact][javascriptreact]": {
+    "editor.defaultFormatter": "esbenp.prettier-vscode"
+  },
+  "ruff.configuration": "${workspaceFolder}/pyproject.toml",
+  "mypy-type-checker.args": [
+    "--config-file",
+    "${workspaceFolder}/pyproject.toml"
+  ],
+  "mypy-type-checker.path": [
+    "${workspaceFolder}"
+  ]
 }
\ No newline at end of file
diff --git a/examples/computer-example-ts/package.json b/examples/computer-example-ts/package.json
index 65210e18..afa90c2f 100644
--- a/examples/computer-example-ts/package.json
+++ b/examples/computer-example-ts/package.json
@@ -6,7 +6,9 @@
   "main": "index.js",
   "scripts": {
     "dev": "tsx watch src/index.ts",
-    "start": "tsx src/index.ts"
+    "start": "tsx src/index.ts",
+    "format": "prettier --write .",
+    "format:check": "prettier --check ."
   },
   "keywords": [],
   "author": "",
@@ -22,4 +24,4 @@
     "tsx": "^4.20.3",
     "typescript": "^5.8.3"
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/package.json b/libs/typescript/package.json
index 4e9df492..cab44c73 100644
--- a/libs/typescript/package.json
+++ b/libs/typescript/package.json
@@ -14,11 +14,14 @@
     "test:core": "pnpm --filter @trycua/core test",
     "test:computer": "pnpm --filter @trycua/computer test",
     "test": "pnpm -r test",
-    "typecheck": "pnpm -r typecheck"
+    "typecheck": "pnpm -r typecheck",
+    "format": "prettier --write .",
+    "format:check": "prettier --check ."
   },
   "packageManager": "pnpm@10.12.3",
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4"
+    "@biomejs/biome": "^1.9.4",
+    "prettier": "^3.6.2"
   },
   "pnpm": {
     "onlyBuiltDependencies": [
@@ -29,4 +32,4 @@
       "unrs-resolver"
     ]
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/pnpm-lock.yaml b/libs/typescript/pnpm-lock.yaml
index 24368ff4..07cfef01 100644
--- a/libs/typescript/pnpm-lock.yaml
+++ b/libs/typescript/pnpm-lock.yaml
@@ -5,12 +5,14 @@ settings:
   excludeLinksFromLockfile: false
 
 importers:
-
   .:
     devDependencies:
       '@biomejs/biome':
         specifier: ^1.9.4
         version: 1.9.4
+      prettier:
+        specifier: ^3.6.2
+        version: 3.6.2
 
   agent:
     dependencies:
@@ -130,714 +132,1151 @@ importers:
         version: 3.2.4(@types/node@22.15.34)(happy-dom@17.6.3)(jiti@2.4.2)(tsx@4.20.3)(yaml@2.8.0)
 
 packages:
-
   '@babel/generator@7.27.5':
-    resolution: {integrity: sha512-ZGhA37l0e/g2s1Cnzdix0O3aLYm66eF8aufiVteOgnwxgnRP8GoyMj7VWsgWnQbVKXyge7hqrFh2K2TQM6t1Hw==}
-    engines: {node: '>=6.9.0'}
+    resolution:
+      {
+        integrity: sha512-ZGhA37l0e/g2s1Cnzdix0O3aLYm66eF8aufiVteOgnwxgnRP8GoyMj7VWsgWnQbVKXyge7hqrFh2K2TQM6t1Hw==
+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/generator@7.28.3':
-    resolution: {integrity: sha512-3lSpxGgvnmZznmBkCRnVREPUFJv2wrv9iAoFDvADJc0ypmdOxdUtcLeBgBJ6zE0PMeTKnxeQzyk0xTBq4Ep7zw==}
-    engines: {node: '>=6.9.0'}
+    resolution:
+      {
+        integrity: sha512-3lSpxGgvnmZznmBkCRnVREPUFJv2wrv9iAoFDvADJc0ypmdOxdUtcLeBgBJ6zE0PMeTKnxeQzyk0xTBq4Ep7zw==
+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/helper-string-parser@7.27.1':
-    resolution: {integrity: sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==}
-    engines: {node: '>=6.9.0'}
+    resolution:
+      {
+        integrity: sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==
+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/helper-validator-identifier@7.27.1':
-    resolution: {integrity: sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==}
-    engines: {node: '>=6.9.0'}
+    resolution:
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+      }
+    engines: { node: '>=6.9.0' }
 
   '@babel/parser@7.27.7':
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-    engines: {node: '>=6.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=6.0.0' }
     hasBin: true
 
   '@babel/parser@7.28.3':
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-    engines: {node: '>=6.0.0'}
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+      }
+    engines: { node: '>=6.0.0' }
     hasBin: true
 
   '@babel/types@7.27.7':
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-    engines: {node: '>=6.9.0'}
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     hasBin: true
 
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     cpu: [arm64]
     os: [darwin]
 
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+    engines: { node: '>=14.21.3' }
     cpu: [x64]
     os: [darwin]
 
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     cpu: [arm64]
     os: [linux]
 
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [arm64]
     os: [linux]
 
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     cpu: [x64]
     os: [linux]
 
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+    engines: { node: '>=14.21.3' }
     cpu: [x64]
     os: [linux]
 
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+      }
+    engines: { node: '>=14.21.3' }
     cpu: [arm64]
     os: [win32]
 
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     cpu: [x64]
     os: [win32]
 
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     cpu: [ppc64]
     os: [aix]
 
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+    engines: { node: '>=12' }
     cpu: [arm64]
     os: [android]
 
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     os: [android]
 
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     os: [android]
 
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+    engines: { node: '>=12' }
     cpu: [arm64]
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       vite: ^5.0.0
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+    resolution:
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+      }
 
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-    resolution: {integrity: sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==}
-    engines: {node: ^10 || ^12 || >=14}
+    resolution:
+      {
+        integrity: sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==
+      }
+    engines: { node: ^10 || ^12 || >=14 }
 
   posthog-node@5.1.1:
-    resolution: {integrity: sha512-6VISkNdxO24ehXiDA4dugyCSIV7lpGVaEu5kn/dlAj+SJ1lgcDru9PQ8p/+GSXsXVxohd1t7kHL2JKc9NoGb0w==}
-    engines: {node: '>=20'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=20' }
+
+  prettier-plugin-tailwindcss@0.7.1:
+    resolution:
+      {
+        integrity: sha512-Bzv1LZcuiR1Sk02iJTS1QzlFNp/o5l2p3xkopwOrbPmtMeh3fK9rVW5M3neBQzHq+kGKj/4LGQMTNcTH4NGPtQ==
+      }
+    engines: { node: '>=20.19' }
+    peerDependencies:
+      '@ianvs/prettier-plugin-sort-imports': '*'
+      '@prettier/plugin-hermes': '*'
+      '@prettier/plugin-oxc': '*'
+      '@prettier/plugin-pug': '*'
+      '@shopify/prettier-plugin-liquid': '*'
+      '@trivago/prettier-plugin-sort-imports': '*'
+      '@zackad/prettier-plugin-twig': '*'
+      prettier: ^3.0
+      prettier-plugin-astro: '*'
+      prettier-plugin-css-order: '*'
+      prettier-plugin-jsdoc: '*'
+      prettier-plugin-marko: '*'
+      prettier-plugin-multiline-arrays: '*'
+      prettier-plugin-organize-attributes: '*'
+      prettier-plugin-organize-imports: '*'
+      prettier-plugin-sort-imports: '*'
+      prettier-plugin-svelte: '*'
+    peerDependenciesMeta:
+      '@ianvs/prettier-plugin-sort-imports':
+        optional: true
+      '@prettier/plugin-hermes':
+        optional: true
+      '@prettier/plugin-oxc':
+        optional: true
+      '@prettier/plugin-pug':
+        optional: true
+      '@shopify/prettier-plugin-liquid':
+        optional: true
+      '@trivago/prettier-plugin-sort-imports':
+        optional: true
+      '@zackad/prettier-plugin-twig':
+        optional: true
+      prettier-plugin-astro:
+        optional: true
+      prettier-plugin-css-order:
+        optional: true
+      prettier-plugin-jsdoc:
+        optional: true
+      prettier-plugin-marko:
+        optional: true
+      prettier-plugin-multiline-arrays:
+        optional: true
+      prettier-plugin-organize-attributes:
+        optional: true
+      prettier-plugin-organize-imports:
+        optional: true
+      prettier-plugin-sort-imports:
+        optional: true
+      prettier-plugin-svelte:
+        optional: true
+
+  prettier@3.6.2:
+    resolution:
+      {
+        integrity: sha512-I7AIg5boAr5R0FFtJ6rCfD+LFsWHp81dolrFD8S79U9tb8Az2nGrJncnMSnys+bpQJfRUzqs9hnA81OAA3hCuQ==
+      }
+    engines: { node: '>=14' }
+    hasBin: true
 
   process-warning@5.0.0:
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+      }
 
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+      }
 
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+    resolution:
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+      }
 
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+    resolution:
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+      }
 
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-    engines: {node: '>= 14.18.0'}
+    resolution:
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+    engines: { node: '>= 14.18.0' }
 
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-    engines: {node: '>= 12.13.0'}
+    resolution:
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+      }
+    engines: { node: '>= 12.13.0' }
 
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+    resolution:
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+      }
 
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-    engines: {node: '>=20.18.0'}
+    resolution:
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+      }
+    engines: { node: '>=20.18.0' }
     peerDependencies:
       '@typescript/native-preview': '>=7.0.0-dev.20250601.1'
       rolldown: ^1.0.0-beta.9
@@ -1197,8 +1963,11 @@ packages:
         optional: true
 
   rolldown-plugin-dts@0.15.7:
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-    engines: {node: '>=20.18.0'}
+    resolution:
+      {
+        integrity: sha512-BpdrnLaa+uyw0rPT47+4FUC7hQFazBFppeFT0ioW5Ybg0XCLeRohc3HHPlnCxI6LtzgSWT7Ot8ahn6ji10IQBg==
+      }
+    engines: { node: '>=20.18.0' }
     peerDependencies:
       '@typescript/native-preview': '>=7.0.0-dev.20250601.1'
       rolldown: ^1.0.0-beta.9
@@ -1212,12 +1981,19 @@ packages:
       vue-tsc:
         optional: true
 
-  rolldown@1.0.0-beta.33:
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+  rolldown@1.0.0-beta.44:
+    resolution:
+      {
+        integrity: sha512-gcqgyCi3g93Fhr49PKvymE8PoaGS0sf6ajQrsYaQ8o5de6aUEbD6rJZiJbhOfpcqOnycgsAsUNPYri1h25NgsQ==
+      }
+    engines: { node: ^20.19.0 || >=22.12.0 }
     hasBin: true
 
   rolldown@1.0.0-beta.9:
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+    resolution:
+      {
+        integrity: sha512-ZgZky52n6iF0UainGKjptKGrOG4Con2S5sdc4C4y2Oj25D5PHAY8Y8E5f3M2TSd/zlhQs574JlMeTe3vREczSg==
+      }
     hasBin: true
     peerDependencies:
       '@oxc-project/runtime': 0.70.0
@@ -1226,88 +2002,157 @@ packages:
         optional: true
 
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-    engines: {node: '>=18.0.0', npm: '>=8.0.0'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=18.0.0', npm: '>=8.0.0' }
     hasBin: true
 
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-    engines: {node: '>=10'}
+    resolution:
+      {
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+      }
+    engines: { node: '>=10' }
 
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+    resolution:
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+      }
 
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-    engines: {node: '>=10'}
+    resolution:
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+      }
+    engines: { node: '>=10' }
     hasBin: true
 
   siginfo@2.0.0:
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+    resolution:
+      {
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+      }
 
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+    resolution:
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+      }
 
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-    engines: {node: '>=0.10.0'}
+    resolution:
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+      }
+    engines: { node: '>=0.10.0' }
 
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-    engines: {node: '>= 10.x'}
+    resolution:
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+      }
+    engines: { node: '>= 10.x' }
 
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+    resolution:
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+    resolution:
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+      }
 
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-    engines: {node: '>=12.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=12.0.0' }
 
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-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
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+    engines: { node: ^18.0.0 || >=20.0.0 }
 
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-    engines: {node: '>=14.0.0'}
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+      }
+    engines: { node: '>=14.0.0' }
 
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-    engines: {node: '>=14.0.0'}
+    resolution:
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+      }
+    engines: { node: '>=14.0.0' }
 
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-    engines: {node: '>=14.0.0'}
+    resolution:
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+    resolution:
+      {
+        integrity: sha512-t2T/WLB2WRgZ9EpE4jgPJ9w+i66UZfDc8wHh0xrwiRNN+UwH98GIJkTeZqX9rg0i0ptwzqW+uYeIF0T4F8LR7A==
+      }
+    engines: { node: '>=14.0.0' }
 
   tree-kill@1.2.2:
-    resolution: {integrity: sha512-L0Orpi8qGpRG//Nd+H90vFB+3iHnue1zSSGmNOOCh1GLJ7rUKVwV2HvijphGQS2UmhUZewS9VgvxYIdgr+fG1A==}
+    resolution:
+      {
+        integrity: sha512-L0Orpi8qGpRG//Nd+H90vFB+3iHnue1zSSGmNOOCh1GLJ7rUKVwV2HvijphGQS2UmhUZewS9VgvxYIdgr+fG1A==
+      }
     hasBin: true
 
   tsdown@0.11.13:
-    resolution: {integrity: sha512-VSfoNm8MJXFdg7PJ4p2javgjMRiQQHpkP9N3iBBTrmCixcT6YZ9ZtqYMW3NDHczqR0C0Qnur1HMQr1ZfZcmrng==}
-    engines: {node: '>=18.0.0'}
+    resolution:
+      {
+        integrity: sha512-VSfoNm8MJXFdg7PJ4p2javgjMRiQQHpkP9N3iBBTrmCixcT6YZ9ZtqYMW3NDHczqR0C0Qnur1HMQr1ZfZcmrng==
+      }
+    engines: { node: '>=18.0.0' }
     hasBin: true
     peerDependencies:
       publint: ^0.3.0
@@ -1325,8 +2170,11 @@ packages:
         optional: true
 
   tsdown@0.14.1:
-    resolution: {integrity: sha512-/nBuFDKZeYln9hAxwWG5Cm55/823sNIVI693iVi0xRFHzf9OVUq4b/lx9PH1TErFr/IQ0kd2hutFbJIPM0XQWA==}
-    engines: {node: '>=20.19.0'}
+    resolution:
+      {
+        integrity: sha512-/nBuFDKZeYln9hAxwWG5Cm55/823sNIVI693iVi0xRFHzf9OVUq4b/lx9PH1TErFr/IQ0kd2hutFbJIPM0XQWA==
+      }
+    engines: { node: '>=20.19.0' }
     hasBin: true
     peerDependencies:
       '@arethetypeswrong/core': ^0.18.1
@@ -1347,41 +2195,68 @@ packages:
         optional: true
 
   tslib@2.8.1:
-    resolution: {integrity: sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==}
+    resolution:
+      {
+        integrity: sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==
+      }
 
   tsx@4.20.3:
-    resolution: {integrity: sha512-qjbnuR9Tr+FJOMBqJCW5ehvIo/buZq7vH7qD7JziU98h6l3qGy0a/yPFjwO+y0/T7GFpNgNAvEcPPVfyT8rrPQ==}
-    engines: {node: '>=18.0.0'}
+    resolution:
+      {
+        integrity: sha512-qjbnuR9Tr+FJOMBqJCW5ehvIo/buZq7vH7qD7JziU98h6l3qGy0a/yPFjwO+y0/T7GFpNgNAvEcPPVfyT8rrPQ==
+      }
+    engines: { node: '>=18.0.0' }
     hasBin: true
 
   typescript@5.8.3:
-    resolution: {integrity: sha512-p1diW6TqL9L07nNxvRMM7hMMw4c5XOo/1ibL4aAIGmSAt9slTE1Xgw5KWuof2uTOvCg9BY7ZRi+GaF+7sfgPeQ==}
-    engines: {node: '>=14.17'}
+    resolution:
+      {
+        integrity: sha512-p1diW6TqL9L07nNxvRMM7hMMw4c5XOo/1ibL4aAIGmSAt9slTE1Xgw5KWuof2uTOvCg9BY7ZRi+GaF+7sfgPeQ==
+      }
+    engines: { node: '>=14.17' }
     hasBin: true
 
   unconfig@7.3.2:
-    resolution: {integrity: sha512-nqG5NNL2wFVGZ0NA/aCFw0oJ2pxSf1lwg4Z5ill8wd7K4KX/rQbHlwbh+bjctXL5Ly1xtzHenHGOK0b+lG6JVg==}
+    resolution:
+      {
+        integrity: sha512-nqG5NNL2wFVGZ0NA/aCFw0oJ2pxSf1lwg4Z5ill8wd7K4KX/rQbHlwbh+bjctXL5Ly1xtzHenHGOK0b+lG6JVg==
+      }
 
   undici-types@6.21.0:
-    resolution: {integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==}
+    resolution:
+      {
+        integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==
+      }
 
   uuid@11.1.0:
-    resolution: {integrity: sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==}
+    resolution:
+      {
+        integrity: sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==
+      }
     hasBin: true
 
   vite-node@2.1.9:
-    resolution: {integrity: sha512-AM9aQ/IPrW/6ENLQg3AGY4K1N2TGZdR5e4gu/MmmR2xR3Ll1+dib+nook92g4TV3PXVyeyxdWwtaCAiUL0hMxA==}
-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
+      {
+        integrity: sha512-AM9aQ/IPrW/6ENLQg3AGY4K1N2TGZdR5e4gu/MmmR2xR3Ll1+dib+nook92g4TV3PXVyeyxdWwtaCAiUL0hMxA==
+      }
+    engines: { node: ^18.0.0 || >=20.0.0 }
     hasBin: true
 
   vite-node@3.2.4:
-    resolution: {integrity: sha512-EbKSKh+bh1E1IFxeO0pg1n4dvoOTt0UDiXMd/qn++r98+jPO1xtJilvXldeuQ8giIB5IkpjCgMleHMNEsGH6pg==}
-    engines: {node: ^18.0.0 || ^20.0.0 || >=22.0.0}
+    resolution:
+      {
+        integrity: sha512-EbKSKh+bh1E1IFxeO0pg1n4dvoOTt0UDiXMd/qn++r98+jPO1xtJilvXldeuQ8giIB5IkpjCgMleHMNEsGH6pg==
+      }
+    engines: { node: ^18.0.0 || ^20.0.0 || >=22.0.0 }
     hasBin: true
 
   vite@5.4.19:
-    resolution: {integrity: sha512-qO3aKv3HoQC8QKiNSTuUM1l9o/XX3+c+VTgLHbJWHZGeTPVAg2XwazI9UWzoxjIJCGCV2zU60uqMzjeLZuULqA==}
-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
+      {
+        integrity: sha512-qO3aKv3HoQC8QKiNSTuUM1l9o/XX3+c+VTgLHbJWHZGeTPVAg2XwazI9UWzoxjIJCGCV2zU60uqMzjeLZuULqA==
+      }
+    engines: { node: ^18.0.0 || >=20.0.0 }
     hasBin: true
     peerDependencies:
       '@types/node': ^18.0.0 || >=20.0.0
@@ -1411,8 +2286,11 @@ packages:
         optional: true
 
   vite@7.0.0:
-    resolution: {integrity: sha512-ixXJB1YRgDIw2OszKQS9WxGHKwLdCsbQNkpJN171udl6szi/rIySHL6/Os3s2+oE4P/FLD4dxg4mD7Wust+u5g==}
-    engines: {node: ^20.19.0 || >=22.12.0}
+    resolution:
+      {
+        integrity: sha512-ixXJB1YRgDIw2OszKQS9WxGHKwLdCsbQNkpJN171udl6szi/rIySHL6/Os3s2+oE4P/FLD4dxg4mD7Wust+u5g==
+      }
+    engines: { node: ^20.19.0 || >=22.12.0 }
     hasBin: true
     peerDependencies:
       '@types/node': ^20.19.0 || >=22.12.0
@@ -1451,8 +2329,11 @@ packages:
         optional: true
 
   vitest@2.1.9:
-    resolution: {integrity: sha512-MSmPM9REYqDGBI8439mA4mWhV5sKmDlBKWIYbA3lRb2PTHACE0mgKwA8yQ2xq9vxDTuk4iPrECBAEW2aoFXY0Q==}
-    engines: {node: ^18.0.0 || >=20.0.0}
+    resolution:
+      {
+        integrity: sha512-MSmPM9REYqDGBI8439mA4mWhV5sKmDlBKWIYbA3lRb2PTHACE0mgKwA8yQ2xq9vxDTuk4iPrECBAEW2aoFXY0Q==
+      }
+    engines: { node: ^18.0.0 || >=20.0.0 }
     hasBin: true
     peerDependencies:
       '@edge-runtime/vm': '*'
@@ -1476,8 +2357,11 @@ packages:
         optional: true
 
   vitest@3.2.4:
-    resolution: {integrity: sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==}
-    engines: {node: ^18.0.0 || ^20.0.0 || >=22.0.0}
+    resolution:
+      {
+        integrity: sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==
+      }
+    engines: { node: ^18.0.0 || ^20.0.0 || >=22.0.0 }
     hasBin: true
     peerDependencies:
       '@edge-runtime/vm': '*'
@@ -1504,25 +2388,40 @@ packages:
         optional: true
 
   webidl-conversions@7.0.0:
-    resolution: {integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==}
-    engines: {node: '>=12'}
+    resolution:
+      {
+        integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==
+      }
+    engines: { node: '>=12' }
 
   webrtc-adapter@9.0.3:
-    resolution: {integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==}
-    engines: {node: '>=6.0.0', npm: '>=3.10.0'}
+    resolution:
+      {
+        integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==
+      }
+    engines: { node: '>=6.0.0', npm: '>=3.10.0' }
 
   whatwg-mimetype@3.0.0:
-    resolution: {integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==}
-    engines: {node: '>=12'}
+    resolution:
+      {
+        integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==
+      }
+    engines: { node: '>=12' }
 
   why-is-node-running@2.3.0:
-    resolution: {integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==}
-    engines: {node: '>=8'}
+    resolution:
+      {
+        integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==
+      }
+    engines: { node: '>=8' }
     hasBin: true
 
   ws@8.18.3:
-    resolution: {integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==}
-    engines: {node: '>=10.0.0'}
+    resolution:
+      {
+        integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==
+      }
+    engines: { node: '>=10.0.0' }
     peerDependencies:
       bufferutil: ^4.0.1
       utf-8-validate: '>=5.0.2'
@@ -1533,12 +2432,14 @@ packages:
         optional: true
 
   yaml@2.8.0:
-    resolution: {integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==}
-    engines: {node: '>= 14.6'}
+    resolution:
+      {
+        integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==
+      }
+    engines: { node: '>= 14.6' }
     hasBin: true
 
 snapshots:
-
   '@babel/generator@7.27.5':
     dependencies:
       '@babel/parser': 7.27.7
@@ -1618,9 +2519,9 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@emnapi/core@1.4.5':
+  '@emnapi/core@1.5.0':
     dependencies:
-      '@emnapi/wasi-threads': 1.0.4
+      '@emnapi/wasi-threads': 1.1.0
       tslib: 2.8.1
     optional: true
 
@@ -1629,7 +2530,7 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@emnapi/runtime@1.4.5':
+  '@emnapi/runtime@1.5.0':
     dependencies:
       tslib: 2.8.1
     optional: true
@@ -1639,7 +2540,7 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@emnapi/wasi-threads@1.0.4':
+  '@emnapi/wasi-threads@1.1.0':
     dependencies:
       tslib: 2.8.1
     optional: true
@@ -1821,80 +2722,78 @@ snapshots:
       '@tybys/wasm-util': 0.9.0
     optional: true
 
-  '@napi-rs/wasm-runtime@1.0.3':
+  '@napi-rs/wasm-runtime@1.0.7':
     dependencies:
-      '@emnapi/core': 1.4.5
-      '@emnapi/runtime': 1.4.5
-      '@tybys/wasm-util': 0.10.0
+      '@emnapi/core': 1.5.0
+      '@emnapi/runtime': 1.5.0
+      '@tybys/wasm-util': 0.10.1
     optional: true
 
-  '@oxc-project/runtime@0.82.2': {}
-
   '@oxc-project/types@0.70.0': {}
 
-  '@oxc-project/types@0.82.2': {}
+  '@oxc-project/types@0.95.0': {}
 
   '@quansync/fs@0.1.3':
     dependencies:
       quansync: 0.2.10
 
-  '@rolldown/binding-android-arm64@1.0.0-beta.33':
+  '@rolldown/binding-android-arm64@1.0.0-beta.44':
     optional: true
 
-  '@rolldown/binding-darwin-arm64@1.0.0-beta.33':
+  '@rolldown/binding-darwin-arm64@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-darwin-arm64@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-darwin-x64@1.0.0-beta.33':
+  '@rolldown/binding-darwin-x64@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-darwin-x64@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-freebsd-x64@1.0.0-beta.33':
+  '@rolldown/binding-freebsd-x64@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-freebsd-x64@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-arm-gnueabihf@1.0.0-beta.33':
+  '@rolldown/binding-linux-arm-gnueabihf@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-arm-gnueabihf@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-arm64-gnu@1.0.0-beta.33':
+  '@rolldown/binding-linux-arm64-gnu@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-arm64-gnu@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-arm64-musl@1.0.0-beta.33':
+  '@rolldown/binding-linux-arm64-musl@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-arm64-musl@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-x64-gnu@1.0.0-beta.33':
+  '@rolldown/binding-linux-x64-gnu@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-x64-gnu@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-linux-x64-musl@1.0.0-beta.33':
+  '@rolldown/binding-linux-x64-musl@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-linux-x64-musl@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-openharmony-arm64@1.0.0-beta.33':
+  '@rolldown/binding-openharmony-arm64@1.0.0-beta.44':
     optional: true
 
-  '@rolldown/binding-wasm32-wasi@1.0.0-beta.33':
+  '@rolldown/binding-wasm32-wasi@1.0.0-beta.44':
     dependencies:
-      '@napi-rs/wasm-runtime': 1.0.3
+      '@napi-rs/wasm-runtime': 1.0.7
     optional: true
 
   '@rolldown/binding-wasm32-wasi@1.0.0-beta.9':
@@ -1902,25 +2801,25 @@ snapshots:
       '@napi-rs/wasm-runtime': 0.2.11
     optional: true
 
-  '@rolldown/binding-win32-arm64-msvc@1.0.0-beta.33':
+  '@rolldown/binding-win32-arm64-msvc@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-win32-arm64-msvc@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-win32-ia32-msvc@1.0.0-beta.33':
+  '@rolldown/binding-win32-ia32-msvc@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-win32-ia32-msvc@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/binding-win32-x64-msvc@1.0.0-beta.33':
+  '@rolldown/binding-win32-x64-msvc@1.0.0-beta.44':
     optional: true
 
   '@rolldown/binding-win32-x64-msvc@1.0.0-beta.9':
     optional: true
 
-  '@rolldown/pluginutils@1.0.0-beta.33': {}
+  '@rolldown/pluginutils@1.0.0-beta.44': {}
 
   '@rolldown/pluginutils@1.0.0-beta.9': {}
 
@@ -1991,7 +2890,7 @@ snapshots:
       posthog-node: 5.1.1
       uuid: 11.1.0
 
-  '@tybys/wasm-util@0.10.0':
+  '@tybys/wasm-util@0.10.1':
     dependencies:
       tslib: 2.8.1
     optional: true
@@ -2384,6 +3283,12 @@ snapshots:
 
   posthog-node@5.1.1: {}
 
+  prettier-plugin-tailwindcss@0.7.1(prettier@3.6.2):
+    dependencies:
+      prettier: 3.6.2
+
+  prettier@3.6.2: {}
+
   process-warning@5.0.0: {}
 
   quansync@0.2.10: {}
@@ -2418,7 +3323,7 @@ snapshots:
       - oxc-resolver
       - supports-color
 
-  rolldown-plugin-dts@0.15.7(rolldown@1.0.0-beta.33)(typescript@5.8.3):
+  rolldown-plugin-dts@0.15.7(rolldown@1.0.0-beta.44)(typescript@5.8.3):
     dependencies:
       '@babel/generator': 7.28.3
       '@babel/parser': 7.28.3
@@ -2428,34 +3333,32 @@ snapshots:
       debug: 4.4.1
       dts-resolver: 2.1.1
       get-tsconfig: 4.10.1
-      rolldown: 1.0.0-beta.33
+      rolldown: 1.0.0-beta.44
     optionalDependencies:
       typescript: 5.8.3
     transitivePeerDependencies:
       - oxc-resolver
       - supports-color
 
-  rolldown@1.0.0-beta.33:
+  rolldown@1.0.0-beta.44:
     dependencies:
-      '@oxc-project/runtime': 0.82.2
-      '@oxc-project/types': 0.82.2
-      '@rolldown/pluginutils': 1.0.0-beta.33
-      ansis: 4.1.0
+      '@oxc-project/types': 0.95.0
+      '@rolldown/pluginutils': 1.0.0-beta.44
     optionalDependencies:
-      '@rolldown/binding-android-arm64': 1.0.0-beta.33
-      '@rolldown/binding-darwin-arm64': 1.0.0-beta.33
-      '@rolldown/binding-darwin-x64': 1.0.0-beta.33
-      '@rolldown/binding-freebsd-x64': 1.0.0-beta.33
-      '@rolldown/binding-linux-arm-gnueabihf': 1.0.0-beta.33
-      '@rolldown/binding-linux-arm64-gnu': 1.0.0-beta.33
-      '@rolldown/binding-linux-arm64-musl': 1.0.0-beta.33
-      '@rolldown/binding-linux-x64-gnu': 1.0.0-beta.33
-      '@rolldown/binding-linux-x64-musl': 1.0.0-beta.33
-      '@rolldown/binding-openharmony-arm64': 1.0.0-beta.33
-      '@rolldown/binding-wasm32-wasi': 1.0.0-beta.33
-      '@rolldown/binding-win32-arm64-msvc': 1.0.0-beta.33
-      '@rolldown/binding-win32-ia32-msvc': 1.0.0-beta.33
-      '@rolldown/binding-win32-x64-msvc': 1.0.0-beta.33
+      '@rolldown/binding-android-arm64': 1.0.0-beta.44
+      '@rolldown/binding-darwin-arm64': 1.0.0-beta.44
+      '@rolldown/binding-darwin-x64': 1.0.0-beta.44
+      '@rolldown/binding-freebsd-x64': 1.0.0-beta.44
+      '@rolldown/binding-linux-arm-gnueabihf': 1.0.0-beta.44
+      '@rolldown/binding-linux-arm64-gnu': 1.0.0-beta.44
+      '@rolldown/binding-linux-arm64-musl': 1.0.0-beta.44
+      '@rolldown/binding-linux-x64-gnu': 1.0.0-beta.44
+      '@rolldown/binding-linux-x64-musl': 1.0.0-beta.44
+      '@rolldown/binding-openharmony-arm64': 1.0.0-beta.44
+      '@rolldown/binding-wasm32-wasi': 1.0.0-beta.44
+      '@rolldown/binding-win32-arm64-msvc': 1.0.0-beta.44
+      '@rolldown/binding-win32-ia32-msvc': 1.0.0-beta.44
+      '@rolldown/binding-win32-x64-msvc': 1.0.0-beta.44
 
   rolldown@1.0.0-beta.9:
     dependencies:
@@ -2586,8 +3489,8 @@ snapshots:
       diff: 8.0.2
       empathic: 2.0.0
       hookable: 5.5.3
-      rolldown: 1.0.0-beta.33
-      rolldown-plugin-dts: 0.15.7(rolldown@1.0.0-beta.33)(typescript@5.8.3)
+      rolldown: 1.0.0-beta.44
+      rolldown-plugin-dts: 0.15.7(rolldown@1.0.0-beta.44)(typescript@5.8.3)
       semver: 7.7.2
       tinyexec: 1.0.1
       tinyglobby: 0.2.14
diff --git a/pyproject.toml b/pyproject.toml
index 6dcfc8ac..2e40502a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,6 +30,8 @@ dev = [
     "ruff>=0.9.2",
     "types-requests>=2.31.0",
     "hud-python[agent]==0.4.52",
+    "pre-commit>=4.3.0",
+    "isort>=7.0.0",
 ]
 docs = [
     "mkdocs-material>=9.2.0",
@@ -89,7 +91,10 @@ strict = true
 warn_return_any = true
 warn_unused_ignores = false
 
+[tool.isort]
+profile = "black"
+
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 python_files = "test_*.py"
-testpaths = ["libs/*/tests"]
+testpaths = ["libs/*/tests"]
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index 602be39c..776161aa 100644
--- a/uv.lock
+++ b/uv.lock
@@ -618,6 +618,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/0e/02ceeec9a7d6ee63bb596121c2c8e9b3a9e150936f4fbef6ca1943e6137c/cffi-2.0.0-cp313-cp313-win_arm64.whl", hash = "sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91", size = 177780, upload-time = "2025-09-08T23:23:16.761Z" },
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114, upload-time = "2023-08-12T20:38:17.776Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249, upload-time = "2023-08-12T20:38:16.269Z" },
+]
+
 [[package]]
 name = "charset-normalizer"
 version = "3.4.4"
@@ -1154,6 +1163,7 @@ dev = [
     { name = "jedi" },
     { name = "jupyter" },
     { name = "mypy" },
+    { name = "pre-commit" },
     { name = "ruff" },
     { name = "types-requests" },
 ]
@@ -1190,6 +1200,7 @@ dev = [
     { name = "jedi", specifier = ">=0.19.2" },
     { name = "jupyter", specifier = ">=1.0.0" },
     { name = "mypy", specifier = ">=1.10.0" },
+    { name = "pre-commit", specifier = ">=4.3.0" },
     { name = "ruff", specifier = ">=0.9.2" },
     { name = "types-requests", specifier = ">=2.31.0" },
 ]
@@ -1300,6 +1311,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
 ]
 
+[[package]]
+name = "distlib"
+version = "0.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/96/8e/709914eb2b5749865801041647dc7f4e6d00b549cfe88b65ca192995f07c/distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d", size = 614605, upload-time = "2025-07-17T16:52:00.465Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
+]
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -2013,6 +2033,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/31/a0/651f93d154cb72323358bf2bbae3e642bdb5d2f1bfc874d096f7cb159fa0/huggingface_hub-0.35.3-py3-none-any.whl", hash = "sha256:0e3a01829c19d86d03793e4577816fe3bdfc1602ac62c7fb220d593d351224ba", size = 564262, upload-time = "2025-09-29T14:29:55.813Z" },
 ]
 
+[[package]]
+name = "identify"
+version = "2.6.15"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ff/e7/685de97986c916a6d93b3876139e00eef26ad5bbbd61925d670ae8013449/identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf", size = 99311, upload-time = "2025-10-02T17:43:40.631Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757", size = 99183, upload-time = "2025-10-02T17:43:39.137Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.11"
@@ -3178,12 +3207,12 @@ name = "mlx-lm"
 version = "0.28.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "jinja2" },
+    { name = "jinja2", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
     { name = "mlx", marker = "sys_platform == 'darwin'" },
-    { name = "numpy" },
-    { name = "protobuf" },
-    { name = "pyyaml" },
-    { name = "transformers" },
+    { name = "numpy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "protobuf", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "pyyaml", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "transformers", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/51/f6/15e002d52c28d8c544ec3aaf9053677468333e6ef0e76ea68579fd77b76d/mlx_lm-0.28.3.tar.gz", hash = "sha256:75df2b925d343ebaf50b63008dede4fe98cd3b02b1b24b7da71ebeb198d674f0", size = 214455, upload-time = "2025-10-17T21:44:33.921Z" }
 wheels = [
@@ -3205,19 +3234,19 @@ name = "mlx-vlm"
 version = "0.3.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "datasets" },
-    { name = "fastapi" },
-    { name = "mlx" },
-    { name = "mlx-lm" },
-    { name = "numpy" },
-    { name = "opencv-python" },
-    { name = "pillow" },
-    { name = "requests" },
-    { name = "scipy" },
-    { name = "soundfile" },
-    { name = "tqdm" },
-    { name = "transformers" },
-    { name = "uvicorn" },
+    { name = "datasets", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "fastapi", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "mlx", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "mlx-lm", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "numpy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "opencv-python", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "pillow", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "requests", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "scipy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "soundfile", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "tqdm", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "transformers", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "uvicorn", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ff/9f/de419334820da334203de28eaf861b57ae0d06b0882770e5e5d0671dc5dd/mlx_vlm-0.3.3.tar.gz", hash = "sha256:5a08c802d1bf32cc47bd6aebe348d3554ce21bfce417a585bba83f9d213a6e66", size = 231935, upload-time = "2025-08-20T14:52:51.323Z" }
 wheels = [
@@ -3623,7 +3652,7 @@ name = "nvidia-cudnn-cu12"
 version = "9.10.2.21"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12" },
+    { name = "nvidia-cublas-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/ba/51/e123d997aa098c61d029f76663dedbfb9bc8dcf8c60cbd6adbe42f76d049/nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:949452be657fa16687d0930933f032835951ef0892b37d2d53824d1a84dc97a8", size = 706758467, upload-time = "2025-06-06T21:54:08.597Z" },
@@ -3634,7 +3663,7 @@ name = "nvidia-cufft-cu12"
 version = "11.3.3.83"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink-cu12" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/1f/13/ee4e00f30e676b66ae65b4f08cb5bcbb8392c03f54f2d5413ea99a5d1c80/nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d2dd21ec0b88cf61b62e6b43564355e5222e4a3fb394cac0db101f2dd0d4f74", size = 193118695, upload-time = "2025-03-07T01:45:27.821Z" },
@@ -3661,9 +3690,9 @@ name = "nvidia-cusolver-cu12"
 version = "11.7.3.90"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12" },
-    { name = "nvidia-cusparse-cu12" },
-    { name = "nvidia-nvjitlink-cu12" },
+    { name = "nvidia-cublas-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
+    { name = "nvidia-cusparse-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
 ]
 wheels = [
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@@ -3674,7 +3703,7 @@ name = "nvidia-cusparse-cu12"
 version = "12.5.8.93"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink-cu12" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux') or (platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')" },
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 wheels = [
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@@ -4276,6 +4305,22 @@ wheels = [
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 ]
 
+[[package]]
+name = "pre-commit"
+version = "4.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cfgv" },
+    { name = "identify" },
+    { name = "nodeenv" },
+    { name = "pyyaml" },
+    { name = "virtualenv" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ff/29/7cf5bbc236333876e4b41f56e06857a87937ce4bf91e117a6991a2dbb02a/pre_commit-4.3.0.tar.gz", hash = "sha256:499fe450cc9d42e9d58e606262795ecb64dd05438943c62b66f6a8673da30b16", size = 193792, upload-time = "2025-08-09T18:56:14.651Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl", hash = "sha256:2b0747ad7e6e967169136edffee14c16e148a778a54e4f967921aa1ebf2308d8", size = 220965, upload-time = "2025-08-09T18:56:13.192Z" },
+]
+
 [[package]]
 name = "prometheus-client"
 version = "0.23.1"
@@ -5591,8 +5636,8 @@ name = "soundfile"
 version = "0.13.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cffi" },
-    { name = "numpy" },
+    { name = "cffi", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
+    { name = "numpy", marker = "(python_full_version < '3.13' and sys_platform != 'win32') or sys_platform == 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/e1/41/9b873a8c055582859b239be17902a85339bec6a30ad162f98c9b0288a2cc/soundfile-0.13.1.tar.gz", hash = "sha256:b2c68dab1e30297317080a5b43df57e302584c49e2942defdde0acccc53f0e5b", size = 46156, upload-time = "2025-01-25T09:17:04.831Z" }
 wheels = [
@@ -6220,6 +6265,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f8/ba/d69adbe699b768f6b29a5eec7b47dd610bd17a69de51b251126a801369ea/uvloop-0.22.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:1f38ec5e3f18c8a10ded09742f7fb8de0108796eb673f30ce7762ce1b8550cad", size = 4239051, upload-time = "2025-10-16T22:16:43.224Z" },
 ]
 
+[[package]]
+name = "virtualenv"
+version = "20.35.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "distlib" },
+    { name = "filelock" },
+    { name = "platformdirs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a4/d5/b0ccd381d55c8f45d46f77df6ae59fbc23d19e901e2d523395598e5f4c93/virtualenv-20.35.3.tar.gz", hash = "sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44", size = 6002907, upload-time = "2025-10-10T21:23:33.178Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl", hash = "sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a", size = 5981061, upload-time = "2025-10-10T21:23:30.433Z" },
+]
+
 [[package]]
 name = "watchdog"
 version = "6.0.0"

From 51ee79a9d2c49bed569e8f844b01bc63c6b7ecf5 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 00:02:21 +0530
Subject: [PATCH 142/220] chore: set up pre-commit hooks and CI/CD workflow

- Add a new GitHub Actions workflow (`lint.yml`)
- Update `CONTRIBUTING.md` and `Development.md` to reflect the new linting setup and guide contributors.
- Include a TypeScript type checking script (`typescript-typecheck.js`)
---
 .github/workflows/lint.yml      |  23 ++++--
 .pre-commit-config.yaml         |   9 ++-
 CONTRIBUTING.md                 |   7 +-
 Development.md                  | 130 +++++++++++++++++++++++---------
 scripts/typescript-typecheck.js |   8 ++
 uv.lock                         |  11 +++
 6 files changed, 144 insertions(+), 44 deletions(-)
 create mode 100644 scripts/typescript-typecheck.js

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 6bac06f1..d8863546 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -27,14 +27,23 @@ jobs:
         with:
           python-version: 3.11
 
-      - run: pip install uv
-      - run: uv sync
+      - name: Install dependencies
+        run: |
+          pip install uv
+          uv sync
 
       # Python checks (isort, black, ruff, mypy)
-      - run: uv run isort --check-only .
-      - run: uv run black --check .
-      - run: uv run ruff check --ignore E501,E402 .
-      - run: uv run mypy .
+      - name: Python lint & typecheck
+        run: |
+          uv run isort --check-only .
+          uv run black --check .
+          uv run ruff check --ignore E501,E402,I001,I002 .
+          uv run mypy .
+
+      # TypeScript type check
+      - name: TypeScript typecheck
+        run: node ./scripts/typescript-typecheck.js
 
       # JS/TS/Markdown/YAML checks
-      - run: uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
+      - name: Prettier check
+        run: uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f979589d..ea0c2e5a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,6 +8,13 @@ repos:
         language: node
         files: \.(ts|tsx|js|jsx|json|md|yaml|yml)$
 
+  - repo: local
+    hooks:
+      - id: tsc
+        name: TypeScript type check
+        entry: node ./scripts/typescript-typecheck.js
+        language: node
+
   - repo: https://github.com/PyCQA/isort
     rev: 7.0.0
     hooks:
@@ -31,7 +38,7 @@ repos:
       - id: ruff
         name: ruff linter
         language_version: python3.11
-        args: ['--fix', '--ignore', 'E501,E402'] # Ignore line length and module level import not at top of file
+        args: ['--fix', '--ignore', 'E501,E402,I001,I002'] # Ignore line length, module level import not at top of file, and import sorting issues
         files: \.(py)$
 
   - repo: https://github.com/pre-commit/mirrors-mypy
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 75980e2a..e38aa3ed 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -36,16 +36,19 @@ We follow strict code formatting guidelines to ensure consistency across the cod
    ```bash
    # For Python code
    uv run black .
-   uv run ruff check --fix .
+   uv run isort .
+   uv run ruff check --ignore E501,E402,I001,I002 --fix .
    ```
 4. **Validate Your Code**: Ensure your code passes all checks:
    ```bash
    uv run mypy .
    ```
+5. Every time you try to commit code, a pre-commit hook will automatically run the formatting and validation tools. If any issues are found, the commit will be blocked until they are resolved. Please make sure to address any issues reported by the pre-commit hook before attempting to commit again. Once all issues are resolved, you can proceed with your commit.
 
 ## Documentation
 
 Documentation improvements are always welcome. You can:
+
 - Fix typos or unclear explanations
 - Add examples and use cases
 - Improve API documentation
@@ -53,4 +56,4 @@ Documentation improvements are always welcome. You can:
 
 For detailed instructions on setting up your development environment and submitting code contributions, please see our [Developer-Guide](Development.md).
 
-Feel free to join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss ideas or get help with your contributions. 
\ No newline at end of file
+Feel free to join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss ideas or get help with your contributions.
diff --git a/Development.md b/Development.md
index 2b061aea..3fdbc5f0 100644
--- a/Development.md
+++ b/Development.md
@@ -17,36 +17,38 @@ These packages are part of a uv workspace which manages a shared virtual environ
 
 1. Install Lume CLI:
 
-    ```bash
-    /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
-    ```
+   ```bash
+   /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
+   ```
 
 2. Clone the repository:
 
-    ```bash
-    git clone https://github.com/trycua/cua.git
-    cd cua
-    ```
+   ```bash
+   git clone https://github.com/trycua/cua.git
+   cd cua
+   ```
 
 3. Create a `.env.local` file in the root directory with your API keys:
 
-    ```bash
-    # Required for Anthropic provider
-    ANTHROPIC_API_KEY=your_anthropic_key_here
+   ```bash
+   # Required for Anthropic provider
+   ANTHROPIC_API_KEY=your_anthropic_key_here
 
-    # Required for OpenAI provider
-    OPENAI_API_KEY=your_openai_key_here
-    ```
+   # Required for OpenAI provider
+   OPENAI_API_KEY=your_openai_key_here
+   ```
 
 4. Open the workspace in VSCode or Cursor:
 
-    ```bash
-    # For Cua Python development
-    code .vscode/py.code-workspace
+   ```bash
+   # For Cua Python development
+   code .vscode/py.code-workspace
 
-    # For Lume (Swift) development
-    code .vscode/lume.code-workspace
-    ```
+   # For Lume (Swift) development
+   code .vscode/lume.code-workspace
+   ```
+
+5. Install Pre-commit hooks ([see below](#pre-commit-hook)):
 
 Using the workspace file is strongly recommended as it:
 
@@ -55,6 +57,19 @@ Using the workspace file is strongly recommended as it:
 - Enables debugging configurations
 - Maintains consistent settings across packages
 
+### Pre-commit Hook Installation
+
+Pre-commit hooks are scripts that run automatically before each commit to ensure code quality and consistency.
+To install the hooks:
+
+```bash
+# First, ensure dependencies are installed (only needed once)
+uv sync
+
+# Then install the pre-commit hooks
+uv run pre-commit install
+```
+
 ## Lume Development
 
 Refer to the [Lume README](./libs/lume/Development.md) for instructions on how to develop the Lume CLI.
@@ -118,10 +133,11 @@ The Cua project follows strict code formatting standards to ensure consistency a
 The project uses the following tools for code formatting and linting:
 
 - **[Black](https://black.readthedocs.io/)**: Code formatter
+- **[isort](https://pycqa.github.io/isort/)**: Import sorter
 - **[Ruff](https://beta.ruff.rs/docs/)**: Fast linter and formatter
 - **[MyPy](https://mypy.readthedocs.io/)**: Static type checker
 
-These tools are automatically installed when you set up the development environment using the `./scripts/build.sh` script.
+These tools are automatically installed when you set up the development environment.
 
 #### Configuration
 
@@ -163,23 +179,48 @@ warn_unused_ignores = false
 
 The repository includes VSCode workspace configurations that enable automatic formatting. When you open the workspace files (as recommended in the setup instructions), the correct formatting settings are automatically applied.
 
-Python-specific settings in the workspace files:
+##### Python-specific settings
+
+These are configured in `.vscode/settings.json`:
 
 ```json
-"[python]": {
-    "editor.formatOnSave": true,
-    "editor.defaultFormatter": "ms-python.black-formatter",
-    "editor.codeActionsOnSave": {
-        "source.organizeImports": "explicit"
-    }
+{
+  "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python",
+  "editor.formatOnSave": true,
+  "editor.codeActionsOnSave": {
+    "source.organizeImports": "explicit",
+    "source.fixAll": "explicit"
+  },
+  "[python]": {
+    "editor.defaultFormatter": "ms-python.black-formatter"
+  },
+  "python.formatting.provider": "black",
+  "ruff.configuration": "${workspaceFolder}/pyproject.toml",
+  "mypy-type-checker.args": ["--config-file", "${workspaceFolder}/pyproject.toml"],
+  "mypy-type-checker.path": ["${workspaceFolder}"]
 }
 ```
 
-Recommended VS Code extensions:
+##### **JS/TS-specific settings**
 
-- Black Formatter (ms-python.black-formatter)
-- Ruff (charliermarsh.ruff)
-- Pylance (ms-python.vscode-pylance)
+```json
+"[javascript][typescript][typescriptreact][javascriptreact]": {
+  "editor.defaultFormatter": "esbenp.prettier-vscode"
+}
+```
+
+- Ensures Prettier is used for all JS/TS files for consistent formatting.
+
+Recommended VS Code Extensions
+
+- **Black Formatter** – `ms-python.black-formatter`
+- **Ruff** – `charliermarsh.ruff`
+- **Pylance** – `ms-python.vscode-pylance`
+- **isort** – `ms-python.isort`
+- **Prettier** – `esbenp.prettier-vscode`
+- **Mypy Type Checker** – `ms-python.mypy-type-checker`
+
+> VSCode will automatically suggest installing the recommended extensions when you open the workspace.
 
 #### Manual Formatting
 
@@ -189,8 +230,11 @@ To manually format code:
 # Format all Python files using Black
 uv run black .
 
+# Sort imports using isort
+uv run isort .
+
 # Run Ruff linter with auto-fix
-uv run ruff check --fix .
+uv run ruff check --ignore E501,E402,I001,I002 .
 
 # Run type checking with MyPy
 uv run mypy .
@@ -200,11 +244,29 @@ uv run mypy .
 
 Before submitting a pull request, ensure your code passes all formatting checks:
 
+**Option 1: Run all hooks via pre-commit (all in a single command)**
+
 ```bash
-# Run all checks
+# Run hooks on staged files (recommended for quick checks)
+uv run pre-commit run
+```
+
+- Automatically runs Black, Ruff, isort, Mypy, Prettier, and any other configured hooks.
+
+**Option 2: Run individual tools manually**
+
+```bash
+# Python checks
 uv run black --check .
-uv run ruff check .
+uv run isort --check .
+uv run ruff check --ignore E501,E402,I001,I002 .
 uv run mypy .
+
+# JavaScript/TypeScript checks
+uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
+
+# TypeScript typecheck
+node ./scripts/typescript-typecheck.js
 ```
 
 ### Swift Code (Lume)
diff --git a/scripts/typescript-typecheck.js b/scripts/typescript-typecheck.js
new file mode 100644
index 00000000..29e12345
--- /dev/null
+++ b/scripts/typescript-typecheck.js
@@ -0,0 +1,8 @@
+#!/usr/bin/env node
+const { execSync } = require('child_process');
+
+try {
+  execSync('pnpm -C libs/typescript -r run typecheck', { stdio: 'inherit' });
+} catch (err) {
+  process.exit(1);
+}
diff --git a/uv.lock b/uv.lock
index 776161aa..d33f2821 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1160,6 +1160,7 @@ dev = [
     { name = "cua-som" },
     { name = "hud-python", extra = ["agent"] },
     { name = "ipykernel" },
+    { name = "isort" },
     { name = "jedi" },
     { name = "jupyter" },
     { name = "mypy" },
@@ -1197,6 +1198,7 @@ dev = [
     { name = "cua-som", editable = "libs/python/som" },
     { name = "hud-python", extras = ["agent"], specifier = "==0.4.52" },
     { name = "ipykernel", specifier = ">=6.29.5" },
+    { name = "isort", specifier = ">=7.0.0" },
     { name = "jedi", specifier = ">=0.19.2" },
     { name = "jupyter", specifier = ">=1.0.0" },
     { name = "mypy", specifier = ">=1.10.0" },
@@ -2252,6 +2254,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042", size = 11321, upload-time = "2020-11-01T10:59:58.02Z" },
 ]
 
+[[package]]
+name = "isort"
+version = "7.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/63/53/4f3c058e3bace40282876f9b553343376ee687f3c35a525dc79dbd450f88/isort-7.0.0.tar.gz", hash = "sha256:5513527951aadb3ac4292a41a16cbc50dd1642432f5e8c20057d414bdafb4187", size = 805049, upload-time = "2025-10-11T13:30:59.107Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7f/ed/e3705d6d02b4f7aea715a353c8ce193efd0b5db13e204df895d38734c244/isort-7.0.0-py3-none-any.whl", hash = "sha256:1bcabac8bc3c36c7fb7b98a76c8abb18e0f841a3ba81decac7691008592499c1", size = 94672, upload-time = "2025-10-11T13:30:57.665Z" },
+]
+
 [[package]]
 name = "jedi"
 version = "0.19.2"

From c33517a42d6ef240e765abd45600b1ce2c2691cc Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 02:21:37 +0530
Subject: [PATCH 143/220] chore: consolidate Ruff configs, add prettier
 dependancy and updated documentation usage

- Remove per-package Black, Ruff, and MyPy settings in individual pyproject.toml files
- Centralize Ruff configuration in root pyproject.toml under [tool.ruff.lint] with selected ignores
- Add Prettier setup and usage instructions to Development.md
- Include pnpm install instructions for JS/TS dependencies
- Ensure pre-commit hooks enforce Python and JS/TS formatting consistently
---
 Development.md                             | 110 +++++++++++++++++----
 libs/python/agent/pyproject.toml           |   2 +-
 libs/python/computer-server/pyproject.toml |  21 +---
 libs/python/computer/pyproject.toml        |  23 -----
 libs/python/core/pyproject.toml            |  27 +----
 libs/python/mcp-server/pyproject.toml      |  12 +--
 libs/python/pylume/pyproject.toml          |  25 +----
 libs/python/som/pyproject.toml             |  25 +----
 package.json                               |   9 ++
 pnpm-lock.yaml                             |  24 +++++
 pyproject.toml                             |   9 +-
 11 files changed, 138 insertions(+), 149 deletions(-)
 create mode 100644 package.json
 create mode 100644 pnpm-lock.yaml

diff --git a/Development.md b/Development.md
index 3fdbc5f0..e51bc500 100644
--- a/Development.md
+++ b/Development.md
@@ -38,7 +38,27 @@ These packages are part of a uv workspace which manages a shared virtual environ
    OPENAI_API_KEY=your_openai_key_here
    ```
 
-4. Open the workspace in VSCode or Cursor:
+4. Install Node.js dependencies for Prettier and other scripts:
+
+   ```bash
+   # Install pnpm if you don't have it
+   npm install -g pnpm
+
+   # Install all JS/TS dependencies
+   pnpm install
+   ```
+
+5. Install Python dependencies and workspace packages:
+
+   ```bash
+   # First install uv if you don't have it
+   pip install uv
+
+    # Then install all Python dependencies
+   uv sync
+   ```
+
+6. Open the workspace in VSCode or Cursor:
 
    ```bash
    # For Cua Python development
@@ -48,7 +68,13 @@ These packages are part of a uv workspace which manages a shared virtual environ
    code .vscode/lume.code-workspace
    ```
 
-5. Install Pre-commit hooks ([see below](#pre-commit-hook)):
+7. Install Pre-commit hooks:
+
+   This ensures code formatting and validation run automatically on each commit.
+
+   ```bash
+   uv run pre-commit install
+   ```
 
 Using the workspace file is strongly recommended as it:
 
@@ -57,19 +83,6 @@ Using the workspace file is strongly recommended as it:
 - Enables debugging configurations
 - Maintains consistent settings across packages
 
-### Pre-commit Hook Installation
-
-Pre-commit hooks are scripts that run automatically before each commit to ensure code quality and consistency.
-To install the hooks:
-
-```bash
-# First, ensure dependencies are installed (only needed once)
-uv sync
-
-# Then install the pre-commit hooks
-uv run pre-commit install
-```
-
 ## Lume Development
 
 Refer to the [Lume README](./libs/lume/Development.md) for instructions on how to develop the Lume CLI.
@@ -149,23 +162,34 @@ line-length = 100
 target-version = ["py311"]
 
 [tool.ruff]
+fix = true
 line-length = 100
 target-version = "py311"
+
+[tool.ruff.lint]
 select = ["E", "F", "B", "I"]
+ignore = [
+    "E501", "E402", "I001", "I002", "B007", "B023", "B024", "B027", "B028",
+    "B904", "B905", "E711", "E712", "E722", "E731", "F401", "F403", "F405",
+    "F811", "F821", "F841"
+]
 fix = true
 
 [tool.ruff.format]
 docstring-code-format = true
 
 [tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
 check_untyped_defs = true
-warn_return_any = true
+disallow_untyped_defs = true
+ignore_missing_imports = true
+python_version = "3.11"
 show_error_codes = true
+strict = true
+warn_return_any = true
 warn_unused_ignores = false
+
+[tool.isort]
+profile = "black"
 ```
 
 #### Key Formatting Rules
@@ -269,6 +293,52 @@ uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
 node ./scripts/typescript-typecheck.js
 ```
 
+### JavaScript / TypeScript Formatting (Prettier)
+
+The project uses **Prettier** to ensure consistent formatting across all JS/TS/JSON/Markdown/YAML files.
+
+#### Installation
+
+All Node.js dependencies are managed via `pnpm`. Make sure you have run:
+
+```bash
+# Install pnpm if you don't have it
+npm install -g pnpm
+
+# Install project dependencies
+pnpm install
+```
+
+This installs Prettier and other JS/TS dependencies defined in `package.json`.
+
+#### Usage
+
+- **Check formatting** (without making changes):
+
+```bash
+pnpm prettier:check
+```
+
+- **Automatically format files**:
+
+```bash
+pnpm prettier:format
+```
+
+#### Type Checking (TypeScript)
+
+- Run the TypeScript type checker:
+
+```bash
+node ./scripts/typescript-typecheck.js
+```
+
+#### VSCode Integration
+
+- The workspace config ensures Prettier is used automatically for JS/TS/JSON/Markdown/YAML files.
+- Recommended extension: Prettier – Code Formatter
+- Ensure `editor.formatOnSave` is enabled in VSCode for automatic formatting.
+
 ### Swift Code (Lume)
 
 For Swift code in the `libs/lume` directory:
diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 94bde419..0d690240 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -108,4 +108,4 @@ constraint-dependencies = ["fastrtc>0.43.0", "mlx-audio>0.2.3"]
 distribution = true
 
 [tool.pdm.build]
-includes = ["agent/"]
+includes = ["agent/"]
\ No newline at end of file
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 6468a48d..01b40af0 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -67,23 +67,4 @@ dev = [
 ]
 
 [tool.pdm.scripts]
-api = "python -m computer_server"
-
-[tool.ruff]
-line-length = 100
-target-version = "py310"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.10"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
+api = "python -m computer_server"
\ No newline at end of file
diff --git a/libs/python/computer/pyproject.toml b/libs/python/computer/pyproject.toml
index 22ebccd5..b659c0a1 100644
--- a/libs/python/computer/pyproject.toml
+++ b/libs/python/computer/pyproject.toml
@@ -44,29 +44,6 @@ distribution = true
 includes = ["computer/"]
 source-includes = ["tests/", "README.md", "LICENSE"]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
diff --git a/libs/python/core/pyproject.toml b/libs/python/core/pyproject.toml
index c4bcd459..d505b225 100644
--- a/libs/python/core/pyproject.toml
+++ b/libs/python/core/pyproject.toml
@@ -24,34 +24,11 @@ distribution = true
 includes = ["core/"]
 source-includes = ["tests/", "README.md", "LICENSE"]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
-python_files = "test_*.py" 
+python_files = "test_*.py"
 [dependency-groups]
 dev = [
     "pytest>=8.3.5",
-]
+]
\ No newline at end of file
diff --git a/libs/python/mcp-server/pyproject.toml b/libs/python/mcp-server/pyproject.toml
index b844fe36..6e05da7f 100644
--- a/libs/python/mcp-server/pyproject.toml
+++ b/libs/python/mcp-server/pyproject.toml
@@ -27,14 +27,4 @@ distribution = true
 dev = [
     "black>=23.9.1",
     "ruff>=0.0.292",
-]
-
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
+]
\ No newline at end of file
diff --git a/libs/python/pylume/pyproject.toml b/libs/python/pylume/pyproject.toml
index f21f2bb2..b86d5575 100644
--- a/libs/python/pylume/pyproject.toml
+++ b/libs/python/pylume/pyproject.toml
@@ -41,29 +41,6 @@ dev = [
     "pytest>=7.0.0",
 ]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-fix = true
-line-length = 100
-select = ["B", "E", "F", "I"]
-target-version = "py311"
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-check_untyped_defs = true
-disallow_untyped_defs = true
-ignore_missing_imports = true
-python_version = "3.11"
-show_error_codes = true
-strict = true
-warn_return_any = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 python_files = "test_*.py"
@@ -71,4 +48,4 @@ testpaths = ["tests"]
 
 [tool.pdm.build]
 includes = ["pylume/"]
-source-includes = ["LICENSE", "README.md", "tests/"]
+source-includes = ["LICENSE", "README.md", "tests/"]
\ No newline at end of file
diff --git a/libs/python/som/pyproject.toml b/libs/python/som/pyproject.toml
index f871eb18..95941538 100644
--- a/libs/python/som/pyproject.toml
+++ b/libs/python/som/pyproject.toml
@@ -52,30 +52,7 @@ src-layout = false
 includes = ["som/"]
 source-includes = ["tests/", "README.md", "LICENSE"]
 
-[tool.black]
-line-length = 100
-target-version = ["py311"]
-
-[tool.ruff]
-line-length = 100
-target-version = "py311"
-select = ["E", "F", "B", "I"]
-fix = true
-
-[tool.ruff.format]
-docstring-code-format = true
-
-[tool.mypy]
-strict = true
-python_version = "3.11"
-ignore_missing_imports = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-warn_return_any = true
-show_error_codes = true
-warn_unused_ignores = false
-
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
-python_files = "test_*.py"
+python_files = "test_*.py"
\ No newline at end of file
diff --git a/package.json b/package.json
new file mode 100644
index 00000000..2d0118af
--- /dev/null
+++ b/package.json
@@ -0,0 +1,9 @@
+{
+  "scripts": {
+    "prettier:check": "prettier --check '**/*.{ts,tsx,js,jsx,json,md,yaml,yml}'",
+    "prettier:format": "prettier --write '**/*.{ts,tsx,js,jsx,json,md,yaml,yml}'"
+  },
+  "devDependencies": {
+    "prettier": "^3.6.2"
+  }
+}
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
new file mode 100644
index 00000000..595fc04b
--- /dev/null
+++ b/pnpm-lock.yaml
@@ -0,0 +1,24 @@
+lockfileVersion: '9.0'
+
+settings:
+  autoInstallPeers: true
+  excludeLinksFromLockfile: false
+
+importers:
+  .:
+    devDependencies:
+      prettier:
+        specifier: ^3.6.2
+        version: 3.6.2
+
+packages:
+  prettier@3.6.2:
+    resolution:
+      {
+        integrity: sha512-I7AIg5boAr5R0FFtJ6rCfD+LFsWHp81dolrFD8S79U9tb8Az2nGrJncnMSnys+bpQJfRUzqs9hnA81OAA3hCuQ==
+      }
+    engines: { node: '>=14' }
+    hasBin: true
+
+snapshots:
+  prettier@3.6.2: {}
diff --git a/pyproject.toml b/pyproject.toml
index 2e40502a..d6b70d5a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -75,9 +75,16 @@ target-version = ["py311"]
 [tool.ruff]
 fix = true
 line-length = 100
-select = ["B", "E", "F", "I"]
 target-version = "py311"
 
+[tool.ruff.lint]
+select = ["E", "F", "B", "I"]
+ignore = [
+    "E501", "E402", "I001", "I002", "B007", "B023", "B024", "B027", "B028",
+    "B904", "B905", "E711", "E712", "E722", "E731", "F401", "F403", "F405",
+    "F811", "F821", "F841"
+]
+
 [tool.ruff.format]
 docstring-code-format = true
 

From da031a3fa5031b20463588dee25f20c20af8a329 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 03:35:15 +0530
Subject: [PATCH 144/220] chore: update .prettierignore

- Add `.next/`, `pnpm-lock.yaml`, `uv.lock` to .prettierignore
---
 .prettierignore | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.prettierignore b/.prettierignore
index eb467f5e..7a28e2a7 100644
--- a/.prettierignore
+++ b/.prettierignore
@@ -3,6 +3,7 @@ node_modules/
 dist/
 build/
 out/
+.next/
 *.min.js
 
 # Python
@@ -27,3 +28,5 @@ venv/
 *.lock
 *.db
 *.sqlite
+pnpm-lock.yaml
+uv.lock
\ No newline at end of file

From b3a65c373efe6d5a7c132a88120996e5cc2e0f65 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Wed, 22 Oct 2025 12:48:00 +0530
Subject: [PATCH 145/220] chore: disable MyPy, add target version py312, update
 documentation

---
 .github/workflows/lint.yml |  5 +++--
 .pre-commit-config.yaml    | 19 ++++++++-----------
 CONTRIBUTING.md            |  2 +-
 Development.md             |  4 ++--
 pyproject.toml             |  7 ++++---
 5 files changed, 18 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index d8863546..f7653cd7 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -37,8 +37,9 @@ jobs:
         run: |
           uv run isort --check-only .
           uv run black --check .
-          uv run ruff check --ignore E501,E402,I001,I002 .
-          uv run mypy .
+          uv run ruff check .
+          # Temporarily disabled due to untyped codebase
+          # uv run mypy .
 
       # TypeScript type check
       - name: TypeScript typecheck
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ea0c2e5a..bbc42d48 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,7 +20,6 @@ repos:
     hooks:
       - id: isort
         name: isort code formatter
-        language_version: python3.11
         args: ['--profile', 'black']
         files: \.(py)$
 
@@ -29,7 +28,6 @@ repos:
     hooks:
       - id: black
         name: Black code formatter
-        language_version: python3.11
         files: \.(py)$
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
@@ -37,14 +35,13 @@ repos:
     hooks:
       - id: ruff
         name: ruff linter
-        language_version: python3.11
-        args: ['--fix', '--ignore', 'E501,E402,I001,I002'] # Ignore line length, module level import not at top of file, and import sorting issues
+        args: ['--fix']
         files: \.(py)$
 
-  - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.5.1
-    hooks:
-      - id: mypy
-        name: mypy type checker
-        language_version: python3.11
-        files: \.(py)$
+  # Temporarily disabled due to untyped codebase
+  # - repo: https://github.com/pre-commit/mirrors-mypy
+  #   rev: v1.5.1
+  #   hooks:
+  #     - id: mypy
+  #       name: mypy type checker
+  #       files: \.(py)$
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e38aa3ed..69819ef6 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -37,7 +37,7 @@ We follow strict code formatting guidelines to ensure consistency across the cod
    # For Python code
    uv run black .
    uv run isort .
-   uv run ruff check --ignore E501,E402,I001,I002 --fix .
+   uv run ruff check --fix .
    ```
 4. **Validate Your Code**: Ensure your code passes all checks:
    ```bash
diff --git a/Development.md b/Development.md
index e51bc500..cfe21f6b 100644
--- a/Development.md
+++ b/Development.md
@@ -258,7 +258,7 @@ uv run black .
 uv run isort .
 
 # Run Ruff linter with auto-fix
-uv run ruff check --ignore E501,E402,I001,I002 .
+uv run ruff check .
 
 # Run type checking with MyPy
 uv run mypy .
@@ -283,7 +283,7 @@ uv run pre-commit run
 # Python checks
 uv run black --check .
 uv run isort --check .
-uv run ruff check --ignore E501,E402,I001,I002 .
+uv run ruff check .
 uv run mypy .
 
 # JavaScript/TypeScript checks
diff --git a/pyproject.toml b/pyproject.toml
index d6b70d5a..fb7b1d09 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,12 +70,12 @@ cua-mcp-server = { workspace = true }
 
 [tool.black]
 line-length = 100
-target-version = ["py311"]
+target-version = ["py312"]
 
 [tool.ruff]
 fix = true
 line-length = 100
-target-version = "py311"
+target-version = "py312"
 
 [tool.ruff.lint]
 select = ["E", "F", "B", "I"]
@@ -92,7 +92,7 @@ docstring-code-format = true
 check_untyped_defs = true
 disallow_untyped_defs = true
 ignore_missing_imports = true
-python_version = "3.11"
+python_version = "3.12"
 show_error_codes = true
 strict = true
 warn_return_any = true
@@ -100,6 +100,7 @@ warn_unused_ignores = false
 
 [tool.isort]
 profile = "black"
+py_version = 312
 
 [tool.pytest.ini_options]
 asyncio_mode = "auto"

From ae5ad4bb50bfb445a5a3ebf6c40ea754aec5f55c Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:42:09 -0700
Subject: [PATCH 146/220] Remove Biome

---
 .vscode/libs-ts.code-workspace        |    2 +-
 libs/typescript/agent/package.json    |    5 +-
 libs/typescript/biome.json            |   80 --
 libs/typescript/computer/package.json |    7 +-
 libs/typescript/core/package.json     |    7 +-
 libs/typescript/package.json          |    6 +-
 libs/typescript/pnpm-lock.yaml        | 1811 ++++++-------------------
 7 files changed, 423 insertions(+), 1495 deletions(-)
 delete mode 100644 libs/typescript/biome.json

diff --git a/.vscode/libs-ts.code-workspace b/.vscode/libs-ts.code-workspace
index 732316f2..ccff6b06 100644
--- a/.vscode/libs-ts.code-workspace
+++ b/.vscode/libs-ts.code-workspace
@@ -7,7 +7,7 @@
   ],
   "extensions": {
     "recommendations": [
-      "biomejs.biome",
+      "esbenp.prettier-vscode"
     ]
   }
 }
\ No newline at end of file
diff --git a/libs/typescript/agent/package.json b/libs/typescript/agent/package.json
index f77206df..0ef50e37 100644
--- a/libs/typescript/agent/package.json
+++ b/libs/typescript/agent/package.json
@@ -28,8 +28,8 @@
     "access": "public"
   },
   "scripts": {
-    "lint": "biome lint .",
-    "lint:fix": "biome lint --fix .",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build": "tsdown",
     "dev": "tsdown --watch",
     "test": "vitest",
@@ -43,7 +43,6 @@
     "pino": "^9.7.0"
   },
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "@types/node": "^22.15.17",
     "bumpp": "^10.1.0",
     "happy-dom": "^17.4.7",
diff --git a/libs/typescript/biome.json b/libs/typescript/biome.json
deleted file mode 100644
index a0394eff..00000000
--- a/libs/typescript/biome.json
+++ /dev/null
@@ -1,80 +0,0 @@
-{
-  "$schema": "https://biomejs.dev/schemas/1.9.4/schema.json",
-  "vcs": {
-    "enabled": false,
-    "clientKind": "git",
-    "useIgnoreFile": false
-  },
-  "files": {
-    "ignoreUnknown": false,
-    "include": ["core/**/*.ts", "computer/**/*.ts"],
-    "ignore": ["dist", "node_modules"]
-  },
-  "formatter": {
-    "enabled": true,
-    "useEditorconfig": true,
-    "formatWithErrors": false,
-    "indentStyle": "space",
-    "indentWidth": 2,
-    "lineEnding": "lf",
-    "lineWidth": 80,
-    "attributePosition": "auto",
-    "bracketSpacing": true
-  },
-  "organizeImports": {
-    "enabled": true
-  },
-  "linter": {
-    "enabled": true,
-    "rules": {
-      "recommended": true,
-      "style": {
-        "useSelfClosingElements": "warn",
-        "noUnusedTemplateLiteral": "warn",
-        "noNonNullAssertion": "off"
-      },
-      "a11y": {
-        "useMediaCaption": "off",
-        "useKeyWithClickEvents": "warn",
-        "useKeyWithMouseEvents": "warn",
-        "noSvgWithoutTitle": "off",
-        "useButtonType": "warn",
-        "noAutofocus": "off"
-      },
-      "suspicious": {
-        "noArrayIndexKey": "off"
-      },
-      "correctness": {
-        "noUnusedVariables": "warn",
-        "noUnusedFunctionParameters": "warn",
-        "noUnusedImports": "warn"
-      },
-      "complexity": {
-        "useOptionalChain": "info"
-      },
-      "nursery": {
-        "useSortedClasses": {
-          "level": "warn",
-          "fix": "safe",
-          "options": {
-            "attributes": ["className"],
-            "functions": ["cn"]
-          }
-        }
-      }
-    }
-  },
-  "javascript": {
-    "formatter": {
-      "jsxQuoteStyle": "double",
-      "quoteProperties": "asNeeded",
-      "trailingCommas": "es5",
-      "semicolons": "always",
-      "arrowParentheses": "always",
-      "bracketSameLine": false,
-      "quoteStyle": "single",
-      "attributePosition": "auto",
-      "bracketSpacing": true
-    }
-  }
-}
diff --git a/libs/typescript/computer/package.json b/libs/typescript/computer/package.json
index 1f777ac2..7df2a167 100644
--- a/libs/typescript/computer/package.json
+++ b/libs/typescript/computer/package.json
@@ -28,8 +28,8 @@
     "access": "public"
   },
   "scripts": {
-    "lint": "biome lint .",
-    "lint:fix": "biome lint --fix .",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build": "tsdown",
     "dev": "tsdown --watch",
     "test": "vitest",
@@ -43,7 +43,6 @@
     "ws": "^8.18.0"
   },
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "@types/node": "^22.15.17",
     "@types/ws": "^8.18.1",
     "bumpp": "^10.1.0",
@@ -53,4 +52,4 @@
     "typescript": "^5.8.3",
     "vitest": "^3.1.3"
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/core/package.json b/libs/typescript/core/package.json
index 5c76d5d0..c3b1878a 100644
--- a/libs/typescript/core/package.json
+++ b/libs/typescript/core/package.json
@@ -28,8 +28,8 @@
     "access": "public"
   },
   "scripts": {
-    "lint": "biome lint .",
-    "lint:fix": "biome lint --fix .",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build": "tsdown",
     "dev": "tsdown --watch",
     "test": "vitest",
@@ -44,7 +44,6 @@
     "uuid": "^11.1.0"
   },
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "@types/node": "^22.15.17",
     "@types/ws": "^8.18.1",
     "bumpp": "^10.1.0",
@@ -54,4 +53,4 @@
     "typescript": "^5.8.3",
     "vitest": "^3.1.3"
   }
-}
\ No newline at end of file
+}
diff --git a/libs/typescript/package.json b/libs/typescript/package.json
index cab44c73..abe5ba0f 100644
--- a/libs/typescript/package.json
+++ b/libs/typescript/package.json
@@ -6,8 +6,8 @@
   "author": "cua",
   "license": "MIT",
   "scripts": {
-    "lint": "biome check",
-    "lint:fix": "biome check --fix",
+    "lint": "prettier --check .",
+    "lint:fix": "prettier --write .",
     "build:core": "pnpm --filter @trycua/core build",
     "build:computer": "pnpm --filter @trycua/computer build",
     "build": "pnpm build:core && pnpm build:computer",
@@ -20,12 +20,10 @@
   },
   "packageManager": "pnpm@10.12.3",
   "devDependencies": {
-    "@biomejs/biome": "^1.9.4",
     "prettier": "^3.6.2"
   },
   "pnpm": {
     "onlyBuiltDependencies": [
-      "@biomejs/biome",
       "esbuild",
       "protobufjs",
       "sharp",
diff --git a/libs/typescript/pnpm-lock.yaml b/libs/typescript/pnpm-lock.yaml
index 07cfef01..ee1d6fb9 100644
--- a/libs/typescript/pnpm-lock.yaml
+++ b/libs/typescript/pnpm-lock.yaml
@@ -5,11 +5,9 @@ settings:
   excludeLinksFromLockfile: false
 
 importers:
+
   .:
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       prettier:
         specifier: ^3.6.2
         version: 3.6.2
@@ -26,9 +24,6 @@ importers:
         specifier: ^9.7.0
         version: 9.7.0
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       '@types/node':
         specifier: ^22.15.17
         version: 22.15.34
@@ -60,9 +55,6 @@ importers:
         specifier: ^8.18.0
         version: 8.18.3
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       '@types/node':
         specifier: ^22.15.17
         version: 22.15.34
@@ -103,9 +95,6 @@ importers:
         specifier: ^11.1.0
         version: 11.1.0
     devDependencies:
-      '@biomejs/biome':
-        specifier: ^1.9.4
-        version: 1.9.4
       '@types/node':
         specifier: ^22.15.17
         version: 22.15.34
@@ -132,1151 +121,670 @@ importers:
         version: 3.2.4(@types/node@22.15.34)(happy-dom@17.6.3)(jiti@2.4.2)(tsx@4.20.3)(yaml@2.8.0)
 
 packages:
+
   '@babel/generator@7.27.5':
-    resolution:
-      {
-        integrity: sha512-ZGhA37l0e/g2s1Cnzdix0O3aLYm66eF8aufiVteOgnwxgnRP8GoyMj7VWsgWnQbVKXyge7hqrFh2K2TQM6t1Hw==
-      }
-    engines: { node: '>=6.9.0' }
+    resolution: {integrity: sha512-ZGhA37l0e/g2s1Cnzdix0O3aLYm66eF8aufiVteOgnwxgnRP8GoyMj7VWsgWnQbVKXyge7hqrFh2K2TQM6t1Hw==}
+    engines: {node: '>=6.9.0'}
 
   '@babel/generator@7.28.3':
-    resolution:
-      {
-        integrity: sha512-3lSpxGgvnmZznmBkCRnVREPUFJv2wrv9iAoFDvADJc0ypmdOxdUtcLeBgBJ6zE0PMeTKnxeQzyk0xTBq4Ep7zw==
-      }
-    engines: { node: '>=6.9.0' }
+    resolution: {integrity: sha512-3lSpxGgvnmZznmBkCRnVREPUFJv2wrv9iAoFDvADJc0ypmdOxdUtcLeBgBJ6zE0PMeTKnxeQzyk0xTBq4Ep7zw==}
+    engines: {node: '>=6.9.0'}
 
   '@babel/helper-string-parser@7.27.1':
-    resolution:
-      {
-        integrity: sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==
-      }
-    engines: { node: '>=6.9.0' }
+    resolution: {integrity: sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==}
+    engines: {node: '>=6.9.0'}
 
   '@babel/helper-validator-identifier@7.27.1':
-    resolution:
-      {
-        integrity: sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==
-      }
-    engines: { node: '>=6.9.0' }
+    resolution: {integrity: sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==}
+    engines: {node: '>=6.9.0'}
 
   '@babel/parser@7.27.7':
-    resolution:
-      {
-        integrity: sha512-qnzXzDXdr/po3bOTbTIQZ7+TxNKxpkN5IifVLXS+r7qwynkZfPyjZfE7hCXbo7IoO9TNcSyibgONsf2HauUd3Q==
-      }
-    engines: { node: '>=6.0.0' }
+    resolution: {integrity: sha512-qnzXzDXdr/po3bOTbTIQZ7+TxNKxpkN5IifVLXS+r7qwynkZfPyjZfE7hCXbo7IoO9TNcSyibgONsf2HauUd3Q==}
+    engines: {node: '>=6.0.0'}
     hasBin: true
 
   '@babel/parser@7.28.3':
-    resolution:
-      {
-        integrity: sha512-7+Ey1mAgYqFAx2h0RuoxcQT5+MlG3GTV0TQrgr7/ZliKsm/MNDxVVutlWaziMq7wJNAz8MTqz55XLpWvva6StA==
-      }
-    engines: { node: '>=6.0.0' }
+    resolution: {integrity: sha512-7+Ey1mAgYqFAx2h0RuoxcQT5+MlG3GTV0TQrgr7/ZliKsm/MNDxVVutlWaziMq7wJNAz8MTqz55XLpWvva6StA==}
+    engines: {node: '>=6.0.0'}
     hasBin: true
 
   '@babel/types@7.27.7':
-    resolution:
-      {
-        integrity: sha512-8OLQgDScAOHXnAz2cV+RfzzNMipuLVBz2biuAJFMV9bfkNf393je3VM8CLkjQodW5+iWsSJdSgSWT6rsZoXHPw==
-      }
-    engines: { node: '>=6.9.0' }
+    resolution: {integrity: sha512-8OLQgDScAOHXnAz2cV+RfzzNMipuLVBz2biuAJFMV9bfkNf393je3VM8CLkjQodW5+iWsSJdSgSWT6rsZoXHPw==}
+    engines: {node: '>=6.9.0'}
 
   '@babel/types@7.28.2':
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-      }
-    engines: { node: ^18.0.0 || ^20.0.0 || >=22.0.0 }
+    resolution: {integrity: sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==}
+    engines: {node: ^18.0.0 || ^20.0.0 || >=22.0.0}
     hasBin: true
     peerDependencies:
       '@edge-runtime/vm': '*'
@@ -2388,40 +1457,25 @@ packages:
         optional: true
 
   webidl-conversions@7.0.0:
-    resolution:
-      {
-        integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==
-      }
-    engines: { node: '>=12' }
+    resolution: {integrity: sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==}
+    engines: {node: '>=12'}
 
   webrtc-adapter@9.0.3:
-    resolution:
-      {
-        integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==
-      }
-    engines: { node: '>=6.0.0', npm: '>=3.10.0' }
+    resolution: {integrity: sha512-5fALBcroIl31OeXAdd1YUntxiZl1eHlZZWzNg3U4Fn+J9/cGL3eT80YlrsWGvj2ojuz1rZr2OXkgCzIxAZ7vRQ==}
+    engines: {node: '>=6.0.0', npm: '>=3.10.0'}
 
   whatwg-mimetype@3.0.0:
-    resolution:
-      {
-        integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==
-      }
-    engines: { node: '>=12' }
+    resolution: {integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==}
+    engines: {node: '>=12'}
 
   why-is-node-running@2.3.0:
-    resolution:
-      {
-        integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==
-      }
-    engines: { node: '>=8' }
+    resolution: {integrity: sha512-hUrmaWBdVDcxvYqnyh09zunKzROWjbZTiNy8dBEjkS7ehEDQibXJ7XvlmtbwuTclUiIyN+CyXQD4Vmko8fNm8w==}
+    engines: {node: '>=8'}
     hasBin: true
 
   ws@8.18.3:
-    resolution:
-      {
-        integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==
-      }
-    engines: { node: '>=10.0.0' }
+    resolution: {integrity: sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==}
+    engines: {node: '>=10.0.0'}
     peerDependencies:
       bufferutil: ^4.0.1
       utf-8-validate: '>=5.0.2'
@@ -2432,14 +1486,12 @@ packages:
         optional: true
 
   yaml@2.8.0:
-    resolution:
-      {
-        integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==
-      }
-    engines: { node: '>= 14.6' }
+    resolution: {integrity: sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==}
+    engines: {node: '>= 14.6'}
     hasBin: true
 
 snapshots:
+
   '@babel/generator@7.27.5':
     dependencies:
       '@babel/parser': 7.27.7
@@ -2478,41 +1530,6 @@ snapshots:
       '@babel/helper-string-parser': 7.27.1
       '@babel/helper-validator-identifier': 7.27.1
 
-  '@biomejs/biome@1.9.4':
-    optionalDependencies:
-      '@biomejs/cli-darwin-arm64': 1.9.4
-      '@biomejs/cli-darwin-x64': 1.9.4
-      '@biomejs/cli-linux-arm64': 1.9.4
-      '@biomejs/cli-linux-arm64-musl': 1.9.4
-      '@biomejs/cli-linux-x64': 1.9.4
-      '@biomejs/cli-linux-x64-musl': 1.9.4
-      '@biomejs/cli-win32-arm64': 1.9.4
-      '@biomejs/cli-win32-x64': 1.9.4
-
-  '@biomejs/cli-darwin-arm64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-darwin-x64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-arm64-musl@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-arm64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-x64-musl@1.9.4':
-    optional: true
-
-  '@biomejs/cli-linux-x64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-win32-arm64@1.9.4':
-    optional: true
-
-  '@biomejs/cli-win32-x64@1.9.4':
-    optional: true
-
   '@emnapi/core@1.4.3':
     dependencies:
       '@emnapi/wasi-threads': 1.0.2
@@ -3283,10 +2300,6 @@ snapshots:
 
   posthog-node@5.1.1: {}
 
-  prettier-plugin-tailwindcss@0.7.1(prettier@3.6.2):
-    dependencies:
-      prettier: 3.6.2
-
   prettier@3.6.2: {}
 
   process-warning@5.0.0: {}

From e2967ff9e197a1f871aa1c18fa7e8923247a9db6 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:48:20 -0700
Subject: [PATCH 147/220] Remove .pretterrc from docs

---
 docs/.prettierrc | 8 --------
 1 file changed, 8 deletions(-)
 delete mode 100644 docs/.prettierrc

diff --git a/docs/.prettierrc b/docs/.prettierrc
deleted file mode 100644
index 03af2a8b..00000000
--- a/docs/.prettierrc
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "useTabs": false,
-  "semi": true,
-  "singleQuote": true,
-  "trailingComma": "es5",
-  "bracketSpacing": true,
-  "jsxBracketSameLine": true
-}
\ No newline at end of file

From deaa2c505251297ce7f3c7fdb1b048a57fe7c5eb Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:48:41 -0700
Subject: [PATCH 148/220] Remove .prettierrc from computer-use-example-ts

---
 examples/computer-example-ts/.prettierrc | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 examples/computer-example-ts/.prettierrc

diff --git a/examples/computer-example-ts/.prettierrc b/examples/computer-example-ts/.prettierrc
deleted file mode 100644
index 23eaef29..00000000
--- a/examples/computer-example-ts/.prettierrc
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-  "useTabs": false,
-  "semi": true,
-  "singleQuote": true,
-  "trailingComma": "es5",
-  "bracketSpacing": true
-}
\ No newline at end of file

From 3033c6aa399dd0ffd0c9d569d0fe1636e704fcb9 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:48:56 -0700
Subject: [PATCH 149/220] Use trailing commas for TypeScript formatting

---
 .prettierrc.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.prettierrc.yaml b/.prettierrc.yaml
index c3dca645..42c07dc5 100644
--- a/.prettierrc.yaml
+++ b/.prettierrc.yaml
@@ -1,6 +1,6 @@
 semi: true
 singleQuote: true
-trailingComma: none
+trailingComma: es5
 tabWidth: 2
 printWidth: 100
 arrowParens: always

From 581e3816567c16fe7f29e183f5ccbbe62c39eb08 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 10:57:34 -0700
Subject: [PATCH 150/220] Use double quotes when formatting YAML

---
 .prettierrc.yaml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.prettierrc.yaml b/.prettierrc.yaml
index 42c07dc5..1815ee00 100644
--- a/.prettierrc.yaml
+++ b/.prettierrc.yaml
@@ -5,3 +5,8 @@ tabWidth: 2
 printWidth: 100
 arrowParens: always
 bracketSpacing: true
+
+overrides:
+  - files: "*.{yml,yaml}"
+    options:
+      singleQuote: false

From 3f4f25579c189ddecd94039e431117b85e64cb0a Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 11:31:02 -0700
Subject: [PATCH 151/220] Add pnpm setup and Node dependency installation to
 lint workflow

---
 .github/workflows/lint.yml | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index f7653cd7..7f2eabcb 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -22,16 +22,24 @@ jobs:
         with:
           node-version: 20
 
+      - name: Set up pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 10
+
       - name: Set up Python
         uses: actions/setup-python@v4
         with:
           python-version: 3.11
 
-      - name: Install dependencies
+      - name: Install Python dependencies
         run: |
           pip install uv
           uv sync
 
+      - name: Install Node dependencies
+        run: pnpm install --frozen-lockfile
+
       # Python checks (isort, black, ruff, mypy)
       - name: Python lint & typecheck
         run: |

From 759ff4703ea838599751f9837d603c76dbce40d5 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 11:31:02 -0700
Subject: [PATCH 152/220] Add pnpm setup and Node dependency installation to
 lint workflow

---
 .github/workflows/lint.yml | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index f7653cd7..7f2eabcb 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -22,16 +22,24 @@ jobs:
         with:
           node-version: 20
 
+      - name: Set up pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 10
+
       - name: Set up Python
         uses: actions/setup-python@v4
         with:
           python-version: 3.11
 
-      - name: Install dependencies
+      - name: Install Python dependencies
         run: |
           pip install uv
           uv sync
 
+      - name: Install Node dependencies
+        run: pnpm install --frozen-lockfile
+
       # Python checks (isort, black, ruff, mypy)
       - name: Python lint & typecheck
         run: |

From ddc5a5de9140b7df3a932db0b662d63a01b00400 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 11:11:02 -0700
Subject: [PATCH 153/220] Format codebase with `uv run pre-commit run
 --all-files`

---
 .github/scripts/get_pyproject_version.py      |   22 +-
 .github/scripts/tests/README.md               |    6 +
 .../tests/test_get_pyproject_version.py       |  120 +-
 .github/workflows/test-validation-script.yml  |   10 +-
 .pre-commit-config.yaml                       |    4 +-
 LICENSE.md                                    |    2 +-
 README.md                                     |   86 +-
 blog/app-use.md                               |   28 +-
 blog/bringing-computer-use-to-the-web.md      |   36 +-
 blog/build-your-own-operator-on-macos-1.md    |   73 +-
 blog/build-your-own-operator-on-macos-2.md    |   84 +-
 blog/composite-agents.md                      |   13 +-
 blog/cua-hackathon.md                         |   36 +-
 blog/hack-the-north.md                        |   43 +-
 blog/hud-agent-evals.md                       |    8 +-
 blog/human-in-the-loop.md                     |   49 +-
 blog/introducing-cua-cloud-containers.md      |   32 +-
 blog/lume-to-containerization.md              |   10 +-
 blog/sandboxed-python-execution.md            |   79 +-
 ...ning-computer-use-models-trajectories-1.md |   19 +-
 blog/trajectory-viewer.md                     |    4 +-
 blog/ubuntu-docker-support.md                 |   32 +-
 blog/windows-sandbox.md                       |   26 +-
 .../docs/agent-sdk/benchmarks/meta.json       |   10 +-
 .../docs/agent-sdk/callbacks/meta.json        |   12 +-
 docs/content/docs/agent-sdk/meta.json         |   36 +-
 .../docs/agent-sdk/supported-agents/meta.json |   11 +-
 docs/content/docs/computer-sdk/meta.json      |   12 +-
 docs/content/docs/example-usecases/meta.json  |    8 +-
 docs/content/docs/libraries/lume/faq.md       |    4 +
 docs/content/docs/libraries/lume/meta.json    |    8 +-
 docs/content/docs/libraries/lumier/meta.json  |    7 +-
 .../docs/libraries/mcp-server/meta.json       |   18 +-
 docs/content/docs/meta.json                   |   36 +-
 docs/package.json                             |    2 +-
 docs/source.config.ts                         |    7 +-
 docs/src/app/(home)/[[...slug]]/page.tsx      |   74 +-
 docs/src/app/layout.tsx                       |    4 +-
 docs/src/app/llms.mdx/[[...slug]]/route.ts    |    5 +-
 docs/src/components/editable-code-block.tsx   |   13 +-
 docs/src/components/iou.tsx                   |    9 +-
 docs/src/components/mermaid.tsx               |    7 +-
 docs/src/components/page-feedback.tsx         |    2 +-
 docs/src/lib/source.ts                        |    4 +-
 docs/tsconfig.json                            |   27 +-
 examples/agent_examples.py                    |   24 +-
 examples/cloud_api_examples.py                |    9 +-
 examples/computer-example-ts/README.md        |    1 +
 examples/computer-example-ts/src/helpers.ts   |  118 +-
 examples/computer-example-ts/src/index.ts     |  147 ++-
 examples/computer-example-ts/tsconfig.json    |   16 +-
 examples/computer_examples.py                 |   27 +-
 examples/computer_examples_windows.py         |   41 +-
 examples/computer_ui_examples.py              |    4 +-
 examples/docker_examples.py                   |    7 +-
 examples/evals/hud_eval_examples.py           |   20 +-
 examples/pylume_examples.py                   |    3 +-
 examples/sandboxed_functions_examples.py      |    8 +-
 examples/som_examples.py                      |   23 +-
 examples/utils.py                             |    2 +-
 examples/winsandbox_example.py                |   18 +-
 libs/kasm/README.md                           |    3 +
 libs/lume/CONTRIBUTING.md                     |    3 +-
 libs/lume/Development.md                      |    4 +-
 libs/lume/README.md                           |    9 +-
 libs/lumier/README.md                         |   10 +-
 libs/python/agent/README.md                   |   17 +-
 libs/python/agent/agent/__init__.py           |   14 +-
 libs/python/agent/agent/__main__.py           |    3 +-
 .../adapters/huggingfacelocal_adapter.py      |  115 +-
 .../agent/agent/adapters/human_adapter.py     |  230 ++--
 .../agent/agent/adapters/mlxvlm_adapter.py    |  211 ++--
 .../agent/agent/adapters/models/__init__.py   |   20 +-
 .../agent/agent/adapters/models/generic.py    |   11 +-
 .../agent/agent/adapters/models/internvl.py   |  100 +-
 .../agent/agent/adapters/models/opencua.py    |   31 +-
 .../agent/agent/adapters/models/qwen2_5_vl.py |   11 +-
 libs/python/agent/agent/agent.py              |  342 +++---
 libs/python/agent/agent/callbacks/__init__.py |    8 +-
 libs/python/agent/agent/callbacks/base.py     |   76 +-
 .../agent/agent/callbacks/budget_manager.py   |   32 +-
 .../agent/agent/callbacks/image_retention.py  |   31 +-
 libs/python/agent/agent/callbacks/logging.py  |   97 +-
 .../agent/callbacks/operator_validator.py     |    4 +-
 .../agent/callbacks/pii_anonymization.py      |   35 +-
 .../python/agent/agent/callbacks/telemetry.py |  128 +-
 .../agent/agent/callbacks/trajectory_saver.py |  164 +--
 libs/python/agent/agent/cli.py                |  237 ++--
 libs/python/agent/agent/computers/__init__.py |   21 +-
 libs/python/agent/agent/computers/base.py     |   43 +-
 libs/python/agent/agent/computers/cua.py      |   50 +-
 libs/python/agent/agent/computers/custom.py   |  141 +--
 libs/python/agent/agent/decorators.py         |   37 +-
 .../python/agent/agent/human_tool/__init__.py |    9 +-
 .../python/agent/agent/human_tool/__main__.py |    8 +-
 libs/python/agent/agent/human_tool/server.py  |   85 +-
 libs/python/agent/agent/human_tool/ui.py      |  424 ++++---
 .../agent/agent/integrations/hud/__init__.py  |   36 +-
 .../agent/agent/integrations/hud/agent.py     |  184 +--
 .../agent/agent/integrations/hud/proxy.py     |  147 ++-
 libs/python/agent/agent/loops/__init__.py     |   44 +-
 libs/python/agent/agent/loops/anthropic.py    | 1020 ++++++++--------
 libs/python/agent/agent/loops/base.py         |   27 +-
 .../agent/agent/loops/composed_grounded.py    |  286 +++--
 libs/python/agent/agent/loops/gemini.py       |   43 +-
 libs/python/agent/agent/loops/glm45v.py       |  268 ++---
 libs/python/agent/agent/loops/gta1.py         |  101 +-
 libs/python/agent/agent/loops/holo.py         |    6 +-
 libs/python/agent/agent/loops/internvl.py     |   17 +-
 libs/python/agent/agent/loops/moondream3.py   |   48 +-
 libs/python/agent/agent/loops/omniparser.py   |  411 +++----
 libs/python/agent/agent/loops/openai.py       |   99 +-
 libs/python/agent/agent/loops/opencua.py      |   74 +-
 libs/python/agent/agent/loops/uitars.py       |  439 +++----
 libs/python/agent/agent/proxy/examples.py     |  104 +-
 libs/python/agent/agent/proxy/handlers.py     |   61 +-
 libs/python/agent/agent/responses.py          |  660 +++++------
 libs/python/agent/agent/types.py              |   16 +-
 libs/python/agent/agent/ui/__init__.py        |    2 +-
 libs/python/agent/agent/ui/__main__.py        |    2 +-
 libs/python/agent/agent/ui/gradio/app.py      |   41 +-
 .../agent/agent/ui/gradio/ui_components.py    |  473 +++++---
 libs/python/agent/benchmarks/README.md        |   16 +-
 libs/python/agent/benchmarks/contrib.md       |   33 +-
 libs/python/agent/benchmarks/interactive.py   |   94 +-
 libs/python/agent/benchmarks/models/base.py   |   19 +-
 libs/python/agent/benchmarks/models/gta1.py   |  106 +-
 libs/python/agent/benchmarks/ss-pro.py        |  143 +--
 libs/python/agent/benchmarks/ss-v2.py         |  165 +--
 libs/python/agent/benchmarks/utils.py         |  311 ++---
 libs/python/agent/example.py                  |   50 +-
 libs/python/computer-server/README.md         |   11 +-
 .../computer_server/__main__.py               |    1 +
 .../computer-server/computer_server/cli.py    |   48 +-
 .../computer_server/diorama/base.py           |    1 +
 .../computer_server/diorama/diorama.py        |  171 +--
 .../diorama/diorama_computer.py               |   12 +-
 .../computer_server/diorama/draw.py           |  751 +++++++-----
 .../computer_server/diorama/macos.py          |   11 +-
 .../computer_server/diorama/safezone.py       |   70 +-
 .../computer_server/handlers/base.py          |   67 +-
 .../computer_server/handlers/factory.py       |   67 +-
 .../computer_server/handlers/generic.py       |   92 +-
 .../computer_server/handlers/linux.py         |  207 ++--
 .../computer_server/handlers/macos.py         |  468 ++++----
 .../computer_server/handlers/windows.py       |  266 +++--
 .../computer-server/computer_server/main.py   |  234 ++--
 .../computer-server/computer_server/server.py |   29 +-
 .../computer_server/watchdog.py               |  139 ++-
 libs/python/computer-server/run_server.py     |    1 +
 .../python/computer-server/test_connection.py |   79 +-
 libs/python/computer/README.md                |   13 +-
 libs/python/computer/computer/computer.py     |  287 +++--
 .../computer/computer/diorama_computer.py     |   68 +-
 libs/python/computer/computer/helpers.py      |   19 +-
 .../computer/computer/interface/__init__.py   |    4 +-
 .../computer/computer/interface/base.py       |  174 +--
 .../computer/computer/interface/factory.py    |   24 +-
 .../computer/computer/interface/generic.py    |  260 ++--
 .../computer/computer/interface/linux.py      |   15 +-
 .../computer/computer/interface/macos.py      |   21 +-
 .../computer/computer/interface/models.py     |  161 +--
 .../computer/computer/interface/windows.py    |   15 +-
 libs/python/computer/computer/models.py       |   14 +-
 .../computer/computer/providers/base.py       |   53 +-
 .../computer/providers/cloud/provider.py      |   36 +-
 .../computer/providers/docker/__init__.py     |    1 +
 .../computer/providers/docker/provider.py     |  223 ++--
 .../computer/computer/providers/factory.py    |   35 +-
 .../computer/providers/lume/__init__.py       |    1 +
 .../computer/providers/lume/provider.py       |  280 ++---
 .../computer/computer/providers/lume_api.py   |  324 +++--
 .../computer/providers/lumier/__init__.py     |    1 +
 .../computer/providers/lumier/provider.py     |  589 ++++++----
 .../computer/computer/providers/types.py      |   15 +-
 .../computer/providers/winsandbox/__init__.py |    1 +
 .../computer/providers/winsandbox/provider.py |  301 ++---
 .../computer/computer/ui/gradio/__init__.py   |    3 +-
 .../python/computer/computer/ui/gradio/app.py | 1042 +++++++++--------
 libs/python/computer/computer/utils.py        |   49 +-
 libs/python/core/README.md                    |   11 +-
 libs/python/core/core/telemetry/__init__.py   |    5 +-
 libs/python/core/core/telemetry/posthog.py    |   19 +-
 libs/python/mcp-server/CONCURRENT_SESSIONS.md |    4 +-
 libs/python/mcp-server/README.md              |   20 +-
 libs/python/mcp-server/mcp_server/__init__.py |    6 +-
 libs/python/mcp-server/mcp_server/server.py   |  103 +-
 .../mcp-server/mcp_server/session_manager.py  |  116 +-
 libs/python/pylume/README.md                  |   12 +-
 libs/python/pylume/__init__.py                |    4 +-
 libs/python/pylume/pylume/client.py           |   57 +-
 libs/python/pylume/pylume/exceptions.py       |   22 +-
 libs/python/pylume/pylume/models.py           |   92 +-
 libs/python/pylume/pylume/pylume.py           |   48 +-
 libs/python/pylume/pylume/server.py           |   23 +-
 libs/python/som/README.md                     |   12 +-
 libs/python/som/som/__init__.py               |   10 +-
 libs/python/som/som/detect.py                 |   59 +-
 libs/python/som/som/detection.py              |   11 +-
 libs/python/som/som/models.py                 |    3 +-
 libs/python/som/som/ocr.py                    |   14 +-
 libs/python/som/som/util/utils.py             |   13 +-
 libs/python/som/som/visualization.py          |   21 +-
 libs/typescript/agent/README.md               |   76 +-
 libs/typescript/agent/examples/README.md      |    9 +-
 libs/typescript/agent/src/client.ts           |   80 +-
 libs/typescript/agent/src/types.ts            |   21 +-
 libs/typescript/agent/tsconfig.json           |   48 +-
 libs/typescript/agent/tsdown.config.ts        |   12 +-
 libs/typescript/agent/vitest.config.ts        |    4 +-
 libs/typescript/computer/README.md            |   11 +-
 .../computer/src/computer/providers/base.ts   |  192 ++-
 .../computer/src/computer/providers/cloud.ts  |    5 +-
 .../typescript/computer/src/interface/base.ts |   97 +-
 .../computer/src/interface/factory.ts         |   24 +-
 .../computer/src/interface/macos.ts           |   49 +-
 .../computer/tests/interface/factory.test.ts  |    5 +-
 .../computer/tests/interface/index.test.ts    |    4 +-
 .../computer/tests/interface/macos.test.ts    |    8 +-
 libs/typescript/core/README.md                |    9 +-
 .../core/src/telemetry/clients/posthog.ts     |   16 +-
 libs/xfce/README.md                           |   43 +-
 notebooks/README.md                           |    3 +
 pyrightconfig.json                            |    6 +-
 samples/community/global-online/README.md     |    2 +-
 samples/community/hack-the-north/README.md    |    2 +-
 tests/shell_cmd.py                            |   24 +-
 tests/test_files.py                           |  176 +--
 tests/test_mcp_server_session_management.py   |   70 +-
 tests/test_mcp_server_streaming.py            |   14 +-
 tests/test_shell_bash.py                      |   20 +-
 tests/test_telemetry.py                       |   26 +-
 tests/test_venv.py                            |   83 +-
 tests/test_watchdog.py                        |  100 +-
 234 files changed, 10127 insertions(+), 8467 deletions(-)

diff --git a/.github/scripts/get_pyproject_version.py b/.github/scripts/get_pyproject_version.py
index a00ea22c..74bf09dd 100755
--- a/.github/scripts/get_pyproject_version.py
+++ b/.github/scripts/get_pyproject_version.py
@@ -11,6 +11,7 @@ Exit codes:
 """
 
 import sys
+
 try:
     import tomllib
 except ImportError:
@@ -20,7 +21,10 @@ except ImportError:
 
 def main():
     if len(sys.argv) != 3:
-        print("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>", file=sys.stderr)
+        print(
+            "Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
+            file=sys.stderr,
+        )
         sys.exit(1)
 
     pyproject_path = sys.argv[1]
@@ -28,7 +32,7 @@ def main():
 
     # tomllib requires binary mode
     try:
-        with open(pyproject_path, 'rb') as f:
+        with open(pyproject_path, "rb") as f:
             data = tomllib.load(f)
     except FileNotFoundError:
         print(f"❌ ERROR: File not found: {pyproject_path}", file=sys.stderr)
@@ -37,6 +41,7 @@ def main():
         # Fallback to toml if using the old library or handle other errors
         try:
             import toml
+
             data = toml.load(pyproject_path)
         except FileNotFoundError:
             print(f"❌ ERROR: File not found: {pyproject_path}", file=sys.stderr)
@@ -45,7 +50,7 @@ def main():
             print(f"❌ ERROR: Failed to parse TOML file: {e}", file=sys.stderr)
             sys.exit(1)
 
-    actual_version = data.get('project', {}).get('version')
+    actual_version = data.get("project", {}).get("version")
 
     if not actual_version:
         print("❌ ERROR: No version found in pyproject.toml", file=sys.stderr)
@@ -56,13 +61,18 @@ def main():
         print(f"   pyproject.toml version: {actual_version}", file=sys.stderr)
         print(f"   Expected version: {expected_version}", file=sys.stderr)
         print("", file=sys.stderr)
-        print("The version in pyproject.toml must match the version being published.", file=sys.stderr)
-        print(f"Please update pyproject.toml to version {expected_version} or use the correct tag.", file=sys.stderr)
+        print(
+            "The version in pyproject.toml must match the version being published.", file=sys.stderr
+        )
+        print(
+            f"Please update pyproject.toml to version {expected_version} or use the correct tag.",
+            file=sys.stderr,
+        )
         sys.exit(1)
 
     print(f"✅ Version consistency check passed: {actual_version}")
     sys.exit(0)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/.github/scripts/tests/README.md b/.github/scripts/tests/README.md
index 2a440065..a4fd2857 100644
--- a/.github/scripts/tests/README.md
+++ b/.github/scripts/tests/README.md
@@ -7,6 +7,7 @@ This directory contains comprehensive tests for the GitHub workflow scripts usin
 **No external dependencies required!**
 
 This test suite uses:
+
 - `unittest` - Python's built-in testing framework
 - `tomllib` - Python 3.11+ built-in TOML parser
 
@@ -15,27 +16,32 @@ For Python < 3.11, the `toml` package is used as a fallback.
 ## Running Tests
 
 ### Run all tests
+
 ```bash
 cd .github/scripts/tests
 python3 -m unittest discover -v
 ```
 
 ### Run a specific test file
+
 ```bash
 python3 -m unittest test_get_pyproject_version -v
 ```
 
 ### Run a specific test class
+
 ```bash
 python3 -m unittest test_get_pyproject_version.TestGetPyprojectVersion -v
 ```
 
 ### Run a specific test method
+
 ```bash
 python3 -m unittest test_get_pyproject_version.TestGetPyprojectVersion.test_matching_versions -v
 ```
 
 ### Run tests directly from the test file
+
 ```bash
 python3 test_get_pyproject_version.py
 ```
diff --git a/.github/scripts/tests/test_get_pyproject_version.py b/.github/scripts/tests/test_get_pyproject_version.py
index 95c980a9..6b8fbd65 100644
--- a/.github/scripts/tests/test_get_pyproject_version.py
+++ b/.github/scripts/tests/test_get_pyproject_version.py
@@ -10,10 +10,10 @@ This test suite covers:
 """
 
 import sys
-import unittest
 import tempfile
-from pathlib import Path
+import unittest
 from io import StringIO
+from pathlib import Path
 from unittest.mock import patch
 
 # Add parent directory to path to import the module
@@ -36,46 +36,54 @@ class TestGetPyprojectVersion(unittest.TestCase):
 
     def create_pyproject_toml(self, version: str) -> Path:
         """Helper to create a temporary pyproject.toml file with a given version."""
-        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
-        temp_file.write(f"""
+        temp_file = tempfile.NamedTemporaryFile(mode="w", suffix=".toml", delete=False)
+        temp_file.write(
+            f"""
 [project]
 name = "test-project"
 version = "{version}"
 description = "A test project"
-""")
+"""
+        )
         temp_file.close()
         return Path(temp_file.name)
 
     def create_pyproject_toml_no_version(self) -> Path:
         """Helper to create a pyproject.toml without a version field."""
-        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
-        temp_file.write("""
+        temp_file = tempfile.NamedTemporaryFile(mode="w", suffix=".toml", delete=False)
+        temp_file.write(
+            """
 [project]
 name = "test-project"
 description = "A test project without version"
-""")
+"""
+        )
         temp_file.close()
         return Path(temp_file.name)
 
     def create_pyproject_toml_no_project(self) -> Path:
         """Helper to create a pyproject.toml without a project section."""
-        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
-        temp_file.write("""
+        temp_file = tempfile.NamedTemporaryFile(mode="w", suffix=".toml", delete=False)
+        temp_file.write(
+            """
 [tool.poetry]
 name = "test-project"
 version = "1.0.0"
-""")
+"""
+        )
         temp_file.close()
         return Path(temp_file.name)
 
     def create_malformed_toml(self) -> Path:
         """Helper to create a malformed TOML file."""
-        temp_file = tempfile.NamedTemporaryFile(mode='w', suffix='.toml', delete=False)
-        temp_file.write("""
+        temp_file = tempfile.NamedTemporaryFile(mode="w", suffix=".toml", delete=False)
+        temp_file.write(
+            """
 [project
 name = "test-project
 version = "1.0.0"
-""")
+"""
+        )
         temp_file.close()
         return Path(temp_file.name)
 
@@ -85,11 +93,11 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml("1.2.3")
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.3']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.2.3"]
 
             # Capture stdout
             captured_output = StringIO()
-            with patch('sys.stdout', captured_output):
+            with patch("sys.stdout", captured_output):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
@@ -104,11 +112,11 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml("1.2.3")
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.4']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.2.4"]
 
             # Capture stderr
             captured_error = StringIO()
-            with patch('sys.stderr', captured_error):
+            with patch("sys.stderr", captured_error):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
@@ -127,10 +135,10 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml_no_version()
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.0.0"]
 
             captured_error = StringIO()
-            with patch('sys.stderr', captured_error):
+            with patch("sys.stderr", captured_error):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
@@ -145,10 +153,10 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml_no_project()
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.0.0"]
 
             captured_error = StringIO()
-            with patch('sys.stderr', captured_error):
+            with patch("sys.stderr", captured_error):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
@@ -160,7 +168,7 @@ version = "1.0.0"
     # Test: File not found
     def test_file_not_found(self):
         """Test handling of non-existent pyproject.toml file."""
-        sys.argv = ['get_pyproject_version.py', '/nonexistent/pyproject.toml', '1.0.0']
+        sys.argv = ["get_pyproject_version.py", "/nonexistent/pyproject.toml", "1.0.0"]
 
         with self.assertRaises(SystemExit) as cm:
             get_pyproject_version.main()
@@ -173,7 +181,7 @@ version = "1.0.0"
         pyproject_file = self.create_malformed_toml()
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.0.0"]
 
             with self.assertRaises(SystemExit) as cm:
                 get_pyproject_version.main()
@@ -185,44 +193,50 @@ version = "1.0.0"
     # Test: Incorrect number of arguments - too few
     def test_too_few_arguments(self):
         """Test that providing too few arguments results in usage error."""
-        sys.argv = ['get_pyproject_version.py', 'pyproject.toml']
+        sys.argv = ["get_pyproject_version.py", "pyproject.toml"]
 
         captured_error = StringIO()
-        with patch('sys.stderr', captured_error):
+        with patch("sys.stderr", captured_error):
             with self.assertRaises(SystemExit) as cm:
                 get_pyproject_version.main()
 
         self.assertEqual(cm.exception.code, 1)
-        self.assertIn("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
-                     captured_error.getvalue())
+        self.assertIn(
+            "Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
+            captured_error.getvalue(),
+        )
 
     # Test: Incorrect number of arguments - too many
     def test_too_many_arguments(self):
         """Test that providing too many arguments results in usage error."""
-        sys.argv = ['get_pyproject_version.py', 'pyproject.toml', '1.0.0', 'extra']
+        sys.argv = ["get_pyproject_version.py", "pyproject.toml", "1.0.0", "extra"]
 
         captured_error = StringIO()
-        with patch('sys.stderr', captured_error):
+        with patch("sys.stderr", captured_error):
             with self.assertRaises(SystemExit) as cm:
                 get_pyproject_version.main()
 
         self.assertEqual(cm.exception.code, 1)
-        self.assertIn("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
-                     captured_error.getvalue())
+        self.assertIn(
+            "Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
+            captured_error.getvalue(),
+        )
 
     # Test: No arguments
     def test_no_arguments(self):
         """Test that providing no arguments results in usage error."""
-        sys.argv = ['get_pyproject_version.py']
+        sys.argv = ["get_pyproject_version.py"]
 
         captured_error = StringIO()
-        with patch('sys.stderr', captured_error):
+        with patch("sys.stderr", captured_error):
             with self.assertRaises(SystemExit) as cm:
                 get_pyproject_version.main()
 
         self.assertEqual(cm.exception.code, 1)
-        self.assertIn("Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
-                     captured_error.getvalue())
+        self.assertIn(
+            "Usage: python get_pyproject_version.py <pyproject_path> <expected_version>",
+            captured_error.getvalue(),
+        )
 
     # Test: Version with pre-release tags
     def test_version_with_prerelease_tags(self):
@@ -230,15 +244,17 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml("1.2.3-rc.1")
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.3-rc.1']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.2.3-rc.1"]
 
             captured_output = StringIO()
-            with patch('sys.stdout', captured_output):
+            with patch("sys.stdout", captured_output):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
             self.assertEqual(cm.exception.code, 0)
-            self.assertIn("✅ Version consistency check passed: 1.2.3-rc.1", captured_output.getvalue())
+            self.assertIn(
+                "✅ Version consistency check passed: 1.2.3-rc.1", captured_output.getvalue()
+            )
         finally:
             pyproject_file.unlink()
 
@@ -248,15 +264,17 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml("1.2.3+build.123")
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.2.3+build.123']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.2.3+build.123"]
 
             captured_output = StringIO()
-            with patch('sys.stdout', captured_output):
+            with patch("sys.stdout", captured_output):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
             self.assertEqual(cm.exception.code, 0)
-            self.assertIn("✅ Version consistency check passed: 1.2.3+build.123", captured_output.getvalue())
+            self.assertIn(
+                "✅ Version consistency check passed: 1.2.3+build.123", captured_output.getvalue()
+            )
         finally:
             pyproject_file.unlink()
 
@@ -290,15 +308,17 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml(version)
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), version]
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), version]
 
             captured_output = StringIO()
-            with patch('sys.stdout', captured_output):
+            with patch("sys.stdout", captured_output):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
             self.assertEqual(cm.exception.code, 0)
-            self.assertIn(f"✅ Version consistency check passed: {version}", captured_output.getvalue())
+            self.assertIn(
+                f"✅ Version consistency check passed: {version}", captured_output.getvalue()
+            )
         finally:
             pyproject_file.unlink()
 
@@ -308,10 +328,10 @@ version = "1.0.0"
         pyproject_file = self.create_pyproject_toml("")
 
         try:
-            sys.argv = ['get_pyproject_version.py', str(pyproject_file), '1.0.0']
+            sys.argv = ["get_pyproject_version.py", str(pyproject_file), "1.0.0"]
 
             captured_error = StringIO()
-            with patch('sys.stderr', captured_error):
+            with patch("sys.stderr", captured_error):
                 with self.assertRaises(SystemExit) as cm:
                     get_pyproject_version.main()
 
@@ -327,14 +347,14 @@ class TestSuiteInfo(unittest.TestCase):
 
     def test_suite_info(self):
         """Display test suite information."""
-        print("\n" + "="*70)
+        print("\n" + "=" * 70)
         print("Test Suite: get_pyproject_version.py")
         print("Framework: unittest (Python built-in)")
         print("TOML Library: tomllib (Python 3.11+ built-in)")
-        print("="*70)
+        print("=" * 70)
         self.assertTrue(True)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     # Run tests with verbose output
     unittest.main(verbosity=2)
diff --git a/.github/workflows/test-validation-script.yml b/.github/workflows/test-validation-script.yml
index cc11dda7..15f5b7ec 100644
--- a/.github/workflows/test-validation-script.yml
+++ b/.github/workflows/test-validation-script.yml
@@ -3,14 +3,14 @@ name: Test valididation script
 on:
   pull_request:
     paths:
-      - '.github/scripts/**'
-      - '.github/workflows/test-scripts.yml'
+      - ".github/scripts/**"
+      - ".github/workflows/test-scripts.yml"
   push:
     branches:
       - main
     paths:
-      - '.github/scripts/**'
-      - '.github/workflows/test-scripts.yml'
+      - ".github/scripts/**"
+      - ".github/workflows/test-scripts.yml"
 
 jobs:
   test:
@@ -23,7 +23,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: '3.11'
+          python-version: "3.11"
 
       - name: Install dependencies
         run: |
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index bbc42d48..99b55c5b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,7 +20,7 @@ repos:
     hooks:
       - id: isort
         name: isort code formatter
-        args: ['--profile', 'black']
+        args: ["--profile", "black"]
         files: \.(py)$
 
   - repo: https://github.com/psf/black
@@ -35,7 +35,7 @@ repos:
     hooks:
       - id: ruff
         name: ruff linter
-        args: ['--fix']
+        args: ["--fix"]
         files: \.(py)$
 
   # Temporarily disabled due to untyped codebase
diff --git a/LICENSE.md b/LICENSE.md
index 207f2665..b8b198ce 100644
--- a/LICENSE.md
+++ b/LICENSE.md
@@ -18,4 +18,4 @@ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
\ No newline at end of file
+SOFTWARE.
diff --git a/README.md b/README.md
index 067656d2..2f9429cc 100644
--- a/README.md
+++ b/README.md
@@ -5,18 +5,21 @@
     <img alt="Cua logo" height="150" src="img/logo_black.png">
   </picture>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![Swift](https://img.shields.io/badge/Swift-F05138?logo=swift&logoColor=white)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  <br>
-  <a href="https://trendshift.io/repositories/13685" target="_blank"><img src="https://trendshift.io/api/badge/repositories/13685" alt="trycua%2Fcua | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![Swift](https://img.shields.io/badge/Swift-F05138?logo=swift&logoColor=white)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+<br>
+<a href="https://trendshift.io/repositories/13685" target="_blank"><img src="https://trendshift.io/api/badge/repositories/13685" alt="trycua%2Fcua | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
+
 </div>
 
-> We're hosting **The Computer-Use Agents SOTA Challenge concluded** at [Hack the North](https://hackthenorth.com) and online!  
->> **Track A (On-site @ UWaterloo)**: 🏆 ~~Prize: **YC interview guaranteed**.~~ **Concluded**  
->> **Track B (Remote)**: 🏆 ~~Prize: **Cash award**.~~ **Concluded - Winners will be announced soon**    
->>> ~~👉 Sign up here: [trycua.com/hackathon](https://www.trycua.com/hackathon)~~
+> We're hosting **The Computer-Use Agents SOTA Challenge concluded** at [Hack the North](https://hackthenorth.com) and online!
+>
+> > **Track A (On-site @ UWaterloo)**: 🏆 ~~Prize: **YC interview guaranteed**.~~ **Concluded**  
+> > **Track B (Remote)**: 🏆 ~~Prize: **Cash award**.~~ **Concluded - Winners will be announced soon**
+> >
+> > > ~~👉 Sign up here: [trycua.com/hackathon](https://www.trycua.com/hackathon)~~
 
 **Cua** ("koo-ah") is Docker for [Computer-Use Agents](https://www.oneusefulthing.org/p/when-you-give-a-claude-a-mouse) - it enables AI agents to control full operating systems in virtual containers and deploy them locally or to the cloud.
 
@@ -25,10 +28,12 @@
 </div>
 
 With the Computer SDK, you can:
+
 - automate Windows, Linux, and macOS VMs with a consistent, [pyautogui-like API](https://docs.trycua.com/docs/libraries/computer#interface-actions)
 - create & manage VMs [locally](https://docs.trycua.com/docs/computer-sdk/computers#cua-local-containers) or using [Cua cloud](https://www.trycua.com/)
 
 With the Agent SDK, you can:
+
 - run computer-use models with a [consistent schema](https://docs.trycua.com/docs/agent-sdk/message-format)
 - benchmark on OSWorld-Verified, SheetBench-V2, and more [with a single line of code using HUD](https://docs.trycua.com/docs/agent-sdk/integrations/hud) ([Notebook](https://github.com/trycua/cua/blob/main/notebooks/eval_osworld.ipynb))
 - combine UI grounding models with any LLM using [composed agents](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents)
@@ -38,16 +43,16 @@ With the Agent SDK, you can:
 ### CUA Model Zoo 🐨
 
 | [All-in-one CUAs](https://docs.trycua.com/docs/agent-sdk/supported-agents/computer-use-agents) | [UI Grounding Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) | [UI Planning Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) |
-|---|---|---|
-| `anthropic/claude-sonnet-4-5-20250929`, `anthropic/claude-haiku-4-5-20251001` | `huggingface-local/xlangai/OpenCUA-{7B,32B}` | any all-in-one CUA |
-| `openai/computer-use-preview` | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}` | any VLM (using liteLLM, requires `tools` parameter) |
-| `openrouter/z-ai/glm-4.5v` | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}` | any LLM (using liteLLM, requires `moondream3+` prefix ) |
-| `gemini-2.5-computer-use-preview-10-2025` | any-all-in-one CUA | |
-| `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}` | | |
-| `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B` | |
-| `moondream3+{ui planning}` (supports text-only models) | |
-| `omniparser+{ui planning}` | | |
-| `{ui grounding}+{ui planning}` | | |
+| ---------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------- |
+| `anthropic/claude-sonnet-4-5-20250929`, `anthropic/claude-haiku-4-5-20251001`                  | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                                                   | any all-in-one CUA                                                                            |
+| `openai/computer-use-preview`                                                                  | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                                                | any VLM (using liteLLM, requires `tools` parameter)                                           |
+| `openrouter/z-ai/glm-4.5v`                                                                     | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                                               | any LLM (using liteLLM, requires `moondream3+` prefix )                                       |
+| `gemini-2.5-computer-use-preview-10-2025`                                                      | any-all-in-one CUA                                                                             |                                                                                               |
+| `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`                                    |                                                                                                |                                                                                               |
+| `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                                              |                                                                                                |
+| `moondream3+{ui planning}` (supports text-only models)                                         |                                                                                                |
+| `omniparser+{ui planning}`                                                                     |                                                                                                |                                                                                               |
+| `{ui grounding}+{ui planning}`                                                                 |                                                                                                |                                                                                               |
 
 - `human/human` → [Human-in-the-Loop](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop)
 
@@ -55,7 +60,7 @@ Missing a model? [Raise a feature request](https://github.com/trycua/cua/issues/
 
 <br/>
 
-# Quick Start 
+# Quick Start
 
 - [Clone a starter template and run the code in <1 min](https://github.com/trycua/agent-template) (⭐️ Recommended!)
 - [Get started with the Computer-Use Agent CLI](https://docs.trycua.com/docs/quickstart-cli)
@@ -68,6 +73,7 @@ Missing a model? [Raise a feature request](https://github.com/trycua/cua/issues/
 ```bash
 pip install cua-agent[all]
 ```
+
 ```python
 from agent import ComputerAgent
 
@@ -86,8 +92,9 @@ async for result in agent.run(messages):
 ```
 
 ### Output format (OpenAI Agent Responses Format):
+
 ```json
-{ 
+{
   "output": [
     # user input
     {
@@ -133,7 +140,7 @@ async for result in agent.run(messages):
           }
         ]
     }
-  ], 
+  ],
   "usage": {
       "prompt_tokens": 150,
       "completion_tokens": 75,
@@ -148,6 +155,7 @@ async for result in agent.run(messages):
 ```bash
 pip install cua-computer[all]
 ```
+
 ```python
 from computer import Computer
 
@@ -174,18 +182,18 @@ async with Computer(
 
 ## Modules
 
-| Module | Description | Installation |
-|--------|-------------|---------------|
-| [**Lume**](./libs/lume/README.md) | VM management for macOS/Linux using Apple's Virtualization.Framework | `curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh \| bash` |
-| [**Lumier**](./libs/lumier/README.md) | Docker interface for macOS and Linux VMs | `docker pull trycua/lumier:latest` |
-| [**Computer (Python)**](./libs/python/computer/README.md) | Python Interface for controlling virtual machines | `pip install "cua-computer[all]"` |
-| [**Computer (Typescript)**](./libs/typescript/computer/README.md) | Typescript Interface for controlling virtual machines | `npm install @trycua/computer` |
-| [**Agent**](./libs/python/agent/README.md) | AI agent framework for automating tasks | `pip install "cua-agent[all]"` |
-| [**MCP Server**](./libs/python/mcp-server/README.md) | MCP server for using CUA with Claude Desktop | `pip install cua-mcp-server` |
-| [**SOM**](./libs/python/som/README.md) | Self-of-Mark library for Agent | `pip install cua-som` |
-| [**Computer Server**](./libs/python/computer-server/README.md) | Server component for Computer | `pip install cua-computer-server` |
-| [**Core (Python)**](./libs/python/core/README.md) | Python Core utilities | `pip install cua-core` |
-| [**Core (Typescript)**](./libs/typescript/core/README.md) | Typescript Core utilities | `npm install @trycua/core` |
+| Module                                                            | Description                                                          | Installation                                                                                        |
+| ----------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |
+| [**Lume**](./libs/lume/README.md)                                 | VM management for macOS/Linux using Apple's Virtualization.Framework | `curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh \| bash` |
+| [**Lumier**](./libs/lumier/README.md)                             | Docker interface for macOS and Linux VMs                             | `docker pull trycua/lumier:latest`                                                                  |
+| [**Computer (Python)**](./libs/python/computer/README.md)         | Python Interface for controlling virtual machines                    | `pip install "cua-computer[all]"`                                                                   |
+| [**Computer (Typescript)**](./libs/typescript/computer/README.md) | Typescript Interface for controlling virtual machines                | `npm install @trycua/computer`                                                                      |
+| [**Agent**](./libs/python/agent/README.md)                        | AI agent framework for automating tasks                              | `pip install "cua-agent[all]"`                                                                      |
+| [**MCP Server**](./libs/python/mcp-server/README.md)              | MCP server for using CUA with Claude Desktop                         | `pip install cua-mcp-server`                                                                        |
+| [**SOM**](./libs/python/som/README.md)                            | Self-of-Mark library for Agent                                       | `pip install cua-som`                                                                               |
+| [**Computer Server**](./libs/python/computer-server/README.md)    | Server component for Computer                                        | `pip install cua-computer-server`                                                                   |
+| [**Core (Python)**](./libs/python/core/README.md)                 | Python Core utilities                                                | `pip install cua-core`                                                                              |
+| [**Core (Typescript)**](./libs/typescript/core/README.md)         | Typescript Core utilities                                            | `npm install @trycua/core`                                                                          |
 
 ## Community
 
@@ -193,7 +201,7 @@ Join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss i
 
 ## License
 
-Cua is open-sourced under the MIT License - see the [LICENSE](LICENSE.md) file for details.  
+Cua is open-sourced under the MIT License - see the [LICENSE](LICENSE.md) file for details.
 
 Portions of this project, specifically components adapted from Kasm Technologies Inc., are also licensed under the MIT License. See [libs/kasm/LICENSE](libs/kasm/LICENSE) for details.
 
@@ -211,16 +219,16 @@ When you choose to install and use such optional extras, your use, modification,
 
 Cua uses `bump2version` to manage package versions across all Python modules. A Makefile is provided to simplify the release process.
 
-### Prerequisites 
+### Prerequisites
 
 #### install `bump2version`
 
 using brew
+
 ```
 brew install bumpversion
 ```
 
-
 ### View Current Versions
 
 ```bash
@@ -282,7 +290,7 @@ We welcome contributions to Cua! Please refer to our [Contributing Guidelines](C
 
 Apple, macOS, and Apple Silicon are trademarks of Apple Inc.  
 Ubuntu and Canonical are registered trademarks of Canonical Ltd.  
-Microsoft is a registered trademark of Microsoft Corporation.  
+Microsoft is a registered trademark of Microsoft Corporation.
 
 This project is not affiliated with, endorsed by, or sponsored by Apple Inc., Canonical Ltd., Microsoft Corporation, or Kasm Technologies.
 
diff --git a/blog/app-use.md b/blog/app-use.md
index 2bd8e058..68cf9c9b 100644
--- a/blog/app-use.md
+++ b/blog/app-use.md
@@ -1,6 +1,6 @@
 # App-Use: Control Individual Applications with Cua Agents
 
-*Published on May 31, 2025 by The Cua Team*
+_Published on May 31, 2025 by The Cua Team_
 
 Today, we are excited to introduce a new experimental feature landing in the [Cua GitHub repository](https://github.com/trycua/cua): **App-Use**. App-Use allows you to create lightweight virtual desktops that limit agent access to specific applications, improving precision of your agent's trajectory. Perfect for parallel workflows, and focused task execution.
 
@@ -33,9 +33,11 @@ agent = ComputerAgent(
 ## Key Benefits
 
 ### 1. Lightweight and Fast
+
 App-Use creates visual filters, not new processes. Your apps continue running normally - we just control what the agent can see and click on. The virtual desktops are composited views that require no additional compute resources beyond the existing window manager operations.
 
 ### 2. Run Multiple Agents in Parallel
+
 Deploy a team of specialized agents, each focused on their own apps:
 
 ```python
@@ -46,7 +48,7 @@ computer = Computer(experiments=["app-use"])
 research_desktop = computer.create_desktop_from_apps(["Safari"])
 research_agent = ComputerAgent(tools=[research_desktop], ...)
 
-# Writing agent focuses on documents  
+# Writing agent focuses on documents
 writing_desktop = computer.create_desktop_from_apps(["Pages", "Notes"])
 writing_agent = ComputerAgent(tools=[writing_desktop], ...)
 
@@ -66,6 +68,7 @@ await asyncio.gather(
 ### Requirements
 
 To get started with App-Use, you'll need:
+
 - Python 3.11+
 - macOS Sequoia (15.0) or later
 
@@ -85,21 +88,21 @@ from agent import ComputerAgent
 async def main():
     computer = Computer()
     await computer.run()
-    
+
     # Create app-specific desktop sessions
     desktop = computer.create_desktop_from_apps(["Notes"])
-    
+
     # Initialize an agent
     agent = ComputerAgent(
         model="anthropic/claude-3-5-sonnet-20241022",
         tools=[desktop]
     )
-    
+
     # Take a screenshot (returns bytes by default)
     screenshot = await desktop.interface.screenshot()
     with open("app_screenshot.png", "wb") as f:
         f.write(screenshot)
-    
+
     # Run an agent task
     async for result in agent.run("Create a new note titled 'Meeting Notes' and add today's agenda items"):
         print(f"Agent: {result.get('text', '')}")
@@ -113,6 +116,7 @@ if __name__ == "__main__":
 ### ⚠️ Important Warning
 
 Computer-use agents are powerful tools that can interact with your devices. This guide involves using your own macOS and iPhone instead of a VM. **Proceed at your own risk.** Always:
+
 - Review agent actions before running
 - Start with non-critical tasks
 - Monitor agent behavior closely
@@ -150,20 +154,20 @@ async def automate_iphone():
     # Connect to your local computer server
     my_mac = Computer(use_host_computer_server=True, os_type="macos", experiments=["app-use"])
     await my_mac.run()
-    
+
     # Create a desktop focused on iPhone Mirroring
     my_iphone = my_mac.create_desktop_from_apps(["iPhone Mirroring"])
-    
+
     # Initialize an agent for iPhone automation
     agent = ComputerAgent(
         model="anthropic/claude-3-5-sonnet-20241022",
         tools=[my_iphone]
     )
-    
+
     # Example: Send a message
     async for result in agent.run("Open Messages and send 'Hello from Cua!' to John"):
         print(f"Agent: {result.get('text', '')}")
-    
+
     # Example: Set a reminder
     async for result in agent.run("Create a reminder to call mom at 5 PM today"):
         print(f"Agent: {result.get('text', '')}")
@@ -175,6 +179,7 @@ if __name__ == "__main__":
 ### iPhone Automation Use Cases
 
 With Cua's iPhone automation, you can:
+
 - **Automate messaging**: Send texts, respond to messages, manage conversations
 - **Control apps**: Navigate any iPhone app using natural language
 - **Manage settings**: Adjust iPhone settings programmatically
@@ -191,6 +196,7 @@ With Cua's iPhone automation, you can:
 ## When to Use What: App-Use vs Multiple Cua Containers
 
 ### Use App-Use within the same macOS Cua Container:
+
 - ✅ You need lightweight, fast agent focusing (macOS only)
 - ✅ You want to run multiple agents on one desktop
 - ✅ You're automating personal devices like iPhones
@@ -198,6 +204,7 @@ With Cua's iPhone automation, you can:
 - ✅ You want low computational overhead
 
 ### Use Multiple Cua Containers:
+
 - ✅ You need maximum isolation between agents
 - ✅ You require cross-platform support (Mac/Linux/Windows)
 - ✅ You need guaranteed resource allocation
@@ -215,6 +222,7 @@ With Cua's iPhone automation, you can:
 ### How It Works
 
 When you create a desktop session with `create_desktop_from_apps()`, App Use:
+
 - Filters the visual output to show only specified application windows
 - Routes input events only to those applications
 - Maintains window layout isolation between different sessions
diff --git a/blog/bringing-computer-use-to-the-web.md b/blog/bringing-computer-use-to-the-web.md
index 196af3d1..b753b454 100644
--- a/blog/bringing-computer-use-to-the-web.md
+++ b/blog/bringing-computer-use-to-the-web.md
@@ -1,6 +1,6 @@
 # Bringing Computer-Use to the Web
 
-*Published on August 5, 2025 by Morgan Dean*
+_Published on August 5, 2025 by Morgan Dean_
 
 In one of our original posts, we explored building Computer-Use Operators on macOS - first with a [manual implementation](build-your-own-operator-on-macos-1.md) using OpenAI's `computer-use-preview` model, then with our [cua-agent framework](build-your-own-operator-on-macos-2.md) for Python developers. While these tutorials have been incredibly popular, we've received consistent feedback from our community: **"Can we use Cua with JavaScript and TypeScript?"**
 
@@ -96,7 +96,7 @@ const res = await openai.responses.create({
       ],
     },
   ],
-  truncation: 'auto'
+  truncation: 'auto',
 });
 ```
 
@@ -144,30 +144,30 @@ Each response contains:
 
 ### Provision a Cua Cloud Container
 
-  1. Visit [trycua.com](https://trycua.com), sign up, purchase [credits](https://trycua.com/pricing), and create a new container instance from the [dashboard](https://trycua.com/dashboard).
-  2. Create an API key from the dashboard — be sure to save it in a secure location before continuing.
-  3. Start the cloud container from the dashboard.
+1. Visit [trycua.com](https://trycua.com), sign up, purchase [credits](https://trycua.com/pricing), and create a new container instance from the [dashboard](https://trycua.com/dashboard).
+2. Create an API key from the dashboard — be sure to save it in a secure location before continuing.
+3. Start the cloud container from the dashboard.
 
 ### Environment Setup
 
-  1. Install required packages with your preferred package manager:
+1. Install required packages with your preferred package manager:
 
-      ```bash
-      npm install --save @trycua/computer # or yarn, pnpm, bun
-      npm install --save openai # or yarn, pnpm, bun
-      ```
+   ```bash
+   npm install --save @trycua/computer # or yarn, pnpm, bun
+   npm install --save openai # or yarn, pnpm, bun
+   ```
 
-      Works with any JavaScript/TypeScript project setup - whether you're using Create React App, Next.js, Vue, Angular, or plain JavaScript.
+   Works with any JavaScript/TypeScript project setup - whether you're using Create React App, Next.js, Vue, Angular, or plain JavaScript.
 
-  2. Save your OpenAI API key, Cua API key, and container name to a `.env` file:
+2. Save your OpenAI API key, Cua API key, and container name to a `.env` file:
 
-      ```bash
-      OPENAI_API_KEY=openai-api-key
-      CUA_API_KEY=cua-api-key
-      CUA_CONTAINER_NAME=cua-cloud-container-name
-      ```
+   ```bash
+   OPENAI_API_KEY=openai-api-key
+   CUA_API_KEY=cua-api-key
+   CUA_CONTAINER_NAME=cua-cloud-container-name
+   ```
 
-      These environment variables work the same whether you're using vanilla JavaScript, TypeScript, or any web framework.
+   These environment variables work the same whether you're using vanilla JavaScript, TypeScript, or any web framework.
 
 ## Building the Agent
 
diff --git a/blog/build-your-own-operator-on-macos-1.md b/blog/build-your-own-operator-on-macos-1.md
index 1e15ae02..70336770 100644
--- a/blog/build-your-own-operator-on-macos-1.md
+++ b/blog/build-your-own-operator-on-macos-1.md
@@ -1,6 +1,6 @@
 # Build Your Own Operator on macOS - Part 1
 
-*Published on March 31, 2025 by Francesco Bonacci*
+_Published on March 31, 2025 by Francesco Bonacci_
 
 In this first blogpost, we'll learn how to build our own Computer-Use Operator using OpenAI's `computer-use-preview` model. But first, let's understand what some common terms mean:
 
@@ -19,6 +19,7 @@ Check out what it looks like to use your own Operator from a Gradio app:
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
+
 - Set up a macOS virtual machine for AI automation
 - Connect OpenAI's computer-use model to your VM
 - Create a basic loop for the AI to interact with your VM
@@ -26,6 +27,7 @@ By the end of this tutorial, you'll be able to:
 - Implement safety checks and error handling
 
 **Prerequisites:**
+
 - macOS Sonoma (14.0) or later
 - 8GB RAM minimum (16GB recommended)
 - OpenAI API access (Tier 3+)
@@ -41,15 +43,17 @@ Last March OpenAI released a fine-tuned version of GPT-4o, namely [CUA](https://
 Professor Ethan Mollick provides an excellent explanation of computer-use agents in this article: [When you give a Claude a mouse](https://www.oneusefulthing.org/p/when-you-give-a-claude-a-mouse).
 
 ### ChatGPT Operator
+
 OpenAI's computer-use model powers [ChatGPT Operator](https://openai.com/index/introducing-operator), a Chromium-based interface exclusively available to ChatGPT Pro subscribers. Users leverage this functionality to automate web-based tasks such as online shopping, expense report submission, and booking reservations by interacting with websites in a human-like manner.
 
 ## Benefits of Custom Operators
 
 ### Why Build Your Own?
+
 While OpenAI's Operator uses a controlled Chromium VM instance, there are scenarios where you may want to use your own VM with full desktop capabilities. Here are some examples:
 
 - Automating native macOS apps like Finder, Xcode
-- Managing files, changing settings, and running terminal commands 
+- Managing files, changing settings, and running terminal commands
 - Testing desktop software and applications
 - Creating workflows that combine web and desktop tasks
 - Automating media editing in apps like Final Cut Pro and Blender
@@ -59,7 +63,9 @@ This gives you more control and flexibility to automate tasks beyond just web br
 ## Access Requirements
 
 ### Model Availability
+
 As we speak, the **computer-use-preview** model has limited availability:
+
 - Only accessible to OpenAI tier 3+ users
 - Additional application process may be required even for eligible users
 - Cannot be used in the OpenAI Playground
@@ -68,15 +74,18 @@ As we speak, the **computer-use-preview** model has limited availability:
 ## Understanding the OpenAI API
 
 ### Responses API Overview
+
 Let's start with the basics. In our case, we'll use OpenAI's Responses API to communicate with their computer-use model.
 
 Think of it like this:
+
 1. We send the model a screenshot of our VM and tell it what we want it to do
 2. The model looks at the screenshot and decides what actions to take
 3. It sends back instructions (like "click here" or "type this")
 4. We execute those instructions in our VM
 
 The [Responses API](https://platform.openai.com/docs/guides/responses) is OpenAI's newest way to interact with their AI models. It comes with several built-in tools:
+
 - **Web search**: Let the AI search the internet
 - **File search**: Help the AI find documents
 - **Computer use**: Allow the AI to control a computer (what we'll be using)
@@ -84,9 +93,11 @@ The [Responses API](https://platform.openai.com/docs/guides/responses) is OpenAI
 As we speak, the computer-use model is only available through the Responses API.
 
 ### Responses API Examples
+
 Let's look at some simple examples. We'll start with the traditional way of using OpenAI's API with Chat Completions, then show the new Responses API primitive.
 
 Chat Completions:
+
 ```python
 # The old way required managing conversation history manually
 messages = [{"role": "user", "content": "Hello"}]
@@ -98,13 +109,14 @@ messages.append(response.choices[0].message)  # Manual message tracking
 ```
 
 Responses API:
+
 ```python
 # Example 1: Simple web search
 # The API handles all the complexity for us
 response = client.responses.create(
     model="gpt-4",
     input=[{
-        "role": "user", 
+        "role": "user",
         "content": "What's the latest news about AI?"
     }],
     tools=[{
@@ -118,7 +130,7 @@ response = client.responses.create(
 response = client.responses.create(
     model="gpt-4",
     input=[{
-        "role": "user", 
+        "role": "user",
         "content": "Find documents about project X"
     }],
     tools=[{
@@ -130,6 +142,7 @@ response = client.responses.create(
 ```
 
 ### Computer-Use Model Setup
+
 For our operator, we'll use the computer-use model. Here's how we set it up:
 
 ```python
@@ -144,7 +157,7 @@ response = client.responses.create(
     }],
     input=[
         {
-            "role": "user", 
+            "role": "user",
             "content": [
                 # What we want the AI to do
                 {"type": "input_text", "text": "Open Safari and go to google.com"},
@@ -158,6 +171,7 @@ response = client.responses.create(
 ```
 
 ### Understanding the Response
+
 When we send a request, the API sends back a response that looks like this:
 
 ```json
@@ -189,6 +203,7 @@ When we send a request, the API sends back a response that looks like this:
 ```
 
 Each response contains:
+
 1. **Reasoning**: The AI's explanation of what it's doing
 2. **Action**: The specific computer action to perform
 3. **Safety Checks**: Any potential risks to review
@@ -197,15 +212,18 @@ Each response contains:
 ## CUA-Computer Interface
 
 ### Architecture Overview
+
 Let's break down the main components of our system and how they work together:
 
 1. **The Virtual Machine (VM)**
+
    - Think of this as a safe playground for our AI
    - It's a complete macOS system running inside your computer
    - Anything the AI does stays inside this VM, keeping your main system safe
    - We use `lume` to create and manage this VM
 
 2. **The Computer Interface (CUI)**
+
    - This is how we control the VM
    - It can move the mouse, type text, and take screenshots
    - Works like a remote control for the VM
@@ -238,7 +256,7 @@ sequenceDiagram
         VM-->>CUI: Return current screen
         CUI->>AI: Send screenshot + instructions
         AI-->>CUI: Return next action
-        
+
         Note over CUI,VM: Execute the action
         alt Mouse Click
             CUI->>VM: Move and click mouse
@@ -259,6 +277,7 @@ sequenceDiagram
 ```
 
 The diagram above shows how information flows through our system:
+
 1. You start the operator
 2. The Computer Interface creates a virtual macOS
 3. Then it enters a loop:
@@ -284,23 +303,26 @@ This design keeps everything organized and safe. The AI can only interact with t
    ```
 
    **Important Storage Notes:**
+
    - Initial download requires 80GB of free space
    - After first run, space usage reduces to ~30GB due to macOS's sparse file system
    - VMs are stored in `~/.lume`
    - Cached images are stored in `~/.lume/cache`
 
    You can check your downloaded VM images anytime:
+
    ```bash
    lume ls
    ```
 
    Example output:
 
-   | name                     | os      | cpu   | memory  | disk           | display   | status    | ip             | vnc                                               |
-   |--------------------------|---------|-------|---------|----------------|-----------|-----------|----------------|---------------------------------------------------|
-   | macos-sequoia-cua:latest | macOS   | 12    | 16.00G  | 64.5GB/80.0GB  | 1024x768  | running   | 192.168.64.78  | vnc://:kind-forest-zulu-island@127.0.0.1:56085    |
+   | name                     | os    | cpu | memory | disk          | display  | status  | ip            | vnc                                            |
+   | ------------------------ | ----- | --- | ------ | ------------- | -------- | ------- | ------------- | ---------------------------------------------- |
+   | macos-sequoia-cua:latest | macOS | 12  | 16.00G | 64.5GB/80.0GB | 1024x768 | running | 192.168.64.78 | vnc://:kind-forest-zulu-island@127.0.0.1:56085 |
 
    After checking your available images, you can run the VM to ensure everything is working correctly:
+
    ```bash
    lume run macos-sequoia-cua:latest
    ```
@@ -309,12 +331,14 @@ This design keeps everything organized and safe. The AI can only interact with t
    **Note**: The `cua-computer` package requires Python 3.10 or later. We recommend creating a dedicated Python environment:
 
    **Using venv:**
+
    ```bash
    python -m venv cua-env
    source cua-env/bin/activate
    ```
 
    **Using conda:**
+
    ```bash
    conda create -n cua-env python=3.10
    conda activate cua-env
@@ -332,6 +356,7 @@ This design keeps everything organized and safe. The AI can only interact with t
 ### Building the Operator
 
 #### Importing Required Modules
+
 With the prerequisites installed and configured, we're ready to build our first operator.
 The following example uses asynchronous Python (async/await). You can run it either in a VS Code Notebook or as a standalone Python script.
 
@@ -344,12 +369,13 @@ from computer import Computer
 ```
 
 #### Mapping API Actions to CUA Methods
+
 The following helper function converts a `computer_call` action from the OpenAI Responses API into corresponding commands on the CUI interface. For example, if the API instructs a `click` action, we move the cursor and perform a left click on the lume VM Sandbox. We will use the computer interface to execute the actions.
 
 ```python
 async def execute_action(computer, action):
     action_type = action.type
-    
+
     if action_type == "click":
         x = action.x
         y = action.y
@@ -360,12 +386,12 @@ async def execute_action(computer, action):
             await computer.interface.right_click()
         else:
             await computer.interface.left_click()
-    
+
     elif action_type == "type":
         text = action.text
         print(f"Typing text: {text}")
         await computer.interface.type_text(text)
-    
+
     elif action_type == "scroll":
         x = action.x
         y = action.y
@@ -374,7 +400,7 @@ async def execute_action(computer, action):
         print(f"Scrolling at ({x}, {y}) with offsets (scroll_x={scroll_x}, scroll_y={scroll_y})")
         await computer.interface.move_cursor(x, y)
         await computer.interface.scroll(scroll_y)  # Using vertical scroll only
-    
+
     elif action_type == "keypress":
         keys = action.keys
         for key in keys:
@@ -386,23 +412,24 @@ async def execute_action(computer, action):
                 await computer.interface.press_key("space")
             else:
                 await computer.interface.press_key(key)
-    
+
     elif action_type == "wait":
         wait_time = action.time
         print(f"Waiting for {wait_time} seconds")
         await asyncio.sleep(wait_time)
-    
+
     elif action_type == "screenshot":
         print("Taking screenshot")
         # This is handled automatically in the main loop, but we can take an extra one if requested
         screenshot = await computer.interface.screenshot()
         return screenshot
-    
+
     else:
         print(f"Unrecognized action: {action_type}")
 ```
 
 #### Implementing the Computer-Use Loop
+
 This section defines a loop that:
 
 1. Initializes the cua-computer instance (connecting to a macOS sandbox).
@@ -423,7 +450,7 @@ async def cua_openai_loop():
         os_type="macos"
     ) as computer:
         await computer.run() # Start the lume VM
-        
+
         # Capture the initial screenshot
         screenshot = await computer.interface.screenshot()
         screenshot_base64 = base64.b64encode(screenshot).decode('utf-8')
@@ -438,8 +465,8 @@ async def cua_openai_loop():
                 "environment": "mac"
             }],
             input=[
-                {  
-                    "role": "user", 
+                {
+                    "role": "user",
                     "content": [
                         {"type": "input_text", "text": "Open Safari, download and install Cursor."},
                         {"type": "input_image", "image_url": f"data:image/png;base64,{screenshot_base64}"}
@@ -488,7 +515,7 @@ async def cua_openai_loop():
                     "display_height": 768,
                     "environment": "mac"
                 }],
-                input=[{  
+                input=[{
                     "type": "computer_call_output",
                     "call_id": last_call_id,
                     "acknowledged_safety_checks": acknowledged_checks,
@@ -511,12 +538,15 @@ if __name__ == "__main__":
 You can find the full code in our [notebook](https://github.com/trycua/cua/blob/main/notebooks/blog/build-your-own-operator-on-macos-1.ipynb).
 
 #### Request Handling Differences
+
 The first request to the OpenAI Responses API is special in that it includes the initial screenshot and prompt. Subsequent requests are handled differently, using the `computer_call_output` type to provide feedback on the executed action.
 
 ##### Initial Request Format
+
 - We use `role: "user"` with `content` that contains both `input_text` (the prompt) and `input_image` (the screenshot)
 
 ##### Subsequent Request Format
+
 - We use `type: "computer_call_output"` instead of the user role
 - We include the `call_id` to link the output to the specific previous action that was executed
 - We provide any `acknowledged_safety_checks` that were approved
@@ -529,6 +559,7 @@ This structured approach allows the API to maintain context and continuity throu
 ## Conclusion
 
 ### Summary
+
 This blogpost demonstrates a single iteration of a OpenAI Computer-Use loop where:
 
 - A macOS sandbox is controlled using the CUA interface.
@@ -538,9 +569,11 @@ This blogpost demonstrates a single iteration of a OpenAI Computer-Use loop wher
 In a production setting, you would wrap the action-response cycle in a loop, handling multiple actions and safety checks as needed.
 
 ### Next Steps
+
 In the next blogpost, we'll introduce our Agent framework which abstracts away all these tedious implementation steps. This framework provides a higher-level API that handles the interaction loop between OpenAI's computer-use model and the macOS sandbox, allowing you to focus on building sophisticated applications rather than managing the low-level details we've explored here. Can't wait? Check out the [cua-agent](https://github.com/trycua/cua/tree/main/libs/agent) package!
 
 ### Resources
+
 - [OpenAI Computer-Use docs](https://platform.openai.com/docs/guides/tools-computer-use)
 - [cua-computer](https://github.com/trycua/cua/tree/main/libs/computer)
 - [lume](https://github.com/trycua/cua/tree/main/libs/lume)
diff --git a/blog/build-your-own-operator-on-macos-2.md b/blog/build-your-own-operator-on-macos-2.md
index 59844456..05b8835e 100644
--- a/blog/build-your-own-operator-on-macos-2.md
+++ b/blog/build-your-own-operator-on-macos-2.md
@@ -1,6 +1,6 @@
 # Build Your Own Operator on macOS - Part 2
 
-*Published on April 27, 2025 by Francesco Bonacci*
+_Published on April 27, 2025 by Francesco Bonacci_
 
 In our [previous post](build-your-own-operator-on-macos-1.md), we built a basic Computer-Use Operator from scratch using OpenAI's `computer-use-preview` model and our [cua-computer](https://pypi.org/project/cua-computer) package. While educational, implementing the control loop manually can be tedious and error-prone.
 
@@ -13,12 +13,14 @@ In this follow-up, we'll explore our [cua-agent](https://pypi.org/project/cua-ag
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
+
 - Set up the `cua-agent` framework with various agent loop types and model providers
 - Understand the different agent loop types and their capabilities
 - Work with local models for cost-effective workflows
 - Use a simple UI for your operator
 
 **Prerequisites:**
+
 - Completed setup from Part 1 ([lume CLI installed](https://github.com/trycua/cua?tab=readme-ov-file#option-2-full-computer-use-agent-capabilities), macOS CUA image already pulled)
 - Python 3.10+. We recommend using Conda (or Anaconda) to create an ad hoc Python environment.
 - API keys for OpenAI and/or Anthropic (optional for local models)
@@ -58,6 +60,7 @@ pip install "cua-agent[ui]"         # Gradio UI
 Before running any code examples, let's set up a proper environment:
 
 1. **Create a new directory** for your project:
+
    ```bash
    mkdir cua-agent-tutorial
    cd cua-agent-tutorial
@@ -66,13 +69,15 @@ Before running any code examples, let's set up a proper environment:
 2. **Set up a Python environment** using one of these methods:
 
    **Option A: Using conda command line**
+
    ```bash
    # Using conda
    conda create -n cua-agent python=3.10
    conda activate cua-agent
    ```
-   
+
    **Option B: Using Anaconda Navigator UI**
+
    - Open Anaconda Navigator
    - Click on "Environments" in the left sidebar
    - Click the "Create" button at the bottom
@@ -80,36 +85,41 @@ Before running any code examples, let's set up a proper environment:
    - Select Python 3.10
    - Click "Create"
    - Once created, select the environment and click "Open Terminal" to activate it
-   
+
    **Option C: Using venv**
+
    ```bash
    python -m venv cua-env
    source cua-env/bin/activate  # On macOS/Linux
    ```
 
 3. **Install the cua-agent package**:
+
    ```bash
    pip install "cua-agent[all]"
    ```
 
 4. **Set up your API keys as environment variables**:
+
    ```bash
    # For OpenAI models
    export OPENAI_API_KEY=your_openai_key_here
-   
+
    # For Anthropic models (if needed)
    export ANTHROPIC_API_KEY=your_anthropic_key_here
    ```
 
 5. **Create a Python file or notebook**:
-   
+
    **Option A: Create a Python script**
+
    ```bash
    # For a Python script
    touch cua_agent_example.py
    ```
-   
+
    **Option B: Use VS Code notebooks**
+
    - Open VS Code
    - Install the Python extension if you haven't already
    - Create a new file with a `.ipynb` extension (e.g., `cua_agent_tutorial.ipynb`)
@@ -120,9 +130,10 @@ Now you're ready to run the code examples!
 
 ## Understanding Agent Loops
 
-If you recall from Part 1, we had to implement a custom interaction loop to interact with the compute-use-preview model. 
+If you recall from Part 1, we had to implement a custom interaction loop to interact with the compute-use-preview model.
 
 In the `cua-agent` framework, an **Agent Loop** is the core abstraction that implements the continuous interaction cycle between an AI model and the computer environment. It manages the flow of:
+
 1. Capturing screenshots of the computer's state
 2. Processing these screenshots (with or without UI element detection)
 3. Sending this visual context to an AI model along with the task instructions
@@ -141,6 +152,7 @@ While the core concept remains the same across all agent loops, different AI mod
 | `AgentLoop.OMNI` | • `claude-3-5-sonnet-20240620`<br>• `claude-3-7-sonnet-20250219`<br>• `gpt-4.5-preview`<br>• `gpt-4o`<br>• `gpt-4`<br>• `phi4`<br>• `phi4-mini`<br>• `gemma3`<br>• `...`<br>• `Any Ollama or OpenAI-compatible model` | Use OmniParser for element pixel-detection (SoM) and any VLMs for UI Grounding and Reasoning | OmniParser |
 
 Each loop handles the same basic pattern we implemented manually in Part 1:
+
 1. Take a screenshot of the VM
 2. Send the screenshot and task to the AI model
 3. Receive an action to perform
@@ -169,13 +181,13 @@ Choosing the right agent loop depends not only on your API access and technical
 
 The performance of different Computer-Use models varies significantly across tasks. These benchmark evaluations measure an agent's ability to follow instructions and complete real-world tasks in different computing environments.
 
-| Benchmark type | Benchmark                                                                                                                                       | UI-TARS-1.5 | OpenAI CUA | Claude 3.7 | Previous SOTA       | Human       |
-|----------------|--------------------------------------------------------------------------------------------------------------------------------------------------|-------------|-------------|-------------|----------------------|-------------|
-| **Computer Use** | [OSworld](https://arxiv.org/abs/2404.07972) (100 steps)                                                                                        | **42.5**     | 36.4        | 28          | 38.1 (200 step)      | 72.4        |
-|                | [Windows Agent Arena](https://arxiv.org/abs/2409.08264) (50 steps)                                                                              | **42.1**     | -           | -           | 29.8                 | -           |
-| **Browser Use**  | [WebVoyager](https://arxiv.org/abs/2401.13919)                                                                                                 | 84.8         | **87**      | 84.1        | 87                   | -           |
-|                | [Online-Mind2web](https://arxiv.org/abs/2504.01382)                                                                                              | **75.8**     | 71          | 62.9        | 71                   | -           |
-| **Phone Use**    | [Android World](https://arxiv.org/abs/2405.14573)                                                                                              | **64.2**     | -           | -           | 59.5                 | -           |
+| Benchmark type   | Benchmark                                                          | UI-TARS-1.5 | OpenAI CUA | Claude 3.7 | Previous SOTA   | Human |
+| ---------------- | ------------------------------------------------------------------ | ----------- | ---------- | ---------- | --------------- | ----- |
+| **Computer Use** | [OSworld](https://arxiv.org/abs/2404.07972) (100 steps)            | **42.5**    | 36.4       | 28         | 38.1 (200 step) | 72.4  |
+|                  | [Windows Agent Arena](https://arxiv.org/abs/2409.08264) (50 steps) | **42.1**    | -          | -          | 29.8            | -     |
+| **Browser Use**  | [WebVoyager](https://arxiv.org/abs/2401.13919)                     | 84.8        | **87**     | 84.1       | 87              | -     |
+|                  | [Online-Mind2web](https://arxiv.org/abs/2504.01382)                | **75.8**    | 71         | 62.9       | 71              | -     |
+| **Phone Use**    | [Android World](https://arxiv.org/abs/2405.14573)                  | **64.2**    | -          | -          | 59.5            | -     |
 
 ### When to Use Each Loop
 
@@ -210,10 +222,10 @@ async def run_simple_task():
             model="openai/computer-use-preview",
             tools=[macos_computer]
         )
-        
+
         # Define a simple task
         task = "Open Safari and search for 'Python tutorials'"
-        
+
         # Run the task and process responses
         async for result in agent.run(task):
             print(f"Action: {result.get('text')}")
@@ -225,6 +237,7 @@ if __name__ == "__main__":
 
 3. Save the file
 4. Open a terminal, navigate to your project directory, and run:
+
    ```bash
    python simple_task.py
    ```
@@ -232,6 +245,7 @@ if __name__ == "__main__":
 5. The code will initialize the macOS virtual machine, create an agent, and execute the task of opening Safari and searching for Python tutorials.
 
 You can also run this in a VS Code notebook:
+
 1. Create a new notebook in VS Code (.ipynb file)
 2. Copy the code into a cell (without the `if __name__ == "__main__":` part)
 3. Run the cell to execute the code
@@ -259,7 +273,7 @@ async def run_multi_task_workflow():
             model="anthropic/claude-3-5-sonnet-20241022",
             tools=[macos_computer]
         )
-        
+
         tasks = [
             "Open Safari and go to github.com",
             "Search for 'trycua/cua'",
@@ -267,7 +281,7 @@ async def run_multi_task_workflow():
             "Click on the 'Issues' tab",
             "Read the first open issue"
         ]
-        
+
         for i, task in enumerate(tasks):
             print(f"\nTask {i+1}/{len(tasks)}: {task}")
             async for result in agent.run(task):
@@ -301,13 +315,13 @@ async for result in agent.run(task):
     # Basic information
     print(f"Response ID: {result.get('id')}")
     print(f"Response Text: {result.get('text')}")
-    
+
     # Detailed token usage statistics
     usage = result.get('usage')
     if usage:
         print(f"Input Tokens: {usage.get('input_tokens')}")
         print(f"Output Tokens: {usage.get('output_tokens')}")
-    
+
     # Reasoning and actions
     for output in result.get('output', []):
         if output.get('type') == 'reasoning':
@@ -318,6 +332,7 @@ async for result in agent.run(task):
 ```
 
 This structured format allows you to:
+
 - Log detailed information about agent actions
 - Provide real-time feedback to users
 - Track token usage for cost monitoring
@@ -330,6 +345,7 @@ One of the most powerful features of the framework is the ability to use local m
 **How to run this example:**
 
 1. First, you'll need to install Ollama for running local models:
+
    - Visit [ollama.com](https://ollama.com) and download the installer for your OS
    - Follow the installation instructions
    - Pull the Gemma 3 model:
@@ -350,9 +366,9 @@ async def run_with_local_model():
             model="omniparser+ollama_chat/gemma3",
             tools=[macos_computer]
         )
-        
+
         task = "Open the Calculator app and perform a simple calculation"
-        
+
         async for result in agent.run(task):
             print(f"Action: {result.get('text')}")
 
@@ -379,12 +395,14 @@ agent = ComputerAgent(
 ```
 
 Common local endpoints include:
+
 - LM Studio: `http://localhost:1234/v1`
 - vLLM: `http://localhost:8000/v1`
 - LocalAI: `http://localhost:8080/v1`
 - Ollama with OpenAI compat: `http://localhost:11434/v1`
 
 This approach is perfect for:
+
 - Development and testing without incurring API costs
 - Offline or air-gapped environments where API access isn't possible
 - Privacy-sensitive applications where data can't leave your network
@@ -406,8 +424,8 @@ UI-TARS is ByteDance's Computer-Use model designed for navigating OS-level inter
 ```python
 agent = ComputerAgent(
     model=LLM(
-        provider=LLMProvider.OAICOMPAT, 
-        name="tgi", 
+        provider=LLMProvider.OAICOMPAT,
+        name="tgi",
         provider_base_url="https://**************.us-east-1.aws.endpoints.huggingface.cloud/v1"
     ),
     tools=[macos_computer]
@@ -475,11 +493,13 @@ if __name__ == "__main__":
 ```
 
 2. Install the UI dependencies if you haven't already:
+
    ```bash
    pip install "cua-agent[ui]"
    ```
 
 3. Run the script:
+
    ```bash
    python launch_ui.py
    ```
@@ -498,12 +518,14 @@ if __name__ == "__main__":
 ```
 
 When you run this, Gradio will display both a local URL and a public URL like:
+
 ```
 Running on local URL:  http://127.0.0.1:7860
 Running on public URL: https://abcd1234.gradio.live
 ```
 
 **Security Note:** Be cautious when sharing your Gradio UI publicly:
+
 - The public URL gives anyone with the link full access to your agent
 - Consider using basic authentication for additional protection:
   ```python
@@ -513,6 +535,7 @@ Running on public URL: https://abcd1234.gradio.live
 - The temporary link expires when you stop the Gradio application
 
 This provides:
+
 - Model provider selection
 - Agent loop selection
 - Task input field
@@ -566,7 +589,7 @@ async def github_workflow():
             verbosity=logging.INFO,
             tools=[macos_computer]
         )
-        
+
         tasks = [
             "Look for a repository named trycua/cua on GitHub.",
             "Check the open issues, open the most recent one and read it.",
@@ -575,7 +598,7 @@ async def github_workflow():
             "From Cursor, open Composer if not already open.",
             "Focus on the Composer text area, then write and submit a task to help resolve the GitHub issue.",
         ]
-        
+
         for i, task in enumerate(tasks):
             print(f"\nExecuting task {i+1}/{len(tasks)}: {task}")
             async for result in agent.run(task):
@@ -587,11 +610,13 @@ if __name__ == "__main__":
 ```
 
 2. Make sure your OpenAI API key is set:
+
    ```bash
    export OPENAI_API_KEY=your_openai_key_here
    ```
 
 3. Run the script:
+
    ```bash
    python github_workflow.py
    ```
@@ -604,6 +629,7 @@ if __name__ == "__main__":
    - Use Cursor's AI features to work on a solution
 
 This example:
+
 1. Searches GitHub for a repository
 2. Reads an issue
 3. Clones the repository
@@ -615,6 +641,7 @@ This example:
 Let's compare our manual implementation from Part 1 with the framework approach:
 
 ### Manual Implementation (Part 1)
+
 - Required writing custom code for the interaction loop
 - Needed explicit handling of different action types
 - Required direct management of the OpenAI API calls
@@ -622,6 +649,7 @@ Let's compare our manual implementation from Part 1 with the framework approach:
 - Limited to OpenAI's computer-use model
 
 ### Framework Implementation (Part 2)
+
 - Abstracts the interaction loop
 - Handles all action types automatically
 - Manages API calls internally
@@ -634,17 +662,21 @@ Let's compare our manual implementation from Part 1 with the framework approach:
 The `cua-agent` framework transforms what was a complex implementation task into a simple, high-level interface for building Computer-Use Agents. By abstracting away the technical details, it lets you focus on defining the tasks rather than the machinery.
 
 ### When to Use Each Approach
+
 - **Manual Implementation (Part 1)**: When you need complete control over the interaction loop or are implementing a custom solution
 - **Framework (Part 2)**: For most applications where you want to quickly build and deploy Computer-Use Agents
 
 ### Next Steps
+
 With the basics covered, you might want to explore:
+
 - Customizing the agent's behavior with additional parameters
 - Building more complex workflows spanning multiple applications
 - Integrating your agent into other applications
 - Contributing to the open-source project on GitHub
 
 ### Resources
+
 - [cua-agent GitHub repository](https://github.com/trycua/cua/tree/main/libs/agent)
 - [Agent Notebook Examples](https://github.com/trycua/cua/blob/main/notebooks/agent_nb.ipynb)
 - [OpenAI Agent SDK Specification](https://platform.openai.com/docs/api-reference/responses)
diff --git a/blog/composite-agents.md b/blog/composite-agents.md
index 84d0efbf..383fb035 100644
--- a/blog/composite-agents.md
+++ b/blog/composite-agents.md
@@ -1,6 +1,6 @@
 # Announcing Cua Agent framework 0.4 and Composite Agents
 
-*Published on August 26, 2025 by Dillon DuPont*
+_Published on August 26, 2025 by Dillon DuPont_
 
 <img src="./assets/composite-agents.png" alt="Composite Agents">
 
@@ -12,7 +12,7 @@ This is the kind of problem that makes you wonder if we're building the future o
 
 ## What we fixed
 
-Agent framework 0.4 solves this by doing something radical: making all these different models speak the same language. 
+Agent framework 0.4 solves this by doing something radical: making all these different models speak the same language.
 
 Instead of writing separate code for each model's peculiarities, you now just pick a model with a string like `"anthropic/claude-3-5-sonnet-20241022"` or `"huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B"`, and everything else Just Works™. Behind the scenes, we handle all the coordinate normalization, token parsing, and image preprocessing so you don't have to.
 
@@ -42,7 +42,7 @@ agent = ComputerAgent(
 
 This creates a composite agent where one model (the "grounding" model) handles the visual understanding and precise UI interactions, while the other (the "planning" model) handles the high-level reasoning and task orchestration. It's like having a pilot and a navigator, except they're both AI models and they're trying to help you star a GitHub repository.
 
-  You can even take a model that was never designed for computer use—like GPT-4o—and give it GUI capabilities by pairing it with a specialized vision model:
+You can even take a model that was never designed for computer use—like GPT-4o—and give it GUI capabilities by pairing it with a specialized vision model:
 
 ```python
 agent = ComputerAgent(
@@ -63,12 +63,11 @@ We're building integration with HUD evals, allowing us to curate and benchmark m
 
 If you try out version 0.4.x, we'd love to hear how it goes. Join us on Discord to share your results and let us know what model combinations work best for your projects.
 
-
 ---
 
 ## Links
 
-* **Composite Agent Docs:** [https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents)
-* **Discord:** [https://discord.gg/cua-ai](https://discord.gg/cua-ai)
+- **Composite Agent Docs:** [https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents)
+- **Discord:** [https://discord.gg/cua-ai](https://discord.gg/cua-ai)
 
-Questions or weird edge cases? Ping us on Discord—we’re curious to see what you build.
\ No newline at end of file
+Questions or weird edge cases? Ping us on Discord—we’re curious to see what you build.
diff --git a/blog/cua-hackathon.md b/blog/cua-hackathon.md
index ac40f488..26e59cf7 100644
--- a/blog/cua-hackathon.md
+++ b/blog/cua-hackathon.md
@@ -1,6 +1,6 @@
 # Computer-Use Agents SOTA Challenge: Hack the North + Global Online
 
-*Published on August 25, 2025 by Francesco Bonacci*
+_Published on August 25, 2025 by Francesco Bonacci_
 
 We’re bringing something new to [Hack the North](https://hackthenorth.com), Canada’s largest hackathon, this year: a head-to-head competition for **Computer-Use Agents** - on-site at Waterloo and a **Global online challenge**. From September 12–14, 2025, teams build on the **Cua Agent Framework** and are scored in **HUD’s OSWorld-Verified** environment to push past today’s SOTA on [OS-World](https://os-world.github.io).
 
@@ -14,7 +14,8 @@ There’s one global leaderboard: **Cua - Best State-of-the-Art Computer-Use Age
 
 **Cua** and [**Ollama**](https://ollama.com) organize a global hackathon to find the **most creative uses of local and hybrid computer-use agents**. There are no geographic restrictions on who can join — this is a worldwide competition focused on **originality, impact, and inventive applications** that showcase what's possible with local and hybrid inference.
 
-**Prizes:** 
+**Prizes:**
+
 - 1st **MacBook Air M4 (or equivalent value)** + features in Cua & Ollama channels
 - 2nd **$500 CAD + swag**
 - 3rd **swag + public feature**
@@ -26,36 +27,42 @@ There’s one global leaderboard: **Cua - Best State-of-the-Art Computer-Use Age
 Two different tracks, two different processes:
 
 ### On-site (Track A)
+
 Build during the weekend and submit a repo with a one-line start command. **HUD** executes your command in a clean environment and runs **OSWorld-Verified**. Scores come from official benchmark results; ties break by median, then wall-clock time, then earliest submission. Any model setup is allowed (cloud or local).
 
 **HUD** runs official evaluations immediately after submission. Winners are announced at the **closing ceremony**.
 
 ### Rules
+
 - Fork and star the [Cua repo](https://github.com/trycua/cua).
 - Add your agent and instructions in `samples/community/hack-the-north/<YOUR_TEAM_NAME>`.
-- Include a README with details on the approach and any required notes.  
-- Submit a PR.  
+- Include a README with details on the approach and any required notes.
+- Submit a PR.
 
 **Deadline: Sept 15, 8:00 AM EDT**
 
 ### Global Online (Track B)
+
 Open to anyone, anywhere. Build on your own timeline and submit through the **Cua Discord form** by the deadline.
 
 **Project Requirements:**
+
 - Your agent must integrate **Cua and Ollama** in some way
 - Your agent must be **easily runnable by judges**
 
-Judged by **Cua** and **Ollama** teams on:  
-- **Creativity (30%)** – originality, usefulness, surprise factor  
-- **Technical Depth (30%)** – quality of engineering and agent design  
-- **Use of Ollama (30%)** – effective integration of local/hybrid inference  
-- **Polish (10%)** – presentation, clarity, demo readiness  
+Judged by **Cua** and **Ollama** teams on:
+
+- **Creativity (30%)** – originality, usefulness, surprise factor
+- **Technical Depth (30%)** – quality of engineering and agent design
+- **Use of Ollama (30%)** – effective integration of local/hybrid inference
+- **Polish (10%)** – presentation, clarity, demo readiness
 
 ### Submission Process
+
 Submissions will be collected via a **form link provided in the Cua Discord**. Your submission must contain:
 
 - **GitHub repo** containing the agent source code and a clear README with instructions on how to use the agent
-- **Explanation** of the models and tools used, and what's local or hybrid about your design  
+- **Explanation** of the models and tools used, and what's local or hybrid about your design
 - **Short demo video** (up to two minutes)
 
 A **commit freeze** will be used to ensure that no changes are made after the deadline. Winners will be announced after judging is complete.
@@ -68,12 +75,13 @@ A **commit freeze** will be used to ensure that no changes are made after the de
 
 Bring a team, pick a model stack, and push what agents can do on real computers. We can’t wait to see what you build at **Hack the North 2025**.
 
-**Discord channels**  
+**Discord channels**
+
 - Join the Discord first: https://discord.gg/cua-ai
-- **#hack-the-north (on-site):** https://discord.com/channels/1328377437301641247/1409508526774157342  
-- **#global-online (Ollama × Cua):** https://discord.com/channels/1328377437301641247/1409518100491145226  
+- **#hack-the-north (on-site):** https://discord.com/channels/1328377437301641247/1409508526774157342
+- **#global-online (Ollama × Cua):** https://discord.com/channels/1328377437301641247/1409518100491145226
 
 **Contact**  
 Questions on Hack the North? Email **hackthenorth@trycua.com**.
 
-*P.S. If you’re planning ahead, start with the Cua Agent Framework and OSWorld-Verified docs at docs.trycua.com; we’ll share office-hour times in both Discord channels.*
\ No newline at end of file
+_P.S. If you’re planning ahead, start with the Cua Agent Framework and OSWorld-Verified docs at docs.trycua.com; we’ll share office-hour times in both Discord channels._
diff --git a/blog/hack-the-north.md b/blog/hack-the-north.md
index ae89ba42..574af62c 100644
--- a/blog/hack-the-north.md
+++ b/blog/hack-the-north.md
@@ -1,6 +1,6 @@
 # What happens when hackathon judging is a public benchmark (Hack the North edition)
 
-*Written by Francesco Bonacci — Reviewed by Parth Patel (HUD W25) — Sept 25, 2025*
+_Written by Francesco Bonacci — Reviewed by Parth Patel (HUD W25) — Sept 25, 2025_
 
 ## Prologue
 
@@ -16,7 +16,7 @@ The rest, as they say, was a 36h story worth telling—and a playbook worth shar
 
 ## The sign-up problem we had to invent
 
-We joined as a sponsor at the last minute, thanks to a push from our friend @Michael Chiang at Ollama—Waterloo alum, naturally. It’s kind of an open secret that UWaterloo turns out some of the sharpest hackers around (*no pun intended, HackMIT*). It was a bit of a scramble, but also great timing—our Agent framework had just finished a major refactor, with support for **100+ VLM configurations** now live. Naturally, we wanted to stress-test it at scale—and see whether teams could come up with SOTA-level setups. *This wasn’t a blank-slate, build-whatever-you-want kind of track.*
+We joined as a sponsor at the last minute, thanks to a push from our friend @Michael Chiang at Ollama—Waterloo alum, naturally. It’s kind of an open secret that UWaterloo turns out some of the sharpest hackers around (_no pun intended, HackMIT_). It was a bit of a scramble, but also great timing—our Agent framework had just finished a major refactor, with support for **100+ VLM configurations** now live. Naturally, we wanted to stress-test it at scale—and see whether teams could come up with SOTA-level setups. _This wasn’t a blank-slate, build-whatever-you-want kind of track._
 
 From day one, though, we knew we’d have to fight for sign-ups. This was a niche track, and a guaranteed YC interview alone wouldn’t be enough to pull people in.
 
@@ -24,7 +24,7 @@ Unfortunately, Hack the North (HTN) didn’t offer an interest form to help us e
 
 On top of that, we were discouraged from external promotion on [lu.ma](http://lu.ma). So we spun up our own sign-up page at **trycua.com/hackathon** and built ad-hoc Discord channels to share track details. We emphasized—repeatedly—that only students already accepted to Hack the North should register.
 
-*(Moral: the “measure-zero effect”—no matter how many times you say it, some people won’t see it. Plenty of invalid sign-ups still slipped through.)*
+_(Moral: the “measure-zero effect”—no matter how many times you say it, some people won’t see it. Plenty of invalid sign-ups still slipped through.)_
 
 Even so, having your own form is absolutely worth it: it gives you an **early funnel**, surfaces demand signals ahead of time, and—crucially—**lets you require platform sign-up before kickoff**. In our case, Hack the North didn’t provide Devpost access until the very end, so our form was the only way to build a working roster.
 
@@ -45,13 +45,13 @@ Day 0 on campus made the difference. We arrived a couple of hours early to colle
 
 ![hack-booth](./assets/hack-booth.png)
 
-*(Our Founding Engineer, Morgan, hangs out with students at the stand, while Adam (runner-up) hacks on the side.)*
+_(Our Founding Engineer, Morgan, hangs out with students at the stand, while Adam (runner-up) hacks on the side.)_
 
 ## 02:30 a.m. is still prime time at a hackathon
 
 Hack the North gives sponsors a 30-minute API Workshop during the early hours of the event—a perfect moment to shift from talking to building.
 
-Our slot landed at **2:30 a.m.** (*perks of the cheapest sponsor tier*). Thirty students showed up, energy surprisingly high. James, our new Founding DevRel Engineer, led the session and nailed it.
+Our slot landed at **2:30 a.m.** (_perks of the cheapest sponsor tier_). Thirty students showed up, energy surprisingly high. James, our new Founding DevRel Engineer, led the session and nailed it.
 
 **Our track rules were simple:**
 
@@ -67,7 +67,7 @@ Our slot landed at **2:30 a.m.** (*perks of the cheapest sponsor tier*). Thirty
 
 ![hack-booth](./assets/hack-workshop.jpeg)
 
-*(Our CUA Workshop at 2:30 AM.)*
+_(Our CUA Workshop at 2:30 AM.)_
 
 ## Making it possible to focus on the work
 
@@ -87,7 +87,7 @@ We provided:
 
 **After the workshop buzz.** Morning interest was high, but Docker setup + requiring focus on a single track thinned the crowd. Most sponsor prizes are broad (“use our product and you qualify”), letting students stack tracks. Ours required commitment. Upside: those who stayed shipped sharper, higher-quality submissions.
 
-**The bell curve of submissions.** Most entries used *claude-sonnet-4-20250514*—proof that docs and public leaderboards ([OSWorld](https://os-world.github.io/#benchmark)) guide choices. Results clustered around the safe pick, with fewer pushing boundaries.
+**The bell curve of submissions.** Most entries used _claude-sonnet-4-20250514_—proof that docs and public leaderboards ([OSWorld](https://os-world.github.io/#benchmark)) guide choices. Results clustered around the safe pick, with fewer pushing boundaries.
 
 **Who went beyond the baseline.** A few tried multi-agent/tool graphs. One standout—[**cuala**](https://github.com/YeIIcw/cuala)—was a clean reference: deterministic actions, verifiable state changes, callbacks for saving images and trajectories.
 
@@ -97,7 +97,7 @@ We provided:
 
 We skipped a full end-to-end **Cua × HUD** dry-run. It showed.
 
-- Hackers ran out of inference credits. Desktop tasks are token-heavy. A full OSWorld run (200 max steps) for *computer-use-preview* (OpenAI Operator API) can cost >$600. Serious attempts: ~400k tokens × 14 tasks.
+- Hackers ran out of inference credits. Desktop tasks are token-heavy. A full OSWorld run (200 max steps) for _computer-use-preview_ (OpenAI Operator API) can cost >$600. Serious attempts: ~400k tokens × 14 tasks.
 - Python version/build mismatches surfaced, requiring debug time across both OSS repos.
 - Our Cua framework lacked a **Response Agent** to complete evaluation loops. Some runs stalled until patched.
 
@@ -112,28 +112,31 @@ We skipped a full end-to-end **Cua × HUD** dry-run. It showed.
 
 ![hack-leaderboard](./assets/hack-leaderboard.png)
 
-*(Leaderboard on HUD)*
+_(Leaderboard on HUD)_
 
 ### Winners
 
-**🥇 Winner — Ram**  
-- Devpost: https://devpost.com/software/sota-computer-use-agent-challenge  
-- Code: https://github.com/Ram-Raghav-S/cua/tree/ram  
+**🥇 Winner — Ram**
+
+- Devpost: https://devpost.com/software/sota-computer-use-agent-challenge
+- Code: https://github.com/Ram-Raghav-S/cua/tree/ram
 - Score: 68.3%
 
-**🥈 Runner-up — Aryan**  
-- Devpost: https://devpost.com/software/loopdeloop-computer-use-agent-sota-attempt  
-- Code: https://github.com/Tumph/cua  
+**🥈 Runner-up — Aryan**
+
+- Devpost: https://devpost.com/software/loopdeloop-computer-use-agent-sota-attempt
+- Code: https://github.com/Tumph/cua
 - Score: 55.9%
 
-**🥉 Special Mention — Adam**  
-- Devpost: https://devpost.com/software/cuala  
-- Code: https://github.com/YeIIcw/cuala  
+**🥉 Special Mention — Adam**
+
+- Devpost: https://devpost.com/software/cuala
+- Code: https://github.com/YeIIcw/cuala
 - Score: 42.1%
 
 ![hack-winners](./assets/hack-winners.jpeg)
 
-*(Our finalists before the award ceremony)*
+_(Our finalists before the award ceremony)_
 
 ## What We’d Keep
 
@@ -163,4 +166,4 @@ Whether you’re a hacker who wants to participate, or a company looking to spon
 
 ![hack-closing-ceremony](./assets/hack-closing-ceremony.jpg)
 
-*(HTN Closing Ceremony — Cua Track Winner Announcement)*
\ No newline at end of file
+_(HTN Closing Ceremony — Cua Track Winner Announcement)_
diff --git a/blog/hud-agent-evals.md b/blog/hud-agent-evals.md
index 93c8b388..43a120e9 100644
--- a/blog/hud-agent-evals.md
+++ b/blog/hud-agent-evals.md
@@ -1,6 +1,6 @@
 # Cua × HUD - Evaluate Any Computer-Use Agent
 
-*Published on August 27, 2025 by Dillon DuPont*
+_Published on August 27, 2025 by Dillon DuPont_
 
 You can now benchmark any GUI-capable agent on real computer-use tasks through our new integration with [HUD](https://hud.so), the evaluation platform for computer-use agents.
 
@@ -70,9 +70,9 @@ Watch your agent work in real-time. Example output:
 ```md
 Starting full dataset run...
 ╔═════════════════════════════════════════════════════════════════╗
-║                    🚀 See your agent live at:                   ║
+║ 🚀 See your agent live at: ║
 ╟─────────────────────────────────────────────────────────────────╢
-║  https://app.hud.so/jobs/fe05805d-4da9-4fc6-84b5-5c518528fd3c   ║
+║ https://app.hud.so/jobs/fe05805d-4da9-4fc6-84b5-5c518528fd3c ║
 ╚═════════════════════════════════════════════════════════════════╝
 ```
 
@@ -90,4 +90,4 @@ Customize your evaluation with these options:
 
 - Notebook with end‑to‑end examples: https://github.com/trycua/cua/blob/main/notebooks/eval_osworld.ipynb
 - Docs: https://docs.trycua.com/docs/agent-sdk/integrations/hud
-- Live traces: https://app.hud.so
\ No newline at end of file
+- Live traces: https://app.hud.so
diff --git a/blog/human-in-the-loop.md b/blog/human-in-the-loop.md
index 055ad73a..dd14b27b 100644
--- a/blog/human-in-the-loop.md
+++ b/blog/human-in-the-loop.md
@@ -1,10 +1,10 @@
 # When Agents Need Human Wisdom - Introducing Human-In-The-Loop Support
 
-*Published on August 29, 2025 by Francesco Bonacci*
+_Published on August 29, 2025 by Francesco Bonacci_
 
 Sometimes the best AI agent is a human. Whether you're creating training demonstrations, evaluating complex scenarios, or need to intervene when automation hits a wall, our new Human-In-The-Loop integration puts you directly in control.
 
-With yesterday's [HUD evaluation integration](hud-agent-evals.md), you could benchmark any agent at scale. Today's update lets you *become* the agent when it matters most—seamlessly switching between automated intelligence and human judgment.
+With yesterday's [HUD evaluation integration](hud-agent-evals.md), you could benchmark any agent at scale. Today's update lets you _become_ the agent when it matters most—seamlessly switching between automated intelligence and human judgment.
 
 <div align="center">
   <video src="https://github.com/user-attachments/assets/9091b50f-26e7-4981-95ce-40e5d42a1260" width="600" controls></video>
@@ -20,11 +20,12 @@ With yesterday's [HUD evaluation integration](hud-agent-evals.md), you could ben
 
 ## Why Human-In-The-Loop?
 
-Even the most sophisticated agents encounter edge cases, ambiguous interfaces, or tasks requiring human judgment. Rather than failing gracefully, they can now fail *intelligently*—by asking for human help.
+Even the most sophisticated agents encounter edge cases, ambiguous interfaces, or tasks requiring human judgment. Rather than failing gracefully, they can now fail _intelligently_—by asking for human help.
 
 This approach bridges the gap between fully automated systems and pure manual control, letting you:
+
 - **Demonstrate complex workflows** that agents can learn from
-- **Evaluate tricky scenarios** where ground truth requires human assessment  
+- **Evaluate tricky scenarios** where ground truth requires human assessment
 - **Intervene selectively** when automated agents need guidance
 - **Test and debug** your tools and environments manually
 
@@ -64,7 +65,7 @@ Combine model intelligence with human precision—let AI plan, then execute manu
 
 ```python
 agent = ComputerAgent(
-    "huggingface-local/HelloKKMe/GTA1-7B+human/human",  
+    "huggingface-local/HelloKKMe/GTA1-7B+human/human",
     tools=[computer]
 )
 
@@ -81,7 +82,7 @@ Start automated, escalate to human when needed:
 # Primary automated agent
 primary_agent = ComputerAgent("openai/computer-use-preview", tools=[computer])
 
-# Human fallback agent  
+# Human fallback agent
 fallback_agent = ComputerAgent("human/human", tools=[computer])
 
 try:
@@ -101,22 +102,26 @@ except Exception:
 The human-in-the-loop interface provides a rich, responsive experience:
 
 ### **Visual Environment**
+
 - **Screenshot display** with live updates as you work
-- **Click handlers** for direct interaction with UI elements  
+- **Click handlers** for direct interaction with UI elements
 - **Zoom and pan** to see details clearly
 
 ### **Action Controls**
+
 - **Click actions** - precise cursor positioning and clicking
 - **Keyboard input** - type text naturally or send specific key combinations
 - **Action history** - see the sequence of actions taken
 - **Undo support** - step back when needed
 
-### **Tool Integration** 
+### **Tool Integration**
+
 - **Full OpenAI compatibility** - standard tool call format
 - **Custom tools** - integrate your own tools seamlessly
 - **Real-time feedback** - see tool responses immediately
 
 ### **Smart Polling**
+
 - **Responsive updates** - UI refreshes when new completions arrive
 - **Background processing** - continue working while waiting for tasks
 - **Session persistence** - resume interrupted sessions
@@ -124,6 +129,7 @@ The human-in-the-loop interface provides a rich, responsive experience:
 ## Real-World Use Cases
 
 ### **Training Data Generation**
+
 Create perfect demonstrations for fine-tuning:
 
 ```python
@@ -132,7 +138,7 @@ demo_agent = ComputerAgent("human/human", tools=[computer])
 
 tasks = [
     "Create a budget spreadsheet with income and expense categories",
-    "Apply conditional formatting to highlight overbudget items", 
+    "Apply conditional formatting to highlight overbudget items",
     "Generate a pie chart showing expense distribution"
 ]
 
@@ -143,6 +149,7 @@ for task in tasks:
 ```
 
 ### **Evaluation and Ground Truth**
+
 Validate agent performance on complex scenarios:
 
 ```python
@@ -154,6 +161,7 @@ async for _ in evaluator.run("Review this completed form and rate accuracy (1-10
 ```
 
 ### **Interactive Debugging**
+
 Step through agent behavior manually:
 
 ```python
@@ -165,6 +173,7 @@ async for _ in debug_agent.run("Reproduce the agent's failed login sequence"):
 ```
 
 ### **Edge Case Handling**
+
 Handle scenarios that break automated agents:
 
 ```python
@@ -180,26 +189,26 @@ async for _ in edge_case_agent.run("Navigate this CAPTCHA-protected form"):
 Customize the human agent experience:
 
 - **UI refresh rate**: Adjust polling frequency for your workflow
-- **Image quality**: Balance detail vs. performance for screenshots  
+- **Image quality**: Balance detail vs. performance for screenshots
 - **Action logging**: Save detailed traces for analysis and training
 - **Session timeout**: Configure idle timeouts for security
 - **Tool permissions**: Restrict which tools humans can access
 
 ## When to Use Human-In-The-Loop
 
-| **Scenario** | **Why Human Control** |
-|--------------|----------------------|
-| **Creating training data** | Perfect demonstrations for model fine-tuning |
-| **Evaluating complex tasks** | Human judgment for subjective or nuanced assessment |  
-| **Handling edge cases** | CAPTCHAs, unusual UIs, context-dependent decisions |
-| **Debugging workflows** | Step through failures to identify breaking points |
-| **High-stakes operations** | Critical tasks requiring human oversight and approval |
-| **Testing new environments** | Validate tools and environments work as expected |
+| **Scenario**                 | **Why Human Control**                                 |
+| ---------------------------- | ----------------------------------------------------- |
+| **Creating training data**   | Perfect demonstrations for model fine-tuning          |
+| **Evaluating complex tasks** | Human judgment for subjective or nuanced assessment   |
+| **Handling edge cases**      | CAPTCHAs, unusual UIs, context-dependent decisions    |
+| **Debugging workflows**      | Step through failures to identify breaking points     |
+| **High-stakes operations**   | Critical tasks requiring human oversight and approval |
+| **Testing new environments** | Validate tools and environments work as expected      |
 
 ## Learn More
 
 - **Interactive examples**: Try human-in-the-loop control with sample tasks
-- **Training data pipelines**: Learn how to convert human demonstrations into model training data  
+- **Training data pipelines**: Learn how to convert human demonstrations into model training data
 - **Evaluation frameworks**: Build human-validated test suites for your agents
 - **API documentation**: Full reference for human agent configuration
 
@@ -207,4 +216,4 @@ Ready to put humans back in the loop? The most sophisticated AI system knows whe
 
 ---
 
-*Questions about human-in-the-loop agents? Join the conversation in our [Discord community](https://discord.gg/cua-ai) or check out our [documentation](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop).*
+_Questions about human-in-the-loop agents? Join the conversation in our [Discord community](https://discord.gg/cua-ai) or check out our [documentation](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop)._
diff --git a/blog/introducing-cua-cloud-containers.md b/blog/introducing-cua-cloud-containers.md
index 1555da43..87ef62b0 100644
--- a/blog/introducing-cua-cloud-containers.md
+++ b/blog/introducing-cua-cloud-containers.md
@@ -1,6 +1,6 @@
 # Introducing Cua Cloud Sandbox: Computer-Use Agents in the Cloud
 
-*Published on May 28, 2025 by Francesco Bonacci*
+_Published on May 28, 2025 by Francesco Bonacci_
 
 Welcome to the next chapter in our Computer-Use Agent journey! In [Part 1](./build-your-own-operator-on-macos-1), we showed you how to build your own Operator on macOS. In [Part 2](./build-your-own-operator-on-macos-2), we explored the cua-agent framework. Today, we're excited to introduce **Cua Cloud Sandbox** – the easiest way to deploy Computer-Use Agents at scale.
 
@@ -14,9 +14,9 @@ Think of Cua Cloud as **Docker for Computer-Use Agents**. Instead of managing VM
 
 ## Why Cua Cloud Sandbox?
 
-Four months ago, we launched [**Lume**](https://github.com/trycua/cua/tree/main/libs/lume) and [**Cua**](https://github.com/trycua/cua) with the goal to bring sandboxed VMs and Computer-Use Agents on Apple Silicon. The developer's community response was incredible 🎉 
+Four months ago, we launched [**Lume**](https://github.com/trycua/cua/tree/main/libs/lume) and [**Cua**](https://github.com/trycua/cua) with the goal to bring sandboxed VMs and Computer-Use Agents on Apple Silicon. The developer's community response was incredible 🎉
 
-Going from prototype to production revealed a problem though: **local macOS VMs don't scale**, neither are they easily portable. 
+Going from prototype to production revealed a problem though: **local macOS VMs don't scale**, neither are they easily portable.
 
 Our Discord community, YC peers, and early pilot customers kept hitting the same issues. Storage constraints meant **20-40GB per VM** filled laptops fast. Different hardware architectures (Apple Silicon ARM vs Intel x86) prevented portability of local workflows. Every new user lost a day to setup and configuration.
 
@@ -55,7 +55,7 @@ async def run_cloud_agent():
         name=os.getenv("CUA_CONTAINER_NAME"),
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     # Create an agent with your preferred loop
     agent = ComputerAgent(
         model="openai/gpt-4o",
@@ -63,7 +63,7 @@ async def run_cloud_agent():
         verbosity=logging.INFO,
         tools=[computer]
     )
-    
+
     # Run a task
     async for result in agent.run("Open Chrome and search for AI news"):
         print(f"Response: {result.get('text')}")
@@ -102,14 +102,14 @@ async def github_automation():
         name="github-automation",
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     agent = ComputerAgent(
         model="openai/gpt-4o",
         save_trajectory=True,
         verbosity=logging.INFO,
         tools=[computer]
     )
-    
+
     tasks = [
         "Look for a repository named trycua/cua on GitHub.",
         "Check the open issues, open the most recent one and read it.",
@@ -119,17 +119,17 @@ async def github_automation():
         "Commit the changes with a descriptive message.",
         "Create a pull request."
     ]
-    
+
     for i, task in enumerate(tasks):
         print(f"\nExecuting task {i+1}/{len(tasks)}: {task}")
         async for result in agent.run(task):
             print(f"Response: {result.get('text')}")
-            
+
             # Check if any tools were used
             tools = result.get('tools')
             if tools:
                 print(f"Tools used: {tools}")
-        
+
         print(f"Task {i+1} completed")
 
 # Run the automation
@@ -153,13 +153,13 @@ async def scrape_website(site_name, url):
         name=f"scraper-{site_name}",
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     agent = ComputerAgent(
         model="openai/gpt-4o",
         save_trajectory=True,
         tools=[computer]
     )
-    
+
     results = []
     tasks = [
         f"Navigate to {url}",
@@ -167,7 +167,7 @@ async def scrape_website(site_name, url):
         "Take a screenshot of the page",
         "Save the extracted data to a file"
     ]
-    
+
     for task in tasks:
         async for result in agent.run(task):
             results.append({
@@ -175,7 +175,7 @@ async def scrape_website(site_name, url):
                 'task': task,
                 'response': result.get('text')
             })
-    
+
     return results
 
 async def parallel_scraping():
@@ -185,11 +185,11 @@ async def parallel_scraping():
         ("HackerNews", "https://news.ycombinator.com"),
         ("TechCrunch", "https://techcrunch.com")
     ]
-    
+
     # Run all scraping tasks in parallel
     tasks = [scrape_website(name, url) for name, url in sites]
     results = await asyncio.gather(*tasks)
-    
+
     # Process results
     for site_results in results:
         print(f"\nResults from {site_results[0]['site']}:")
diff --git a/blog/lume-to-containerization.md b/blog/lume-to-containerization.md
index 7a779536..ca74286d 100644
--- a/blog/lume-to-containerization.md
+++ b/blog/lume-to-containerization.md
@@ -1,6 +1,6 @@
 # From Lume to Containerization: Our Journey Meets Apple's Vision
 
-*Published on June 10, 2025 by Francesco Bonacci*
+_Published on June 10, 2025 by Francesco Bonacci_
 
 Yesterday, Apple announced their new [Containerization framework](https://github.com/apple/containerization) at WWDC. Since then, our Discord and X users have been asking what this means for Cua virtualization capabilities on Apple Silicon. We've been working in this space for months - from [Lume](https://github.com/trycua/cua/tree/main/libs/lume) to [Lumier](https://github.com/trycua/cua/tree/main/libs/lumier) to [Cua Cloud Sandbox](./introducing-cua-cloud-containers). Here's our take on Apple's announcement.
 
@@ -40,6 +40,7 @@ How Apple's Framework Works:
 ```
 
 Why is this better?
+
 - **Better security**: Each container is completely separate
 - **Better performance**: Each container gets its own resources
 - **Real isolation**: If one container has problems, others aren't affected
@@ -71,6 +72,7 @@ While Apple's new framework focuses on containers, we've been building VM manage
 [Lume](https://github.com/trycua/cua/tree/main/libs/lume) is our command-line tool for creating and managing VMs on Apple Silicon. We built it because setting up VMs on macOS was too complicated.
 
 What Lume does:
+
 - **Direct control**: Works directly with Apple's Virtualization framework
 - **Ready-to-use images**: Start a macOS or Linux VM with one command
 - **API server**: Control VMs from other programs (runs on port 7777)
@@ -91,6 +93,7 @@ lume run macos-sequoia-vanilla:latest
 [Lumier](https://github.com/trycua/lumier) works differently. It lets you use Docker commands to manage VMs. But here's the key: **Docker is just for packaging, not for isolation**.
 
 What makes Lumier useful:
+
 - **Familiar commands**: If you know Docker, you know Lumier
 - **Web access**: Connect to your VM through a browser
 - **Save your work**: VMs remember their state
@@ -127,6 +130,7 @@ Docker → Lume → Full VM → Mac Hardware
 ### When to Use What
 
 **Apple's Containerization**
+
 - ✅ Perfect for: Running containers with maximum security
 - ✅ Starts in under a second
 - ✅ Uses less memory and CPU
@@ -134,6 +138,7 @@ Docker → Lume → Full VM → Mac Hardware
 - ❌ Only for containers, not full VMs
 
 **Lume**
+
 - ✅ Perfect for: Development and testing
 - ✅ Full control over macOS/Linux VMs
 - ✅ Works on current macOS versions
@@ -141,6 +146,7 @@ Docker → Lume → Full VM → Mac Hardware
 - ❌ Uses more resources than containers
 
 **Lumier**
+
 - ✅ Perfect for: Teams already using Docker
 - ✅ Easy to share and deploy
 - ✅ Access through your browser
@@ -173,4 +179,4 @@ Apple's announcement confirms we're on the right path. Here's what we're looking
 
 ---
 
-*Questions about virtualization on Apple Silicon? Come chat with us on Discord!*
\ No newline at end of file
+_Questions about virtualization on Apple Silicon? Come chat with us on Discord!_
diff --git a/blog/sandboxed-python-execution.md b/blog/sandboxed-python-execution.md
index c7b115c4..e0eb8391 100644
--- a/blog/sandboxed-python-execution.md
+++ b/blog/sandboxed-python-execution.md
@@ -1,6 +1,6 @@
 # Sandboxed Python Execution: Run Code Safely in Cua Containers
 
-*Published on June 23, 2025 by Dillon DuPont*
+_Published on June 23, 2025 by Dillon DuPont_
 
 Cua's computer-use capabilities that we touched on in [Building your own Operator on macOS - Part 2](build-your-own-operator-on-macos-2.md) – your AI agents can click, scroll, type, and interact with any desktop application. But what if your agent needs to do more than just UI automation? What if it needs to process data, make API calls, analyze images, or run complex logic alongside those UI interactions, within the same virtual environment?
 
@@ -49,15 +49,19 @@ What's happening here? When you call `greet_and_print()`, Cua extracts the funct
 Cua's sandboxed execution system employs several key architectural components:
 
 ### 1. Source Code Extraction
+
 Cua uses Python's `inspect.getsource()` to extract your function's source code and reconstruct the function definition in the remote environment.
 
 ### 2. Virtual Environment Isolation
+
 Each sandboxed function runs in a named virtual environment within the container. This provides complete dependency isolation between different functions and their respective environments.
 
 ### 3. Data Serialization and Transport
+
 Arguments and return values are serialized as JSON and transported between the host and container. This ensures compatibility across different Python versions and execution environments.
 
 ### 4. Comprehensive Error Handling
+
 The system captures both successful results and exceptions, preserving stack traces and error information for debugging purposes.
 
 ## Getting your sandbox ready
@@ -73,10 +77,10 @@ async def main():
     # Fire up the computer
     computer = Computer()
     await computer.run()
-    
+
     # Make it the default for all sandboxed functions
     set_default_computer(computer)
-    
+
     # Install some packages in a virtual environment
     await computer.venv_install("demo_venv", ["requests", "beautifulsoup4"])
 ```
@@ -104,7 +108,7 @@ def automate_browser_with_playwright():
     import time
     import base64
     from datetime import datetime
-    
+
     try:
         with sync_playwright() as p:
             # Launch browser (visible, because why not?)
@@ -112,68 +116,68 @@ def automate_browser_with_playwright():
                 headless=False,
                 args=['--no-sandbox', '--disable-dev-shm-usage']
             )
-            
+
             page = browser.new_page()
             page.set_viewport_size({"width": 1280, "height": 720})
-            
+
             actions = []
             screenshots = {}
-            
+
             # Let's visit example.com and poke around
             page.goto("https://example.com")
             actions.append("Navigated to example.com")
-            
+
             # Grab a screenshot because screenshots are cool
             screenshot_bytes = page.screenshot(full_page=True)
             screenshots["initial"] = base64.b64encode(screenshot_bytes).decode()
-            
+
             # Get some basic info
             title = page.title()
             actions.append(f"Page title: {title}")
-            
+
             # Find links and headings
             try:
                 links = page.locator("a").all()
                 link_texts = [link.text_content() for link in links[:5]]
                 actions.append(f"Found {len(links)} links: {link_texts}")
-                
+
                 headings = page.locator("h1, h2, h3").all()
                 heading_texts = [h.text_content() for h in headings[:3]]
                 actions.append(f"Found headings: {heading_texts}")
-                
+
             except Exception as e:
                 actions.append(f"Element interaction error: {str(e)}")
-            
+
             # Let's try a form for good measure
             try:
                 page.goto("https://httpbin.org/forms/post")
                 actions.append("Navigated to form page")
-                
+
                 # Fill out the form
                 page.fill('input[name="custname"]', "Test User from Sandboxed Environment")
                 page.fill('input[name="custtel"]', "555-0123")
                 page.fill('input[name="custemail"]', "test@example.com")
                 page.select_option('select[name="size"]', "large")
-                
+
                 actions.append("Filled out form fields")
-                
+
                 # Submit and see what happens
                 page.click('input[type="submit"]')
                 page.wait_for_load_state("networkidle")
-                
+
                 actions.append("Submitted form")
-                
+
             except Exception as e:
                 actions.append(f"Form interaction error: {str(e)}")
-            
+
             browser.close()
-            
+
             return {
                 "actions_performed": actions,
                 "screenshots": screenshots,
                 "success": True
             }
-            
+
     except Exception as e:
         return {"error": f"Browser automation failed: {str(e)}"}
 
@@ -196,9 +200,9 @@ def security_audit_tool(code_snippet):
     """Analyze code for potential security issues"""
     import ast
     import re
-    
+
     issues = []
-    
+
     # Check for the usual suspects
     dangerous_patterns = [
         (r'eval\s*\(', "Use of eval() function"),
@@ -207,11 +211,11 @@ def security_audit_tool(code_snippet):
         (r'subprocess\.', "Subprocess usage"),
         (r'os\.system\s*\(', "OS system call"),
     ]
-    
+
     for pattern, description in dangerous_patterns:
         if re.search(pattern, code_snippet):
             issues.append(description)
-    
+
     # Get fancy with AST analysis
     try:
         tree = ast.parse(code_snippet)
@@ -222,7 +226,7 @@ def security_audit_tool(code_snippet):
                         issues.append(f"Dangerous function call: {node.func.id}")
     except SyntaxError:
         issues.append("Syntax error in code")
-    
+
     return {
         "security_issues": issues,
         "risk_level": "HIGH" if len(issues) > 2 else "MEDIUM" if issues else "LOW"
@@ -245,34 +249,34 @@ def take_screenshot_and_analyze():
     import base64
     from PIL import ImageGrab
     from datetime import datetime
-    
+
     try:
         # Grab the screen
         screenshot = ImageGrab.grab()
-        
+
         # Convert to base64 for easy transport
         buffer = io.BytesIO()
         screenshot.save(buffer, format='PNG')
         screenshot_data = base64.b64encode(buffer.getvalue()).decode()
-        
+
         # Get some basic info
         screen_info = {
             "size": screenshot.size,
             "mode": screenshot.mode,
             "timestamp": datetime.now().isoformat()
         }
-        
+
         # Analyze the colors (because why not?)
         colors = screenshot.getcolors(maxcolors=256*256*256)
         dominant_color = max(colors, key=lambda x: x[0])[1] if colors else None
-        
+
         return {
             "screenshot_base64": screenshot_data,
             "screen_info": screen_info,
             "dominant_color": dominant_color,
             "unique_colors": len(colors) if colors else 0
         }
-        
+
     except Exception as e:
         return {"error": f"Screenshot failed: {str(e)}"}
 
@@ -287,6 +291,7 @@ print("Desktop analysis complete!")
 ## Pro tips for sandboxed success
 
 ### Keep it self-contained
+
 Always put your imports inside the function. Trust us on this one:
 
 ```python
@@ -294,12 +299,13 @@ Always put your imports inside the function. Trust us on this one:
 def good_function():
     import os  # Import inside the function
     import json
-    
+
     # Your code here
     return {"result": "success"}
 ```
 
 ### Install dependencies first
+
 Don't forget to install packages before using them:
 
 ```python
@@ -314,13 +320,14 @@ def data_analysis():
 ```
 
 ### Use descriptive environment names
+
 Future you will thank you:
 
 ```python
 @sandboxed("data_processing_env")
 def process_data(): pass
 
-@sandboxed("web_scraping_env") 
+@sandboxed("web_scraping_env")
 def scrape_site(): pass
 
 @sandboxed("ml_training_env")
@@ -328,6 +335,7 @@ def train_model(): pass
 ```
 
 ### Always handle errors gracefully
+
 Things break. Plan for it:
 
 ```python
@@ -345,6 +353,7 @@ def robust_function(data):
 Let's be honest – there's some overhead here. Code needs to be serialized, sent over the network, and executed remotely. But for most use cases, the benefits far outweigh the costs.
 
 If you're building something performance-critical, consider:
+
 - Batching multiple operations into a single sandboxed function
 - Minimizing data transfer between host and container
 - Using persistent virtual environments
@@ -369,4 +378,4 @@ Happy coding (safely)!
 
 ---
 
-*Want to dive deeper? Check out our [sandboxed functions examples](https://github.com/trycua/cua/blob/main/examples/sandboxed_functions_examples.py) and [virtual environment tests](https://github.com/trycua/cua/blob/main/tests/venv.py) on GitHub. Questions? Come chat with us on Discord!*
+_Want to dive deeper? Check out our [sandboxed functions examples](https://github.com/trycua/cua/blob/main/examples/sandboxed_functions_examples.py) and [virtual environment tests](https://github.com/trycua/cua/blob/main/tests/venv.py) on GitHub. Questions? Come chat with us on Discord!_
diff --git a/blog/training-computer-use-models-trajectories-1.md b/blog/training-computer-use-models-trajectories-1.md
index b5cafb6f..040eaea4 100644
--- a/blog/training-computer-use-models-trajectories-1.md
+++ b/blog/training-computer-use-models-trajectories-1.md
@@ -1,6 +1,6 @@
 # Training Computer-Use Models: Creating Human Trajectories with Cua
 
-*Published on May 1, 2025 by Dillon DuPont*
+_Published on May 1, 2025 by Dillon DuPont_
 
 In our previous posts, we covered [building your own Computer-Use Operator](build-your-own-operator-on-macos-1) and [using the Agent framework](build-your-own-operator-on-macos-2) to simplify development. Today, we'll focus on a critical aspect of improving computer-use agents and models: gathering high-quality demonstration data using Cua's Computer-Use Interface (CUI) and its Gradio UI to create and share human-generated trajectories.
 
@@ -8,10 +8,10 @@ Why is this important? Underlying models used by Computer-use agents need exampl
 
 <video src="https://github.com/user-attachments/assets/c586d460-3877-4b5f-a736-3248886d2134" controls width="600"></video>
 
-
 ## What You'll Learn
 
 By the end of this tutorial, you'll be able to:
+
 - Set up the Computer-Use Interface (CUI) with Gradio UI support
 - Record your own computer interaction trajectories
 - Organize and tag your demonstrations
@@ -19,6 +19,7 @@ By the end of this tutorial, you'll be able to:
 - Contribute to improving computer-use AI for everyone
 
 **Prerequisites:**
+
 - macOS Sonoma (14.0) or later
 - Python 3.10+
 - Basic familiarity with Python and terminal commands
@@ -38,6 +39,7 @@ Human trajectories, in the context of Computer-use AI Agents, are recordings of
 - Time spent on different elements
 
 These trajectories serve as examples for AI models to learn from, helping them understand the relationship between:
+
 1. The visual state of the screen
 2. The user's goal or task
 3. The most appropriate action to take
@@ -59,17 +61,19 @@ By contributing high-quality demonstrations, you're helping to create more capab
 The Computer-Use Interface includes an optional Gradio UI specifically designed to make recording and sharing demonstrations easy. Let's set it up:
 
 1. **Create a Python environment** (optional but recommended):
+
    ```bash
    # Using conda
    conda create -n cua-trajectories python=3.10
    conda activate cua-trajectories
-   
+
    # Using venv
    python -m venv cua-trajectories
    source cua-trajectories/bin/activate  # On macOS/Linux
    ```
 
 2. **Install the CUI package with UI support**:
+
    ```bash
    pip install "cua-computer[ui]"
    ```
@@ -145,6 +149,7 @@ Effective tagging and organization make your demonstrations more valuable to res
 ### Task-Based Tags
 
 Describe what the demonstration accomplishes:
+
 - `web-browsing`
 - `document-editing`
 - `file-management`
@@ -154,6 +159,7 @@ Describe what the demonstration accomplishes:
 ### Application Tags
 
 Identify the applications used:
+
 - `finder`
 - `safari`
 - `notes`
@@ -163,6 +169,7 @@ Identify the applications used:
 ### Complexity Tags
 
 Indicate the difficulty level:
+
 - `beginner`
 - `intermediate`
 - `advanced`
@@ -171,6 +178,7 @@ Indicate the difficulty level:
 ### UI Element Tags
 
 Highlight specific UI interactions:
+
 - `drag-and-drop`
 - `menu-navigation`
 - `form-filling`
@@ -229,11 +237,11 @@ from computer import Computer
 computer = Computer(os_type="macos", display="1024x768", memory="8GB", cpu="4")
 try:
     await computer.run()
-    
+
     screenshot = await computer.interface.screenshot()
     with open("screenshot.png", "wb") as f:
         f.write(screenshot)
-    
+
     await computer.interface.move_cursor(100, 100)
     await computer.interface.left_click()
     await computer.interface.right_click(300, 300)
@@ -280,6 +288,7 @@ You can also learn from existing trajectory datasets contributed by the communit
 ### Summary
 
 In this guide, we've covered how to:
+
 - Set up the Computer-Use Interface with Gradio UI
 - Record high-quality human demonstrations
 - Organize and tag your trajectories
diff --git a/blog/trajectory-viewer.md b/blog/trajectory-viewer.md
index 697eda3a..20003708 100644
--- a/blog/trajectory-viewer.md
+++ b/blog/trajectory-viewer.md
@@ -1,6 +1,6 @@
 # Trajectory Viewer for Cua
 
-*Published on May 13, 2025 by Dillon DuPont*
+_Published on May 13, 2025 by Dillon DuPont_
 
 Don’t forget to check out [Part 1: Building your own Computer-Use Operator](build-your-own-operator-on-macos-1) and [Part 2: Using the Agent framework](build-your-own-operator-on-macos-2) for setting up your Cua environment and basic tips and tricks!
 
@@ -18,7 +18,7 @@ Think of a trajectory as a detailed video recording of your agent’s journey:
 - **Observations**: What did the agent see (the exact screen content) at each point in time?
 - **Actions**: What clicks, keystrokes, or commands did it perform in response?
 - **Decisions**: Which options did it choose, and why?
-Especially for longer and more complex tasks, your agent will make multiple steps, take multiple actions, and make multiple observations. By examining this record, you can pinpoint where things go right, and more importantly, where they go wrong.
+  Especially for longer and more complex tasks, your agent will make multiple steps, take multiple actions, and make multiple observations. By examining this record, you can pinpoint where things go right, and more importantly, where they go wrong.
 
 ## So, what’s Cua’s Trajectory Viewer and why use it?
 
diff --git a/blog/ubuntu-docker-support.md b/blog/ubuntu-docker-support.md
index bd3c4a4d..69b6b09e 100644
--- a/blog/ubuntu-docker-support.md
+++ b/blog/ubuntu-docker-support.md
@@ -1,6 +1,6 @@
 # Ubuntu Docker Support in Cua with Kasm
 
-*Published Aug 26, 2025 by Francesco Bonacci*
+_Published Aug 26, 2025 by Francesco Bonacci_
 
 Today we’re shipping **Ubuntu Docker support** in Cua. You get a full Linux desktop inside a Docker container, viewable right in your browser—no VM spin-up, no extra clients. It behaves the same on macOS, Windows, and Linux.
 
@@ -16,17 +16,17 @@ We wanted something lightweight, isolated, and identical across machines. So we
 
 Short answer: **portability, startup time, and ops friction.**
 
-* **Runs everywhere, no hypervisor drama.** KVM needs Linux; Hyper-V/Virtualization.Framework setups vary by host and policy. Docker is ubiquitous across macOS/Windows/Linux and allowed in most CI runners—so your GUI env actually runs where your team works.
-* **Faster boot & smaller footprints.** Containers cold-start in seconds and images are GB-scale; VMs tend to be minutes and tens of GB. That matters for parallel agents, CI, and local iteration.
-* **Lower ops overhead.** No nested virt, kernel modules, or privileged host tweaks that many orgs (and cloud runners) block. Pull → run → browser.
-* **Same image, everywhere.** One Docker image gives you an identical desktop on every dev laptop and in CI.
-* **Web-first access out of the box.** KasmVNC serves the desktop over HTTP—no extra VNC/RDP clients or SPICE config.
+- **Runs everywhere, no hypervisor drama.** KVM needs Linux; Hyper-V/Virtualization.Framework setups vary by host and policy. Docker is ubiquitous across macOS/Windows/Linux and allowed in most CI runners—so your GUI env actually runs where your team works.
+- **Faster boot & smaller footprints.** Containers cold-start in seconds and images are GB-scale; VMs tend to be minutes and tens of GB. That matters for parallel agents, CI, and local iteration.
+- **Lower ops overhead.** No nested virt, kernel modules, or privileged host tweaks that many orgs (and cloud runners) block. Pull → run → browser.
+- **Same image, everywhere.** One Docker image gives you an identical desktop on every dev laptop and in CI.
+- **Web-first access out of the box.** KasmVNC serves the desktop over HTTP—no extra VNC/RDP clients or SPICE config.
 
-**When we *do* reach for QEMU/KVM:**
+**When we _do_ reach for QEMU/KVM:**
 
-* You need **true OS isolation** or to run **non-Linux** guests.
-* You want **kernel-level features** or **device/GPU passthrough** (VFIO).
-* You’re optimizing for **hardware realism** over startup speed and density.
+- You need **true OS isolation** or to run **non-Linux** guests.
+- You want **kernel-level features** or **device/GPU passthrough** (VFIO).
+- You’re optimizing for **hardware realism** over startup speed and density.
 
 For this release, the goal was a **cross-platform Linux desktop that feels instant and identical** across local dev and CI. Containers + KasmVNC hit that sweet spot.
 
@@ -174,10 +174,10 @@ await computer.run()
 
 ## Links
 
-* **Docker Provider Docs:** [https://docs.trycua.com/computers/docker](https://docs.trycua.com/computers/docker)
-* **KasmVNC:** [https://github.com/kasmtech/KasmVNC](https://github.com/kasmtech/KasmVNC)
-* **Container Source:** [https://github.com/trycua/cua/tree/main/libs/kasm](https://github.com/trycua/cua/tree/main/libs/kasm)
-* **Computer SDK:** [https://docs.trycua.com/docs/computer-sdk/computers](https://docs.trycua.com/docs/computer-sdk/computers)
-* **Discord:** [https://discord.gg/cua-ai](https://discord.gg/cua-ai)
+- **Docker Provider Docs:** [https://docs.trycua.com/computers/docker](https://docs.trycua.com/computers/docker)
+- **KasmVNC:** [https://github.com/kasmtech/KasmVNC](https://github.com/kasmtech/KasmVNC)
+- **Container Source:** [https://github.com/trycua/cua/tree/main/libs/kasm](https://github.com/trycua/cua/tree/main/libs/kasm)
+- **Computer SDK:** [https://docs.trycua.com/docs/computer-sdk/computers](https://docs.trycua.com/docs/computer-sdk/computers)
+- **Discord:** [https://discord.gg/cua-ai](https://discord.gg/cua-ai)
 
-Questions or weird edge cases? Ping us on Discord—we’re curious to see what you build.
\ No newline at end of file
+Questions or weird edge cases? Ping us on Discord—we’re curious to see what you build.
diff --git a/blog/windows-sandbox.md b/blog/windows-sandbox.md
index f8926804..ef577611 100644
--- a/blog/windows-sandbox.md
+++ b/blog/windows-sandbox.md
@@ -1,10 +1,10 @@
 # Your Windows PC is Already the Perfect Development Environment for Computer-Use Agents
 
-*Published on June 18, 2025 by Dillon DuPont*
+_Published on June 18, 2025 by Dillon DuPont_
 
-Over the last few months, our enterprise users kept asking the same type of question: *"When are you adding support for AutoCAD?"* *"What about SAP integration?"* *"Can you automate our MES system?"* - each request was for different enterprise applications we'd never heard of.
+Over the last few months, our enterprise users kept asking the same type of question: _"When are you adding support for AutoCAD?"_ _"What about SAP integration?"_ _"Can you automate our MES system?"_ - each request was for different enterprise applications we'd never heard of.
 
-At first, we deflected. We've been building Cua to work across different environments - from [Lume for macOS VMs](./lume-to-containerization) to cloud containers. But these requests kept piling up. AutoCAD automation. SAP integration. Specialized manufacturing systems. 
+At first, we deflected. We've been building Cua to work across different environments - from [Lume for macOS VMs](./lume-to-containerization) to cloud containers. But these requests kept piling up. AutoCAD automation. SAP integration. Specialized manufacturing systems.
 
 Then it hit us: **they all ran exclusively on Windows**.
 
@@ -80,6 +80,7 @@ python -m agent.ui
 ```
 
 **What you get**:
+
 - Visual interface in your browser
 - Real-time agent action viewing
 - Natural language task instructions
@@ -101,21 +102,21 @@ async def test_windows_agent():
         os_type="windows",
         memory="4GB",
     )
-    
+
     # Start the VM (~35s)
     await computer.run()
-    
+
     # Create agent with your preferred model
     agent = ComputerAgent(
         model="openai/computer-use-preview",
         save_trajectory=True,
         tools=[computer]
     )
-    
+
     # Give it a task
     async for result in agent.run("Open Calculator and compute 15% tip on $47.50"):
         print(f"Agent action: {result}")
-    
+
     # Shutdown the VM
     await computer.stop()
 
@@ -123,6 +124,7 @@ asyncio.run(test_windows_agent())
 ```
 
 **What you get**:
+
 - Full programmatic control
 - Custom agent workflows
 - Integration with your existing code
@@ -141,6 +143,7 @@ asyncio.run(test_windows_agent())
 Let's see how different testing approaches stack up:
 
 ### Windows Sandbox + Cua
+
 - **Perfect for**: Quick testing and development
 - **Cost**: Free (built into Windows)
 - **Setup time**: Under 5 minutes
@@ -149,6 +152,7 @@ Let's see how different testing approaches stack up:
 - **Requires**: Windows 10/11 with 4GB+ RAM
 
 ### Traditional VMs
+
 - **Perfect for**: Complex testing scenarios
 - **Full customization**: Any Windows version
 - **Heavy resource usage**: Slow to start/stop
@@ -160,6 +164,7 @@ Let's see how different testing approaches stack up:
 Here's what our enterprise users are building with Windows Sandbox:
 
 ### CAD and Engineering Automation
+
 ```python
 # Example: AutoCAD drawing automation
 task = """
@@ -172,6 +177,7 @@ task = """
 ```
 
 ### Manufacturing and ERP Integration
+
 ```python
 # Example: SAP workflow automation
 task = """
@@ -184,6 +190,7 @@ task = """
 ```
 
 ### Financial Software Automation
+
 ```python
 # Example: Trading platform automation
 task = """
@@ -196,6 +203,7 @@ task = """
 ```
 
 ### Legacy Windows Application Integration
+
 ```python
 # Example: Custom Windows application automation
 task = """
@@ -210,12 +218,14 @@ task = """
 ## System Requirements and Performance
 
 ### What You Need
+
 - **Windows 10/11**: Any edition that supports Windows Sandbox
 - **Memory**: 4GB minimum (8GB recommended for CAD/professional software)
 - **CPU**: Virtualization support (enabled by default on modern systems)
 - **Storage**: A few GB free space
 
 ### Performance Tips
+
 - **Close unnecessary applications** before starting Windows Sandbox
 - **Allocate appropriate memory** based on your RPA workflow complexity
 - **Use SSD storage** for faster sandbox startup
@@ -234,4 +244,4 @@ But for development, prototyping, and learning Windows RPA workflows, **Windows
 
 ---
 
-*Ready to see AI agents control your Windows applications? Come share your testing experiences on Discord!*
+_Ready to see AI agents control your Windows applications? Come share your testing experiences on Discord!_
diff --git a/docs/content/docs/agent-sdk/benchmarks/meta.json b/docs/content/docs/agent-sdk/benchmarks/meta.json
index 3573a892..8067bb01 100644
--- a/docs/content/docs/agent-sdk/benchmarks/meta.json
+++ b/docs/content/docs/agent-sdk/benchmarks/meta.json
@@ -1,9 +1,3 @@
 {
-    "pages": [
-        "introduction",
-        "screenspot-v2",
-        "screenspot-pro",
-        "interactive",
-        "osworld-verified"
-    ]
-}
\ No newline at end of file
+  "pages": ["introduction", "screenspot-v2", "screenspot-pro", "interactive", "osworld-verified"]
+}
diff --git a/docs/content/docs/agent-sdk/callbacks/meta.json b/docs/content/docs/agent-sdk/callbacks/meta.json
index c9a072b0..b1b7085a 100644
--- a/docs/content/docs/agent-sdk/callbacks/meta.json
+++ b/docs/content/docs/agent-sdk/callbacks/meta.json
@@ -1,11 +1,5 @@
 {
-	"title": "Callbacks",
-	"description": "Extending agents with callback hooks and built-in handlers",
-	"pages": [
-		"agent-lifecycle",
-		"trajectories",
-		"logging",
-		"cost-saving",
-		"pii-anonymization"
-	]
+  "title": "Callbacks",
+  "description": "Extending agents with callback hooks and built-in handlers",
+  "pages": ["agent-lifecycle", "trajectories", "logging", "cost-saving", "pii-anonymization"]
 }
diff --git a/docs/content/docs/agent-sdk/meta.json b/docs/content/docs/agent-sdk/meta.json
index 1083fc25..b2b75fa3 100644
--- a/docs/content/docs/agent-sdk/meta.json
+++ b/docs/content/docs/agent-sdk/meta.json
@@ -1,20 +1,20 @@
 {
-	"title": "Agent SDK",
-	"description": "Build computer-using agents with the Agent SDK",
-	"pages": [
-        "agent-loops",
-        "supported-agents",
-		"supported-model-providers",
-		"chat-history",
-		"message-format",
-		"customizing-computeragent",
-		"callbacks",
-        "custom-tools",
-		"custom-computer-handlers",
-        "prompt-caching",
-		"usage-tracking",
-		"benchmarks",
-        "migration-guide",
-		"integrations"
-	]
+  "title": "Agent SDK",
+  "description": "Build computer-using agents with the Agent SDK",
+  "pages": [
+    "agent-loops",
+    "supported-agents",
+    "supported-model-providers",
+    "chat-history",
+    "message-format",
+    "customizing-computeragent",
+    "callbacks",
+    "custom-tools",
+    "custom-computer-handlers",
+    "prompt-caching",
+    "usage-tracking",
+    "benchmarks",
+    "migration-guide",
+    "integrations"
+  ]
 }
diff --git a/docs/content/docs/agent-sdk/supported-agents/meta.json b/docs/content/docs/agent-sdk/supported-agents/meta.json
index 5d50b124..e812c4fb 100644
--- a/docs/content/docs/agent-sdk/supported-agents/meta.json
+++ b/docs/content/docs/agent-sdk/supported-agents/meta.json
@@ -1,10 +1,5 @@
 {
-	"title": "Supported Agents",
-	"description": "Models and configurations supported by the Agent SDK",
-	"pages": [
-		"computer-use-agents",
-		"grounding-models", 
-		"composed-agents",
-		"human-in-the-loop"
-	]
+  "title": "Supported Agents",
+  "description": "Models and configurations supported by the Agent SDK",
+  "pages": ["computer-use-agents", "grounding-models", "composed-agents", "human-in-the-loop"]
 }
diff --git a/docs/content/docs/computer-sdk/meta.json b/docs/content/docs/computer-sdk/meta.json
index f09c6057..ab69fa17 100644
--- a/docs/content/docs/computer-sdk/meta.json
+++ b/docs/content/docs/computer-sdk/meta.json
@@ -1,11 +1,5 @@
 {
-	"title": "Computer SDK",
-	"description": "Build computer-using agents with the Computer SDK",
-	"pages": [
-        "computers",
-        "cloud-vm-management",
-        "commands",
-        "computer-ui",
-        "sandboxed-python"
-	]
+  "title": "Computer SDK",
+  "description": "Build computer-using agents with the Computer SDK",
+  "pages": ["computers", "cloud-vm-management", "commands", "computer-ui", "sandboxed-python"]
 }
diff --git a/docs/content/docs/example-usecases/meta.json b/docs/content/docs/example-usecases/meta.json
index 13cbe81e..60bba1c3 100644
--- a/docs/content/docs/example-usecases/meta.json
+++ b/docs/content/docs/example-usecases/meta.json
@@ -1,7 +1,5 @@
 {
-	"title": "Example Use Cases",
-	"description": "Real-world examples of building with Cua",
-	"pages": [
-		"form-filling"
-	]
+  "title": "Example Use Cases",
+  "description": "Real-world examples of building with Cua",
+  "pages": ["form-filling"]
 }
diff --git a/docs/content/docs/libraries/lume/faq.md b/docs/content/docs/libraries/lume/faq.md
index 98d6b766..4009a94e 100644
--- a/docs/content/docs/libraries/lume/faq.md
+++ b/docs/content/docs/libraries/lume/faq.md
@@ -17,10 +17,12 @@ Lume follows the XDG Base Directory specification for the configuration file:
 - Configuration is stored in `$XDG_CONFIG_HOME/lume/config.yaml` (defaults to `~/.config/lume/config.yaml`)
 
 By default, other data is stored in:
+
 - VM data: `~/.lume`
 - Cache files: `~/.lume/cache`
 
 The config file contains settings for:
+
 - VM storage locations and the default location
 - Cache directory location
 - Whether caching is enabled
@@ -88,6 +90,7 @@ lume delete <name>
 ### How to Install macOS from an IPSW Image
 
 #### Create a new macOS VM using the latest supported IPSW image:
+
 Run the following command to create a new macOS virtual machine using the latest available IPSW image:
 
 ```bash
@@ -95,6 +98,7 @@ lume create <name> --os macos --ipsw latest
 ```
 
 #### Create a new macOS VM using a specific IPSW image:
+
 To create a macOS virtual machine from an older or specific IPSW file, first download the desired IPSW (UniversalMac) from a trusted source.
 
 Then, use the downloaded IPSW path:
diff --git a/docs/content/docs/libraries/lume/meta.json b/docs/content/docs/libraries/lume/meta.json
index 5f4d907a..42aeac1d 100644
--- a/docs/content/docs/libraries/lume/meta.json
+++ b/docs/content/docs/libraries/lume/meta.json
@@ -1,9 +1,3 @@
 {
-	"pages": [
-		"installation",
-		"prebuilt-images",
-		"cli-reference",
-		"http-api",
-		"faq"
-	]
+  "pages": ["installation", "prebuilt-images", "cli-reference", "http-api", "faq"]
 }
diff --git a/docs/content/docs/libraries/lumier/meta.json b/docs/content/docs/libraries/lumier/meta.json
index f6a8946c..bfe25724 100644
--- a/docs/content/docs/libraries/lumier/meta.json
+++ b/docs/content/docs/libraries/lumier/meta.json
@@ -1,8 +1,3 @@
 {
-	"pages": [
-		"installation",
-		"docker",
-		"docker-compose",
-		"building-lumier"
-	]
+  "pages": ["installation", "docker", "docker-compose", "building-lumier"]
 }
diff --git a/docs/content/docs/libraries/mcp-server/meta.json b/docs/content/docs/libraries/mcp-server/meta.json
index 45fa4ba9..f5ccb9ba 100644
--- a/docs/content/docs/libraries/mcp-server/meta.json
+++ b/docs/content/docs/libraries/mcp-server/meta.json
@@ -1,10 +1,10 @@
 {
-	"pages": [
-		"installation",
-		"configuration",
-		"usage",
-		"tools",
-		"client-integrations",
-		"llm-integrations"
-	]
-}
\ No newline at end of file
+  "pages": [
+    "installation",
+    "configuration",
+    "usage",
+    "tools",
+    "client-integrations",
+    "llm-integrations"
+  ]
+}
diff --git a/docs/content/docs/meta.json b/docs/content/docs/meta.json
index dc06cc5f..c3517f0a 100644
--- a/docs/content/docs/meta.json
+++ b/docs/content/docs/meta.json
@@ -1,19 +1,19 @@
 {
-	"title": "Home",
-	"description": "Documentation Home",
-	"root": true,
-	"defaultOpen": true,
-	"pages": [
-		"index",
-		"quickstart-devs",
-		"quickstart-cli",
-		"telemetry",
-		"example-usecases",
-        "---[BookCopy]Computer Playbook---",
-        "...computer-sdk",
-		"---[BookCopy]Agent Playbook---",
-        "...agent-sdk",
-		"---[CodeXml]API Reference---",
-		"...libraries"
-	]
-}
\ No newline at end of file
+  "title": "Home",
+  "description": "Documentation Home",
+  "root": true,
+  "defaultOpen": true,
+  "pages": [
+    "index",
+    "quickstart-devs",
+    "quickstart-cli",
+    "telemetry",
+    "example-usecases",
+    "---[BookCopy]Computer Playbook---",
+    "...computer-sdk",
+    "---[BookCopy]Agent Playbook---",
+    "...agent-sdk",
+    "---[CodeXml]API Reference---",
+    "...libraries"
+  ]
+}
diff --git a/docs/package.json b/docs/package.json
index d94c168e..232e4f47 100644
--- a/docs/package.json
+++ b/docs/package.json
@@ -43,4 +43,4 @@
       "sharp"
     ]
   }
-}
\ No newline at end of file
+}
diff --git a/docs/source.config.ts b/docs/source.config.ts
index c3b9e719..dd019e8f 100644
--- a/docs/source.config.ts
+++ b/docs/source.config.ts
@@ -1,9 +1,4 @@
-import {
-  defineConfig,
-  defineDocs,
-  frontmatterSchema,
-  metaSchema,
-} from 'fumadocs-mdx/config';
+import { defineConfig, defineDocs, frontmatterSchema, metaSchema } from 'fumadocs-mdx/config';
 import { z } from 'zod';
 
 // You can customise Zod schemas for frontmatter and `meta.json` here
diff --git a/docs/src/app/(home)/[[...slug]]/page.tsx b/docs/src/app/(home)/[[...slug]]/page.tsx
index 085238ef..5ea83484 100644
--- a/docs/src/app/(home)/[[...slug]]/page.tsx
+++ b/docs/src/app/(home)/[[...slug]]/page.tsx
@@ -1,18 +1,9 @@
 import { getApiVersions, source } from '@/lib/source';
 import { getMDXComponents } from '@/mdx-components';
 import { buttonVariants } from 'fumadocs-ui/components/ui/button';
-import {
-  Popover,
-  PopoverContent,
-  PopoverTrigger,
-} from 'fumadocs-ui/components/ui/popover';
+import { Popover, PopoverContent, PopoverTrigger } from 'fumadocs-ui/components/ui/popover';
 import { createRelativeLink } from 'fumadocs-ui/mdx';
-import {
-  DocsBody,
-  DocsDescription,
-  DocsPage,
-  DocsTitle,
-} from 'fumadocs-ui/page';
+import { DocsBody, DocsDescription, DocsPage, DocsTitle } from 'fumadocs-ui/page';
 import { cn } from 'fumadocs-ui/utils/cn';
 import { ChevronDown, CodeXml, ExternalLink } from 'lucide-react';
 import type { Metadata } from 'next';
@@ -20,9 +11,7 @@ import Link from 'next/link';
 import { notFound, redirect } from 'next/navigation';
 import { PageFeedback } from '@/components/page-feedback';
 
-export default async function Page(props: {
-  params: Promise<{ slug?: string[] }>;
-}) {
+export default async function Page(props: { params: Promise<{ slug?: string[] }> }) {
   const params = await props.params;
   const slug = params.slug || [];
   const page = source.getPage(slug);
@@ -66,7 +55,8 @@ export default async function Page(props: {
                 xmlns="http://www.w3.org/2000/svg"
                 fill="currentColor"
                 className="h-5"
-                viewBox="0 0 448 512">
+                viewBox="0 0 448 512"
+              >
                 <title>Windows</title>
                 <path d="M0 93.7l183.6-25.3v177.4H0V93.7zm0 324.6l183.6 25.3V268.4H0v149.9zm203.8 28L448 480V268.4H203.8v177.9zm0-380.6v180.1H448V32L203.8 65.7z" />
               </svg>
@@ -76,7 +66,8 @@ export default async function Page(props: {
                 xmlns="http://www.w3.org/2000/svg"
                 fill="currentColor"
                 className="h-5"
-                viewBox="0 0 384 512">
+                viewBox="0 0 384 512"
+              >
                 <title>macOS</title>
                 <path d="M318.7 268.7c-.2-36.7 16.4-64.4 50-84.8-18.8-26.9-47.2-41.7-84.7-44.6-35.5-2.8-74.3 20.7-88.5 20.7-15 0-49.4-19.7-76.4-19.7C63.3 141.2 4 184.8 4 273.5q0 39.3 14.4 81.2c12.8 36.7 59 126.7 107.2 125.2 25.2-.6 43-17.9 75.8-17.9 31.8 0 48.3 17.9 76.4 17.9 48.6-.7 90.4-82.5 102.6-119.3-65.2-30.7-61.7-90-61.7-91.9zm-56.6-164.2c27.3-32.4 24.8-61.9 24-72.5-24.1 1.4-52 16.4-67.9 34.9-17.5 19.8-27.8 44.3-25.6 71.9 26.1 2 49.9-11.4 69.5-34.3z" />
               </svg>
@@ -86,7 +77,8 @@ export default async function Page(props: {
                 xmlns="http://www.w3.org/2000/svg"
                 fill="currentColor"
                 className="h-5"
-                viewBox="0 0 448 512">
+                viewBox="0 0 448 512"
+              >
                 <title>Linux</title>
                 <path d="M220.8 123.3c1 .5 1.8 1.7 3 1.7 1.1 0 2.8-.4 2.9-1.5 .2-1.4-1.9-2.3-3.2-2.9-1.7-.7-3.9-1-5.5-.1-.4 .2-.8 .7-.6 1.1 .3 1.3 2.3 1.1 3.4 1.7zm-21.9 1.7c1.2 0 2-1.2 3-1.7 1.1-.6 3.1-.4 3.5-1.6 .2-.4-.2-.9-.6-1.1-1.6-.9-3.8-.6-5.5 .1-1.3 .6-3.4 1.5-3.2 2.9 .1 1 1.8 1.5 2.8 1.4zM420 403.8c-3.6-4-5.3-11.6-7.2-19.7-1.8-8.1-3.9-16.8-10.5-22.4-1.3-1.1-2.6-2.1-4-2.9-1.3-.8-2.7-1.5-4.1-2 9.2-27.3 5.6-54.5-3.7-79.1-11.4-30.1-31.3-56.4-46.5-74.4-17.1-21.5-33.7-41.9-33.4-72C311.1 85.4 315.7 .1 234.8 0 132.4-.2 158 103.4 156.9 135.2c-1.7 23.4-6.4 41.8-22.5 64.7-18.9 22.5-45.5 58.8-58.1 96.7-6 17.9-8.8 36.1-6.2 53.3-6.5 5.8-11.4 14.7-16.6 20.2-4.2 4.3-10.3 5.9-17 8.3s-14 6-18.5 14.5c-2.1 3.9-2.8 8.1-2.8 12.4 0 3.9 .6 7.9 1.2 11.8 1.2 8.1 2.5 15.7 .8 20.8-5.2 14.4-5.9 24.4-2.2 31.7 3.8 7.3 11.4 10.5 20.1 12.3 17.3 3.6 40.8 2.7 59.3 12.5 19.8 10.4 39.9 14.1 55.9 10.4 11.6-2.6 21.1-9.6 25.9-20.2 12.5-.1 26.3-5.4 48.3-6.6 14.9-1.2 33.6 5.3 55.1 4.1 .6 2.3 1.4 4.6 2.5 6.7v.1c8.3 16.7 23.8 24.3 40.3 23 16.6-1.3 34.1-11 48.3-27.9 13.6-16.4 36-23.2 50.9-32.2 7.4-4.5 13.4-10.1 13.9-18.3 .4-8.2-4.4-17.3-15.5-29.7zM223.7 87.3c9.8-22.2 34.2-21.8 44-.4 6.5 14.2 3.6 30.9-4.3 40.4-1.6-.8-5.9-2.6-12.6-4.9 1.1-1.2 3.1-2.7 3.9-4.6 4.8-11.8-.2-27-9.1-27.3-7.3-.5-13.9 10.8-11.8 23-4.1-2-9.4-3.5-13-4.4-1-6.9-.3-14.6 2.9-21.8zM183 75.8c10.1 0 20.8 14.2 19.1 33.5-3.5 1-7.1 2.5-10.2 4.6 1.2-8.9-3.3-20.1-9.6-19.6-8.4 .7-9.8 21.2-1.8 28.1 1 .8 1.9-.2-5.9 5.5-15.6-14.6-10.5-52.1 8.4-52.1zm-13.6 60.7c6.2-4.6 13.6-10 14.1-10.5 4.7-4.4 13.5-14.2 27.9-14.2 7.1 0 15.6 2.3 25.9 8.9 6.3 4.1 11.3 4.4 22.6 9.3 8.4 3.5 13.7 9.7 10.5 18.2-2.6 7.1-11 14.4-22.7 18.1-11.1 3.6-19.8 16-38.2 14.9-3.9-.2-7-1-9.6-2.1-8-3.5-12.2-10.4-20-15-8.6-4.8-13.2-10.4-14.7-15.3-1.4-4.9 0-9 4.2-12.3zm3.3 334c-2.7 35.1-43.9 34.4-75.3 18-29.9-15.8-68.6-6.5-76.5-21.9-2.4-4.7-2.4-12.7 2.6-26.4v-.2c2.4-7.6 .6-16-.6-23.9-1.2-7.8-1.8-15 .9-20 3.5-6.7 8.5-9.1 14.8-11.3 10.3-3.7 11.8-3.4 19.6-9.9 5.5-5.7 9.5-12.9 14.3-18 5.1-5.5 10-8.1 17.7-6.9 8.1 1.2 15.1 6.8 21.9 16l19.6 35.6c9.5 19.9 43.1 48.4 41 68.9zm-1.4-25.9c-4.1-6.6-9.6-13.6-14.4-19.6 7.1 0 14.2-2.2 16.7-8.9 2.3-6.2 0-14.9-7.4-24.9-13.5-18.2-38.3-32.5-38.3-32.5-13.5-8.4-21.1-18.7-24.6-29.9s-3-23.3-.3-35.2c5.2-22.9 18.6-45.2 27.2-59.2 2.3-1.7 .8 3.2-8.7 20.8-8.5 16.1-24.4 53.3-2.6 82.4 .6-20.7 5.5-41.8 13.8-61.5 12-27.4 37.3-74.9 39.3-112.7 1.1 .8 4.6 3.2 6.2 4.1 4.6 2.7 8.1 6.7 12.6 10.3 12.4 10 28.5 9.2 42.4 1.2 6.2-3.5 11.2-7.5 15.9-9 9.9-3.1 17.8-8.6 22.3-15 7.7 30.4 25.7 74.3 37.2 95.7 6.1 11.4 18.3 35.5 23.6 64.6 3.3-.1 7 .4 10.9 1.4 13.8-35.7-11.7-74.2-23.3-84.9-4.7-4.6-4.9-6.6-2.6-6.5 12.6 11.2 29.2 33.7 35.2 59 2.8 11.6 3.3 23.7 .4 35.7 16.4 6.8 35.9 17.9 30.7 34.8-2.2-.1-3.2 0-4.2 0 3.2-10.1-3.9-17.6-22.8-26.1-19.6-8.6-36-8.6-38.3 12.5-12.1 4.2-18.3 14.7-21.4 27.3-2.8 11.2-3.6 24.7-4.4 39.9-.5 7.7-3.6 18-6.8 29-32.1 22.9-76.7 32.9-114.3 7.2zm257.4-11.5c-.9 16.8-41.2 19.9-63.2 46.5-13.2 15.7-29.4 24.4-43.6 25.5s-26.5-4.8-33.7-19.3c-4.7-11.1-2.4-23.1 1.1-36.3 3.7-14.2 9.2-28.8 9.9-40.6 .8-15.2 1.7-28.5 4.2-38.7 2.6-10.3 6.6-17.2 13.7-21.1 .3-.2 .7-.3 1-.5 .8 13.2 7.3 26.6 18.8 29.5 12.6 3.3 30.7-7.5 38.4-16.3 9-.3 15.7-.9 22.6 5.1 9.9 8.5 7.1 30.3 17.1 41.6 10.6 11.6 14 19.5 13.7 24.6zM173.3 148.7c2 1.9 4.7 4.5 8 7.1 6.6 5.2 15.8 10.6 27.3 10.6 11.6 0 22.5-5.9 31.8-10.8 4.9-2.6 10.9-7 14.8-10.4s5.9-6.3 3.1-6.6-2.6 2.6-6 5.1c-4.4 3.2-9.7 7.4-13.9 9.8-7.4 4.2-19.5 10.2-29.9 10.2s-18.7-4.8-24.9-9.7c-3.1-2.5-5.7-5-7.7-6.9-1.5-1.4-1.9-4.6-4.3-4.9-1.4-.1-1.8 3.7 1.7 6.5z" />
               </svg>
@@ -96,10 +88,7 @@ export default async function Page(props: {
 
         <div className="flex flex-row gap-2 items-left">
           {pypi && (
-            <a
-              target="_blank"
-              href={`https://pypi.org/project/${pypi}/`}
-              rel="noreferrer">
+            <a target="_blank" href={`https://pypi.org/project/${pypi}/`} rel="noreferrer">
               <img
                 src={`https://img.shields.io/pypi/v/${pypi}?color=blue`}
                 className="h-5"
@@ -108,10 +97,7 @@ export default async function Page(props: {
             </a>
           )}
           {npm && (
-            <a
-              target="_blank"
-              href={`https://www.npmjs.com/package/${npm}`}
-              rel="noreferrer">
+            <a target="_blank" href={`https://www.npmjs.com/package/${npm}`} rel="noreferrer">
               <img
                 src={`https://img.shields.io/npm/v/${npm}?color=bf4c4b`}
                 className="h-5"
@@ -138,7 +124,8 @@ export default async function Page(props: {
                 target="_blank"
                 className="inline-flex gap-2 w-fit items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none hover:bg-fd-accent hover:text-fd-accent-foreground p-1.5 [&amp;_svg]:size-5 text-fd-muted-foreground md:[&amp;_svg]:size-4.5"
                 aria-label="Source"
-                data-active="false">
+                data-active="false"
+              >
                 <svg role="img" viewBox="0 0 24 24" fill="currentColor">
                   <path d="M12 .297c-6.63 0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577 0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93 0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176 0 0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22 0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22 0 1.606-.015 2.896-.015 3.286 0 .315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"></path>
                 </svg>
@@ -162,12 +149,13 @@ export default async function Page(props: {
                         href={link}
                         rel="noreferrer noopener"
                         target="_blank"
-                        className="inline-flex gap-2 w-full items-center rounded-md p-2 text-sm hover:bg-fd-accent hover:text-fd-accent-foreground">
+                        className="inline-flex gap-2 w-full items-center rounded-md p-2 text-sm hover:bg-fd-accent hover:text-fd-accent-foreground"
+                      >
                         {link.includes('python')
                           ? 'Python'
                           : link.includes('typescript')
-                            ? 'TypeScript'
-                            : `Source ${index + 1}`}
+                          ? 'TypeScript'
+                          : `Source ${index + 1}`}
                         <ExternalLink className="w-4 h-4 ml-auto" />
                       </a>
                     ))}
@@ -190,10 +178,7 @@ export default async function Page(props: {
   };
 
   return (
-    <DocsPage
-      toc={page.data.toc}
-      tableOfContent={{ header: tocHeader() }}
-      full={page.data.full}>
+    <DocsPage toc={page.data.toc} tableOfContent={{ header: tocHeader() }} full={page.data.full}>
       <div className="flex flex-row w-full items-start">
         <div className="flex-1">
           <div className="flex flex-row w-full">
@@ -209,15 +194,14 @@ export default async function Page(props: {
                         size: 'sm',
                         className: 'gap-2',
                       })
-                    )}>
+                    )}
+                  >
                     {(() => {
                       // Find the current version label
                       let currentLabel = 'Current';
                       if (apiVersionSlug.length > 0) {
                         const found = versionItems.find(
-                          (item) =>
-                            item.label !== 'Current' &&
-                            apiVersionSlug[0] === item.label
+                          (item) => item.label !== 'Current' && apiVersionSlug[0] === item.label
                         );
                         if (found) currentLabel = found.label;
                       }
@@ -238,10 +222,8 @@ export default async function Page(props: {
                           : `/api/${apiSection}/${item.label}`;
                       // Highlight current version
                       const isCurrent =
-                        (item.label === 'Current' &&
-                          apiVersionSlug.length === 0) ||
-                        (item.label !== 'Current' &&
-                          apiVersionSlug[0] === item.label);
+                        (item.label === 'Current' && apiVersionSlug.length === 0) ||
+                        (item.label !== 'Current' && apiVersionSlug[0] === item.label);
                       return (
                         <Link
                           key={item.label}
@@ -249,7 +231,8 @@ export default async function Page(props: {
                           className={cn(
                             'px-3 py-1 rounded hover:bg-fd-muted',
                             isCurrent && 'font-bold bg-fd-muted'
-                          )}>
+                          )}
+                        >
                           API version: {item.label}
                         </Link>
                       );
@@ -259,9 +242,7 @@ export default async function Page(props: {
               )}
             </div>
           </div>
-          <DocsDescription className="text-md mt-1">
-            {page.data.description}
-          </DocsDescription>
+          <DocsDescription className="text-md mt-1">{page.data.description}</DocsDescription>
         </div>
       </div>
       <DocsBody>
@@ -290,8 +271,7 @@ export async function generateMetadata(props: {
 
   let title = `${page.data.title} | Cua Docs`;
   if (page.url.includes('api')) title = `${page.data.title} | Cua API Docs`;
-  if (page.url.includes('guide'))
-    title = ` Guide: ${page.data.title} | Cua Docs`;
+  if (page.url.includes('guide')) title = ` Guide: ${page.data.title} | Cua Docs`;
 
   return {
     title,
diff --git a/docs/src/app/layout.tsx b/docs/src/app/layout.tsx
index e821184e..97b60870 100644
--- a/docs/src/app/layout.tsx
+++ b/docs/src/app/layout.tsx
@@ -24,9 +24,7 @@ export default function Layout({ children }: { children: ReactNode }) {
             <PostHogPageView />
           </Suspense>
           <AnalyticsTracker />
-          <RootProvider search={{ options: { api: '/docs/api/search' } }}>
-            {children}
-          </RootProvider>
+          <RootProvider search={{ options: { api: '/docs/api/search' } }}>{children}</RootProvider>
           <Footer />
           <CookieConsent />
         </PHProvider>
diff --git a/docs/src/app/llms.mdx/[[...slug]]/route.ts b/docs/src/app/llms.mdx/[[...slug]]/route.ts
index 15b8e678..2a87ed97 100644
--- a/docs/src/app/llms.mdx/[[...slug]]/route.ts
+++ b/docs/src/app/llms.mdx/[[...slug]]/route.ts
@@ -5,10 +5,7 @@ import { notFound } from 'next/navigation';
 
 export const revalidate = false;
 
-export async function GET(
-  _req: NextRequest,
-  { params }: { params: Promise<{ slug?: string[] }> }
-) {
+export async function GET(_req: NextRequest, { params }: { params: Promise<{ slug?: string[] }> }) {
   const { slug } = await params;
   const page = source.getPage(slug);
   if (!page) notFound();
diff --git a/docs/src/components/editable-code-block.tsx b/docs/src/components/editable-code-block.tsx
index e8cda746..6da1ded6 100644
--- a/docs/src/components/editable-code-block.tsx
+++ b/docs/src/components/editable-code-block.tsx
@@ -55,14 +55,17 @@ export function EditableCodeBlock({
   const [values, setValues] = useState<Record<string, string>>(defaultValues);
 
   const updateValue = (key: string, value: string) => {
-    setValues(prev => ({ ...prev, [key]: value }));
+    setValues((prev) => ({ ...prev, [key]: value }));
   };
 
   return (
     <EditableCodeContext.Provider value={{ values, updateValue }}>
       <Base.CodeBlock title={title} className={cn('my-4', className)}>
-        <Base.Pre className={cn(`language-${lang}`, "px-3")}>
-          <code className={cn(`language-${lang}`)} style={{ display: 'block', whiteSpace: 'pre-wrap' }}>
+        <Base.Pre className={cn(`language-${lang}`, 'px-3')}>
+          <code
+            className={cn(`language-${lang}`)}
+            style={{ display: 'block', whiteSpace: 'pre-wrap' }}
+          >
             {children}
           </code>
         </Base.Pre>
@@ -219,9 +222,7 @@ export function EditableValue({
         value={value}
         onChange={(e) => updateValue(placeholder, e.target.value)}
         placeholder={placeholder}
-        className={cn(
-          type === 'password' && value && 'text-security-disc'
-        )}
+        className={cn(type === 'password' && value && 'text-security-disc')}
         style={{
           display: 'inline',
           width: inputWidth,
diff --git a/docs/src/components/iou.tsx b/docs/src/components/iou.tsx
index ad342304..05123f58 100644
--- a/docs/src/components/iou.tsx
+++ b/docs/src/components/iou.tsx
@@ -34,7 +34,7 @@ interface IOUProps {
 }
 
 /**
- * A React component that visualizes and calculates the Intersection over Union (IOU) 
+ * A React component that visualizes and calculates the Intersection over Union (IOU)
  * of two rectangles on a canvas
  * @param props - The component props
  * @returns The rendered IOU visualization component
@@ -130,12 +130,7 @@ export default function IOU({ title, description, rect1, rect2 }: IOUProps) {
       <h3 className="text-sm font-semibold ">{title}</h3>
       <div className="flex items-start gap-6">
         <div>
-          <canvas
-            ref={canvasRef}
-            width={200}
-            height={150}
-            className="border bg-white rounded-md"
-          />
+          <canvas ref={canvasRef} width={200} height={150} className="border bg-white rounded-md" />
           <div className="mt-2 text-sm">
             <div className="font-mono mb-2">IOU = {actualIOU.toFixed(3)}</div>
             <span className="">{description}</span>
diff --git a/docs/src/components/mermaid.tsx b/docs/src/components/mermaid.tsx
index e22c31bd..b4ec6a97 100644
--- a/docs/src/components/mermaid.tsx
+++ b/docs/src/components/mermaid.tsx
@@ -28,10 +28,7 @@ export function Mermaid({ chart }: { chart: string }) {
           theme: resolvedTheme === 'dark' ? 'dark' : 'default',
         });
 
-        const { svg, bindFunctions } = await mermaid.render(
-          id,
-          chart.replaceAll('\\n', '\n'),
-        );
+        const { svg, bindFunctions } = await mermaid.render(id, chart.replaceAll('\\n', '\n'));
 
         bindFunctions?.(container);
         setSvg(svg);
@@ -44,4 +41,4 @@ export function Mermaid({ chart }: { chart: string }) {
   }, [chart, id, resolvedTheme]);
 
   return <div ref={containerRef} dangerouslySetInnerHTML={{ __html: svg }} />;
-}
\ No newline at end of file
+}
diff --git a/docs/src/components/page-feedback.tsx b/docs/src/components/page-feedback.tsx
index f7067aec..02dda336 100644
--- a/docs/src/components/page-feedback.tsx
+++ b/docs/src/components/page-feedback.tsx
@@ -45,7 +45,7 @@ export function PageFeedback() {
         <p className="text-sm text-fd-muted-foreground text-left">
           {feedback === 'helpful'
             ? 'Thanks for your feedback!'
-            : 'Thanks for your feedback. We\'ll work on improving this page.'}
+            : "Thanks for your feedback. We'll work on improving this page."}
         </p>
       )}
     </div>
diff --git a/docs/src/lib/source.ts b/docs/src/lib/source.ts
index a202cf80..4841cf65 100644
--- a/docs/src/lib/source.ts
+++ b/docs/src/lib/source.ts
@@ -34,9 +34,7 @@ export async function getApiVersions(
     ...versions.filter((v) => v.label === 'Current'),
     ...versions
       .filter((v) => v.label !== 'Current')
-      .sort((a, b) =>
-        b.label.localeCompare(a.label, undefined, { numeric: true })
-      ),
+      .sort((a, b) => b.label.localeCompare(a.label, undefined, { numeric: true })),
   ];
 }
 
diff --git a/docs/tsconfig.json b/docs/tsconfig.json
index 504b2911..8730cf88 100644
--- a/docs/tsconfig.json
+++ b/docs/tsconfig.json
@@ -2,11 +2,7 @@
   "compilerOptions": {
     "baseUrl": ".",
     "target": "ESNext",
-    "lib": [
-      "dom",
-      "dom.iterable",
-      "esnext"
-    ],
+    "lib": ["dom", "dom.iterable", "esnext"],
     "allowJs": true,
     "skipLibCheck": true,
     "strict": true,
@@ -20,12 +16,8 @@
     "jsx": "preserve",
     "incremental": true,
     "paths": {
-      "@/.source": [
-        "./.source/index.ts"
-      ],
-      "@/*": [
-        "./src/*"
-      ]
+      "@/.source": ["./.source/index.ts"],
+      "@/*": ["./src/*"]
     },
     "plugins": [
       {
@@ -33,13 +25,6 @@
       }
     ]
   },
-  "include": [
-    "next-env.d.ts",
-    "**/*.ts",
-    "**/*.tsx",
-    ".next/types/**/*.ts"
-  ],
-  "exclude": [
-    "node_modules"
-  ]
-}
\ No newline at end of file
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
diff --git a/examples/agent_examples.py b/examples/agent_examples.py
index 816c1851..42fa5c7f 100644
--- a/examples/agent_examples.py
+++ b/examples/agent_examples.py
@@ -2,16 +2,15 @@
 
 import asyncio
 import logging
-import traceback
 import signal
-
-from computer import Computer, VMProviderType
+import traceback
 
 # Import the unified agent class and types
 from agent import ComputerAgent
+from computer import Computer, VMProviderType
 
 # Import utility functions
-from utils import load_dotenv_files, handle_sigint
+from utils import handle_sigint, load_dotenv_files
 
 # Set up logging
 logging.basicConfig(level=logging.INFO)
@@ -40,25 +39,20 @@ async def run_agent_example():
         # Create ComputerAgent with new API
         agent = ComputerAgent(
             # Supported models:
-            
             # == OpenAI CUA (computer-use-preview) ==
             model="openai/computer-use-preview",
-
             # == Anthropic CUA (Claude > 3.5) ==
-            # model="anthropic/claude-opus-4-20250514", 
+            # model="anthropic/claude-opus-4-20250514",
             # model="anthropic/claude-sonnet-4-20250514",
             # model="anthropic/claude-3-7-sonnet-20250219",
             # model="anthropic/claude-3-5-sonnet-20241022",
-
             # == UI-TARS ==
             # model="huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B",
             # model="mlx/mlx-community/UI-TARS-1.5-7B-6bit",
             # model="ollama_chat/0000/ui-tars-1.5-7b",
-
             # == Omniparser + Any LLM ==
             # model="omniparser+anthropic/claude-opus-4-20250514",
             # model="omniparser+ollama_chat/gemma3:12b-it-q4_K_M",
-
             tools=[computer],
             only_n_most_recent_images=3,
             verbosity=logging.DEBUG,
@@ -79,18 +73,18 @@ async def run_agent_example():
 
         # Use message-based conversation history
         history = []
-        
+
         for i, task in enumerate(tasks):
             print(f"\nExecuting task {i+1}/{len(tasks)}: {task}")
-            
+
             # Add user message to history
             history.append({"role": "user", "content": task})
-            
+
             # Run agent with conversation history
             async for result in agent.run(history, stream=False):
                 # Add agent outputs to history
                 history += result.get("output", [])
-                
+
                 # Print output for debugging
                 for item in result.get("output", []):
                     if item.get("type") == "message":
@@ -104,7 +98,7 @@ async def run_agent_example():
                         print(f"Computer Action: {action_type}({action})")
                     elif item.get("type") == "computer_call_output":
                         print("Computer Output: [Screenshot/Result]")
-                        
+
             print(f"✅ Task {i+1}/{len(tasks)} completed: {task}")
 
     except Exception as e:
diff --git a/examples/cloud_api_examples.py b/examples/cloud_api_examples.py
index 88b1ea66..dd7d95ee 100644
--- a/examples/cloud_api_examples.py
+++ b/examples/cloud_api_examples.py
@@ -1,11 +1,13 @@
 import asyncio
 import os
+
 from utils import load_dotenv_files
 
 load_dotenv_files()
 
 from computer.providers.cloud.provider import CloudProvider
 
+
 async def main() -> None:
     api_key = os.getenv("CUA_API_KEY")
     if not api_key:
@@ -13,7 +15,7 @@ async def main() -> None:
     api_base = os.getenv("CUA_API_BASE")
     if api_base:
         print(f"Using API base: {api_base}")
-    
+
     provider = CloudProvider(api_key=api_key, verbose=True)
     async with provider:
 
@@ -23,7 +25,7 @@ async def main() -> None:
         for vm in vms:
             print(
                 f"name: {vm['name']}\n",
-                f"status: {vm['status']}\n", # pending, running, stopped, terminated, failed
+                f"status: {vm['status']}\n",  # pending, running, stopped, terminated, failed
                 f"api_url: {vm.get('api_url')}\n",
                 f"vnc_url: {vm.get('vnc_url')}\n",
             )
@@ -59,12 +61,13 @@ async def main() -> None:
         # # To probe a VM's status via its public hostname (if you know the name):
         # name = "m-linux-96lcxd2c2k"
         # info = await provider.get_vm(name)
-        # print("get_vm info:\n", 
+        # print("get_vm info:\n",
         #     f"name: {info['name']}\n",
         #     f"status: {info['status']}\n", # running
         #     f"api_url: {info.get('api_url')}\n",
         #     f"os_type: {info.get('os_type')}\n",
         # )
 
+
 if __name__ == "__main__":
     asyncio.run(main())
diff --git a/examples/computer-example-ts/README.md b/examples/computer-example-ts/README.md
index 7e7fc81e..2f6b6e9c 100644
--- a/examples/computer-example-ts/README.md
+++ b/examples/computer-example-ts/README.md
@@ -19,6 +19,7 @@ This example demonstrates how to control a Cua Cloud Sandbox using the OpenAI `c
 
 2. **Set up environment variables:**
    Create a `.env` file with the following variables:
+
    - `OPENAI_API_KEY` — your OpenAI API key
    - `CUA_API_KEY` — your Cua Cloud API key
    - `CUA_CONTAINER_NAME` — the name of your provisioned sandbox
diff --git a/examples/computer-example-ts/src/helpers.ts b/examples/computer-example-ts/src/helpers.ts
index adad2347..7f914f0d 100644
--- a/examples/computer-example-ts/src/helpers.ts
+++ b/examples/computer-example-ts/src/helpers.ts
@@ -1,63 +1,63 @@
-import type { Computer } from "@trycua/computer";
-import type OpenAI from "openai";
+import type { Computer } from '@trycua/computer';
+import type OpenAI from 'openai';
 
 export async function executeAction(
-	computer: Computer,
-	action: OpenAI.Responses.ResponseComputerToolCall["action"],
+  computer: Computer,
+  action: OpenAI.Responses.ResponseComputerToolCall['action']
 ) {
-	switch (action.type) {
-		case "click": {
-			const { x, y, button } = action;
-			console.log(`Executing click at (${x}, ${y}) with button '${button}'.`);
-			await computer.interface.moveCursor(x, y);
-			if (button === "right") await computer.interface.rightClick();
-			else await computer.interface.leftClick();
-			break;
-		}
-		case "type":
-			{
-				const { text } = action;
-				console.log(`Typing text: ${text}`);
-				await computer.interface.typeText(text);
-			}
-			break;
-		case "scroll": {
-			const { x: locX, y: locY, scroll_x, scroll_y } = action;
-			console.log(
-				`Scrolling at (${locX}, ${locY}) with offsets (scroll_x=${scroll_x}, scroll_y=${scroll_y}).`,
-			);
-			await computer.interface.moveCursor(locX, locY);
-			await computer.interface.scroll(scroll_x, scroll_y);
-			break;
-		}
-		case "keypress": {
-			const { keys } = action;
-			for (const key of keys) {
-				console.log(`Pressing key: ${key}.`);
-				// Map common key names to CUA equivalents
-				if (key.toLowerCase() === "enter") {
-					await computer.interface.pressKey("return");
-				} else if (key.toLowerCase() === "space") {
-					await computer.interface.pressKey("space");
-				} else {
-					await computer.interface.pressKey(key);
-				}
-			}
-			break;
-		}
-		case "wait": {
-			console.log(`Waiting for 3 seconds.`);
-			await new Promise((resolve) => setTimeout(resolve, 3 * 1000));
-			break;
-		}
-		case "screenshot": {
-			console.log("Taking screenshot.");
-			// This is handled automatically in the main loop, but we can take an extra one if requested
-			const screenshot = await computer.interface.screenshot();
-			return screenshot;
-		}
-		default:
-			console.log(`Unrecognized action: ${action.type}`);
-			break;
-	}
+  switch (action.type) {
+    case 'click': {
+      const { x, y, button } = action;
+      console.log(`Executing click at (${x}, ${y}) with button '${button}'.`);
+      await computer.interface.moveCursor(x, y);
+      if (button === 'right') await computer.interface.rightClick();
+      else await computer.interface.leftClick();
+      break;
+    }
+    case 'type':
+      {
+        const { text } = action;
+        console.log(`Typing text: ${text}`);
+        await computer.interface.typeText(text);
+      }
+      break;
+    case 'scroll': {
+      const { x: locX, y: locY, scroll_x, scroll_y } = action;
+      console.log(
+        `Scrolling at (${locX}, ${locY}) with offsets (scroll_x=${scroll_x}, scroll_y=${scroll_y}).`
+      );
+      await computer.interface.moveCursor(locX, locY);
+      await computer.interface.scroll(scroll_x, scroll_y);
+      break;
+    }
+    case 'keypress': {
+      const { keys } = action;
+      for (const key of keys) {
+        console.log(`Pressing key: ${key}.`);
+        // Map common key names to CUA equivalents
+        if (key.toLowerCase() === 'enter') {
+          await computer.interface.pressKey('return');
+        } else if (key.toLowerCase() === 'space') {
+          await computer.interface.pressKey('space');
+        } else {
+          await computer.interface.pressKey(key);
+        }
+      }
+      break;
+    }
+    case 'wait': {
+      console.log(`Waiting for 3 seconds.`);
+      await new Promise((resolve) => setTimeout(resolve, 3 * 1000));
+      break;
+    }
+    case 'screenshot': {
+      console.log('Taking screenshot.');
+      // This is handled automatically in the main loop, but we can take an extra one if requested
+      const screenshot = await computer.interface.screenshot();
+      return screenshot;
+    }
+    default:
+      console.log(`Unrecognized action: ${action.type}`);
+      break;
+  }
 }
diff --git a/examples/computer-example-ts/src/index.ts b/examples/computer-example-ts/src/index.ts
index d58a9843..29ff926d 100644
--- a/examples/computer-example-ts/src/index.ts
+++ b/examples/computer-example-ts/src/index.ts
@@ -1,104 +1,103 @@
-import { Computer, OSType } from "@trycua/computer";
-import OpenAI from "openai";
-import { executeAction } from "./helpers";
+import { Computer, OSType } from '@trycua/computer';
+import OpenAI from 'openai';
+import { executeAction } from './helpers';
 
-import "dotenv/config";
+import 'dotenv/config';
 
 const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });
 
-const COMPUTER_USE_PROMPT = "Open firefox and go to trycua.com";
+const COMPUTER_USE_PROMPT = 'Open firefox and go to trycua.com';
 
 // Initialize the Computer Connection
 const computer = new Computer({
-	apiKey: process.env.CUA_API_KEY!,
-	name: process.env.CUA_CONTAINER_NAME!,
-	osType: OSType.LINUX,
+  apiKey: process.env.CUA_API_KEY!,
+  name: process.env.CUA_CONTAINER_NAME!,
+  osType: OSType.LINUX,
 });
 
 await computer.run();
 // Take the initial screenshot
 const screenshot = await computer.interface.screenshot();
-const screenshotBase64 = screenshot.toString("base64");
+const screenshotBase64 = screenshot.toString('base64');
 
 // Setup openai config for computer use
 const computerUseConfig: OpenAI.Responses.ResponseCreateParamsNonStreaming = {
-	model: "computer-use-preview",
-	tools: [
-		{
-			type: "computer_use_preview",
-			display_width: 1024,
-			display_height: 768,
-			environment: "linux", // we're using a linux vm
-		},
-	],
-	truncation: "auto",
+  model: 'computer-use-preview',
+  tools: [
+    {
+      type: 'computer_use_preview',
+      display_width: 1024,
+      display_height: 768,
+      environment: 'linux', // we're using a linux vm
+    },
+  ],
+  truncation: 'auto',
 };
 
 // Send initial screenshot to the openai computer use model
 let res = await openai.responses.create({
-	...computerUseConfig,
-	input: [
-		{
-			role: "user",
-			content: [
-				// what we want the ai to do
-				{ type: "input_text", text: COMPUTER_USE_PROMPT },
-				// current screenshot of the vm
-				{
-					type: "input_image",
-					image_url: `data:image/png;base64,${screenshotBase64}`,
-					detail: "auto",
-				},
-			],
-		},
-	],
+  ...computerUseConfig,
+  input: [
+    {
+      role: 'user',
+      content: [
+        // what we want the ai to do
+        { type: 'input_text', text: COMPUTER_USE_PROMPT },
+        // current screenshot of the vm
+        {
+          type: 'input_image',
+          image_url: `data:image/png;base64,${screenshotBase64}`,
+          detail: 'auto',
+        },
+      ],
+    },
+  ],
 });
 
 // Loop until there are no more computer use actions.
 while (true) {
-	const computerCalls = res.output.filter((o) => o.type === "computer_call");
-	if (computerCalls.length < 1) {
-		console.log("No more computer calls. Loop complete.");
-		break;
-	}
-	// Get the first call
-	const call = computerCalls[0];
-	const action = call.action;
-	console.log("Received action from OpenAI Responses API:", action);
-	let ackChecks: OpenAI.Responses.ResponseComputerToolCall.PendingSafetyCheck[] =
-		[];
-	if (call.pending_safety_checks.length > 0) {
-		console.log("Safety checks pending:", call.pending_safety_checks);
-		// In a real implementation, you would want to get user confirmation here
-		ackChecks = call.pending_safety_checks;
-	}
+  const computerCalls = res.output.filter((o) => o.type === 'computer_call');
+  if (computerCalls.length < 1) {
+    console.log('No more computer calls. Loop complete.');
+    break;
+  }
+  // Get the first call
+  const call = computerCalls[0];
+  const action = call.action;
+  console.log('Received action from OpenAI Responses API:', action);
+  let ackChecks: OpenAI.Responses.ResponseComputerToolCall.PendingSafetyCheck[] = [];
+  if (call.pending_safety_checks.length > 0) {
+    console.log('Safety checks pending:', call.pending_safety_checks);
+    // In a real implementation, you would want to get user confirmation here
+    ackChecks = call.pending_safety_checks;
+  }
 
-	// Execute the action in the container
-	await executeAction(computer, action);
-	// Wait for changes to process within the container (1sec)
-	await new Promise((resolve) => setTimeout(resolve, 1000));
+  // Execute the action in the container
+  await executeAction(computer, action);
+  // Wait for changes to process within the container (1sec)
+  await new Promise((resolve) => setTimeout(resolve, 1000));
 
-	// Capture new screenshot
-	const newScreenshot = await computer.interface.screenshot();
-	const newScreenshotBase64 = newScreenshot.toString("base64");
+  // Capture new screenshot
+  const newScreenshot = await computer.interface.screenshot();
+  const newScreenshotBase64 = newScreenshot.toString('base64');
 
-	// Screenshot back as computer_call_output
+  // Screenshot back as computer_call_output
 
-	res = await openai.responses.create({
-		...computerUseConfig,
-		previous_response_id: res.id,
-		input: [
-			{
-				type: "computer_call_output",
-				call_id: call.call_id,
-				acknowledged_safety_checks: ackChecks,
-				output: {
-					type: "computer_screenshot",
-					image_url: `data:image/png;base64,${newScreenshotBase64}`,
-				},
-			},
-		],
-	});
+  res = await openai.responses.create({
+    ...computerUseConfig,
+    previous_response_id: res.id,
+    input: [
+      {
+        type: 'computer_call_output',
+        call_id: call.call_id,
+        acknowledged_safety_checks: ackChecks,
+        output: {
+          type: 'computer_screenshot',
+          image_url: `data:image/png;base64,${newScreenshotBase64}`,
+        },
+      },
+    ],
+  });
 }
 
 process.exit();
diff --git a/examples/computer-example-ts/tsconfig.json b/examples/computer-example-ts/tsconfig.json
index c606e279..9d3e969a 100644
--- a/examples/computer-example-ts/tsconfig.json
+++ b/examples/computer-example-ts/tsconfig.json
@@ -1,17 +1,13 @@
 {
   "compilerOptions": {
     "target": "esnext",
-    "lib": [
-      "es2023"
-    ],
+    "lib": ["es2023"],
     "moduleDetection": "force",
     "module": "preserve",
     "moduleResolution": "bundler",
     "allowImportingTsExtensions": true,
     "resolveJsonModule": true,
-    "types": [
-      "node"
-    ],
+    "types": ["node"],
     "allowSyntheticDefaultImports": true,
     "strict": true,
     "noUnusedLocals": true,
@@ -21,9 +17,7 @@
     "isolatedModules": true,
     "verbatimModuleSyntax": true,
     "skipLibCheck": true,
-    "outDir": "build",
+    "outDir": "build"
   },
-  "include": [
-    "src"
-  ]
-}
\ No newline at end of file
+  "include": ["src"]
+}
diff --git a/examples/computer_examples.py b/examples/computer_examples.py
index bb9e7ad9..7e990e8b 100644
--- a/examples/computer_examples.py
+++ b/examples/computer_examples.py
@@ -1,8 +1,8 @@
-import os
 import asyncio
-from pathlib import Path
+import os
 import sys
 import traceback
+from pathlib import Path
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -20,8 +20,9 @@ for path in pythonpath.split(":"):
         print(f"Added to sys.path: {path}")
 
 from computer.computer import Computer
-from computer.providers.base import VMProviderType
 from computer.logger import LogLevel
+from computer.providers.base import VMProviderType
+
 
 async def main():
     try:
@@ -29,17 +30,15 @@ async def main():
 
         # Create a local macOS computer
         computer = Computer(
-            display="1024x768", 
-            memory="8GB", 
-            cpu="4", 
+            display="1024x768",
+            memory="8GB",
+            cpu="4",
             os_type="macos",
             name="macos",
             verbosity=LogLevel.VERBOSE,
             provider_type=VMProviderType.LUME,
             storage="/Users/<USER>/repos/trycua/computer/examples/storage",
-            shared_directories=[
-                "/Users/<USER>/repos/trycua/computer/examples/shared"
-            ],
+            shared_directories=["/Users/<USER>/repos/trycua/computer/examples/shared"],
             ephemeral=False,
         )
 
@@ -50,22 +49,22 @@ async def main():
         #     name=os.getenv("CONTAINER_NAME"),
         #     provider_type=VMProviderType.CLOUD,
         # )
-        
+
         try:
             # Run the computer with default parameters
             await computer.run()
-            
+
             screenshot = await computer.interface.screenshot()
-            
+
             # Create output directory if it doesn't exist
             output_dir = Path("./output")
             output_dir.mkdir(exist_ok=True)
-            
+
             screenshot_path = output_dir / "screenshot.png"
             with open(screenshot_path, "wb") as f:
                 f.write(screenshot)
             print(f"Screenshot saved to: {screenshot_path.absolute()}")
-            
+
             # await computer.interface.hotkey("command", "space")
 
             # res = await computer.interface.run_command("touch ./Downloads/empty_file")
diff --git a/examples/computer_examples_windows.py b/examples/computer_examples_windows.py
index adcce8ae..19d228bf 100644
--- a/examples/computer_examples_windows.py
+++ b/examples/computer_examples_windows.py
@@ -1,8 +1,8 @@
-import os
 import asyncio
-from pathlib import Path
+import os
 import sys
 import traceback
+from pathlib import Path
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -21,12 +21,13 @@ for path in pythonpath.split(":"):
         print(f"Added to sys.path: {path}")
 
 from computer.computer import Computer
-from computer.providers.base import VMProviderType
 from computer.logger import LogLevel
+from computer.providers.base import VMProviderType
 
 # ANSI color codes
-RED = '\033[91m'
-RESET = '\033[0m'
+RED = "\033[91m"
+RESET = "\033[0m"
+
 
 async def main():
     try:
@@ -39,15 +40,15 @@ async def main():
             name=os.getenv("CONTAINER_NAME") or "",
             provider_type=VMProviderType.CLOUD,
         )
-        
+
         try:
             # Run the computer with default parameters
             await computer.run()
-            
+
             # Create output directory if it doesn't exist
             output_dir = Path("./output")
             output_dir.mkdir(exist_ok=True)
-            
+
             # Keyboard Actions Examples
             print("\n=== Keyboard Actions ===")
             await computer.interface.type_text("Hello, World!")
@@ -65,8 +66,10 @@ async def main():
 
             @sandboxed("demo_venv")
             def greet_and_print(name):
-                from mss import mss
                 import os
+
+                from mss import mss
+
                 # get username
                 username = os.getlogin()
                 print(f"Hello from inside the container, {name}!")
@@ -75,9 +78,9 @@ async def main():
 
                 # take a screenshot
                 with mss() as sct:
-                    filename = sct.shot(mon=-1, output='C:/Users/azureuser/Desktop/fullscreen.png')
+                    filename = sct.shot(mon=-1, output="C:/Users/azureuser/Desktop/fullscreen.png")
                     print(filename)
-                
+
                 return {"greeted": name, "username": username}
 
             # Call with args and kwargs
@@ -94,33 +97,32 @@ async def main():
             with open(screenshot_path, "wb") as f:
                 f.write(screenshot)
             print(f"Screenshot saved to: {screenshot_path.absolute()}")
-            
+
             # Clipboard Actions Examples
             print("\n=== Clipboard Actions ===")
             await computer.interface.set_clipboard("Test clipboard")
             content = await computer.interface.copy_to_clipboard()
             print(f"Clipboard content: {content}")
 
-
             # Simple REPL Loop
             print("\n=== Command REPL ===")
             print("Enter commands to run on the remote computer.")
             print("Type 'exit' or 'quit' to leave the REPL.\n")
-            
+
             while True:
                 try:
                     # Get command from user
                     command = input("command> ").strip()
-                    
+
                     # Check for exit commands
-                    if command.lower() in ['exit', 'quit', '']:
-                        if command.lower() in ['exit', 'quit']:
+                    if command.lower() in ["exit", "quit", ""]:
+                        if command.lower() in ["exit", "quit"]:
                             print("Exiting REPL...")
                         break
-                    
+
                     # Run the command
                     result = await computer.interface.run_command(command)
-                    
+
                     print(result.stdout)
                     if result.stderr:
                         print(f"{RED}{result.stderr}{RESET}")
@@ -130,7 +132,6 @@ async def main():
                 except Exception as e:
                     print(f"{RED}Error running command: {e}{RESET}")
 
-
         finally:
             # Important to clean up resources
             # await computer.stop()
diff --git a/examples/computer_ui_examples.py b/examples/computer_ui_examples.py
index 0c1d0974..2151b9d8 100644
--- a/examples/computer_ui_examples.py
+++ b/examples/computer_ui_examples.py
@@ -23,9 +23,9 @@ if __name__ == "__main__":
         server_name="0.0.0.0",
         server_port=7860,
     )
-    
+
     # Optional: Using the saved dataset
     # import datasets
     # from computer.ui.utils import convert_to_unsloth
     # ds = datasets.load_dataset("ddupont/highquality-cua-demonstrations")
-    # ds = convert_to_unsloth(ds)
\ No newline at end of file
+    # ds = convert_to_unsloth(ds)
diff --git a/examples/docker_examples.py b/examples/docker_examples.py
index 42dcf3ac..e84aa747 100644
--- a/examples/docker_examples.py
+++ b/examples/docker_examples.py
@@ -1,8 +1,10 @@
 import asyncio
-from computer.providers.factory import VMProviderFactory
-from computer import Computer, VMProviderType
 import os
 
+from computer import Computer, VMProviderType
+from computer.providers.factory import VMProviderFactory
+
+
 async def main():
     # # Create docker provider
     # provider = VMProviderFactory.create_provider(
@@ -39,5 +41,6 @@ async def main():
     with open("screenshot_docker.png", "wb") as f:
         f.write(screenshot)
 
+
 if __name__ == "__main__":
     asyncio.run(main())
diff --git a/examples/evals/hud_eval_examples.py b/examples/evals/hud_eval_examples.py
index 86da50df..f49d7b84 100644
--- a/examples/evals/hud_eval_examples.py
+++ b/examples/evals/hud_eval_examples.py
@@ -6,7 +6,7 @@ hud_eval_examples.py — minimal HUD evaluation runner
 - No Docker/local computer usage
 """
 
-#imports
+# imports
 import asyncio
 import logging
 import os
@@ -14,13 +14,15 @@ import uuid
 from pathlib import Path
 from pprint import pprint
 
-from dotenv import load_dotenv, find_dotenv
 from agent import ComputerAgent
 from agent.integrations.hud import run_full_dataset
+from dotenv import find_dotenv, load_dotenv
 
 """
 Loading env
 """
+
+
 def load_env_or_fail() -> None:
     # Walk up from CWD / file dir to find nearest .env
     env_path = find_dotenv(usecwd=False)
@@ -32,17 +34,19 @@ def load_env_or_fail() -> None:
     if not os.getenv("HUD_API_KEY"):
         raise EnvironmentError("❌ HUD_API_KEY is missing in the loaded environment")
 
+
 """
 Build Agent Config
 - customize agent behavior, tool integration, callbacks, resource management, and more
 - https://docs.trycua.com/docs/agent-sdk/agent-loops#parameters
 - https://docs.trycua.com/docs/agent-sdk/supported-model-providers
 """
+
+
 def build_agent_config() -> dict:
 
     instruction = "You are a computer-using agent graded by deterministic checkers."
 
-
     return {
         "model": "openai/computer-use-preview",
         "trajectory_dir": str(Path("trajectories")),
@@ -51,21 +55,25 @@ def build_agent_config() -> dict:
         "instruction": instruction,
     }
 
+
 """
 Hud Eval
 """
+
+
 async def run_hud_eval() -> None:
-    #load env and agent config
+    # load env and agent config
     load_env_or_fail()
     agent_config = build_agent_config()
 
     # Initialize to ensure config is valid (tools, verbosity, etc.)
     _ = ComputerAgent(**agent_config)
 
-    job_name = f"osworld-test-{str(uuid.uuid4())[:4]}" #job name (each run of your task is a job on hud)
+    job_name = (
+        f"osworld-test-{str(uuid.uuid4())[:4]}"  # job name (each run of your task is a job on hud)
+    )
     print(f"🚀 Running HUD eval: {job_name}")
 
-
     """
     Customize your hud eval below, check the doc for additional params
     - https://docs.trycua.com/docs/agent-sdk/integrations/hud#parameters-1
diff --git a/examples/pylume_examples.py b/examples/pylume_examples.py
index 37dead88..35e89ed6 100644
--- a/examples/pylume_examples.py
+++ b/examples/pylume_examples.py
@@ -1,5 +1,6 @@
 import asyncio
-from pylume import PyLume, ImageRef, VMRunOpts, SharedDirectory, VMConfig, VMUpdateOpts
+
+from pylume import ImageRef, PyLume, SharedDirectory, VMConfig, VMRunOpts, VMUpdateOpts
 
 
 async def main():
diff --git a/examples/sandboxed_functions_examples.py b/examples/sandboxed_functions_examples.py
index 93d93021..a983f95d 100644
--- a/examples/sandboxed_functions_examples.py
+++ b/examples/sandboxed_functions_examples.py
@@ -1,6 +1,6 @@
-from pathlib import Path
 import os
 import sys
+from pathlib import Path
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -18,14 +18,16 @@ for path in pythonpath.split(":"):
         print(f"Added to sys.path: {path}")
 
 import asyncio
+
 from computer.computer import Computer
 from computer.helpers import sandboxed
 
+
 async def main():
     # Initialize the computer in a Cua Container
     computer = Computer()
     await computer.run()
-    
+
     # Install a package in a virtual environment in the container
     await computer.venv_install("demo_venv", ["requests", "macos-pyxa"])
 
@@ -39,6 +41,7 @@ async def main():
     def greet_and_print(name):
         # get .html of the current Safari tab
         import PyXA
+
         safari = PyXA.Application("Safari")
         current_doc = safari.current_document
         html = current_doc.source()
@@ -50,5 +53,6 @@ async def main():
     result = await greet_and_print("Cua")
     print("Result from sandboxed function:", result)
 
+
 if __name__ == "__main__":
     asyncio.run(main())
diff --git a/examples/som_examples.py b/examples/som_examples.py
index 4dc3e38b..5cb4567f 100644
--- a/examples/som_examples.py
+++ b/examples/som_examples.py
@@ -9,17 +9,18 @@ This script shows how to:
 """
 
 import argparse
-import logging
-import sys
-from pathlib import Path
-import time
-from PIL import Image
-from typing import Dict, Any, List, Optional
-import numpy as np
-import io
 import base64
 import glob
+import io
+import logging
 import os
+import sys
+import time
+from pathlib import Path
+from typing import Any, Dict, List, Optional
+
+import numpy as np
+from PIL import Image
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -42,8 +43,8 @@ if str(libs_path) not in sys.path:
     sys.path.append(str(libs_path))
     print(f"Added to sys.path: {libs_path}")
 
-from som import OmniParser, ParseResult, IconElement, TextElement
-from som.models import UIElement, ParserMetadata, BoundingBox
+from som import IconElement, OmniParser, ParseResult, TextElement
+from som.models import BoundingBox, ParserMetadata, UIElement
 
 # Configure logging
 logging.basicConfig(
@@ -361,7 +362,7 @@ def run_experiments(input_path: str, output_dir: Path, use_ocr: bool = False):
 
                         # Update timing totals
                         total_time += t.elapsed_time
-                        
+
                     # Write summary for this combination
                     avg_time = total_time / len(image_files)
                     f.write(
diff --git a/examples/utils.py b/examples/utils.py
index 759b0b6e..7ad94e5c 100644
--- a/examples/utils.py
+++ b/examples/utils.py
@@ -1,8 +1,8 @@
 """Utility functions for example scripts."""
 
 import os
-import sys
 import signal
+import sys
 from pathlib import Path
 from typing import Optional
 
diff --git a/examples/winsandbox_example.py b/examples/winsandbox_example.py
index cd5ab5c1..98fa0f44 100644
--- a/examples/winsandbox_example.py
+++ b/examples/winsandbox_example.py
@@ -4,11 +4,13 @@ Learn more at: https://learn.microsoft.com/en-us/windows/security/application-se
 """
 
 import asyncio
+
 from computer import Computer
 
+
 async def main():
     """Test the Windows Sandbox provider."""
-    
+
     # Create a computer instance using Windows Sandbox
     computer = Computer(
         provider_type="winsandbox",
@@ -16,19 +18,19 @@ async def main():
         memory="4GB",
         # ephemeral=True,  # Always true for Windows Sandbox
     )
-    
+
     try:
         print("Starting Windows Sandbox...")
         await computer.run()
-        
+
         print("Windows Sandbox is ready!")
         print(f"IP Address: {await computer.get_ip()}")
-        
+
         # Test basic functionality
         print("Testing basic functionality...")
         screenshot = await computer.interface.screenshot()
         print(f"Screenshot taken: {len(screenshot)} bytes")
-        
+
         # Test running a command
         print("Testing command execution...")
         result = await computer.interface.run_command("echo Hello from Windows Sandbox!")
@@ -36,16 +38,18 @@ async def main():
 
         print("Press any key to continue...")
         input()
-        
+
     except Exception as e:
         print(f"Error: {e}")
         import traceback
+
         traceback.print_exc()
-    
+
     finally:
         print("Stopping Windows Sandbox...")
         await computer.stop()
         print("Windows Sandbox stopped.")
 
+
 if __name__ == "__main__":
     asyncio.run(main())
diff --git a/libs/kasm/README.md b/libs/kasm/README.md
index 884f7ed7..00c02019 100644
--- a/libs/kasm/README.md
+++ b/libs/kasm/README.md
@@ -70,14 +70,17 @@ async with provider:
 ## Container Configuration
 
 ### Ports
+
 - **6901**: VNC web interface (noVNC)
 - **8080**: Computer-server API endpoint
 
 ### Environment Variables
+
 - `VNC_PW`: VNC password (default: "password")
 - `DISPLAY`: X11 display (set to ":0")
 
 ### Volumes
+
 - `/home/kasm-user/storage`: Persistent storage mount point
 - `/home/kasm-user/shared`: Shared folder mount point
 
diff --git a/libs/lume/CONTRIBUTING.md b/libs/lume/CONTRIBUTING.md
index 6c51a416..edbe6c8a 100644
--- a/libs/lume/CONTRIBUTING.md
+++ b/libs/lume/CONTRIBUTING.md
@@ -29,6 +29,7 @@ We're always looking for suggestions to make lume better. If you have an idea:
 ## Documentation
 
 Documentation improvements are always welcome. You can:
+
 - Fix typos or unclear explanations
 - Add examples and use cases
 - Improve API documentation
@@ -36,4 +37,4 @@ Documentation improvements are always welcome. You can:
 
 For detailed instructions on setting up your development environment and submitting code contributions, please see our [Development.md](docs/Development.md) guide.
 
-Feel free to join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss ideas or get help with your contributions. 
\ No newline at end of file
+Feel free to join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss ideas or get help with your contributions.
diff --git a/libs/lume/Development.md b/libs/lume/Development.md
index 0ddf8c5e..f991a49e 100644
--- a/libs/lume/Development.md
+++ b/libs/lume/Development.md
@@ -5,6 +5,7 @@ This guide will help you set up your development environment and understand the
 ## Environment Setup
 
 Lume development requires:
+
 - Swift 6 or higher
 - Xcode 15 or higher
 - macOS Sequoia 15.2 or higher
@@ -16,12 +17,13 @@ If you're working on Lume in the context of the Cua monorepo, we recommend using
 # Open VS Code workspace from the root of the monorepo
 code .vscode/lume.code-workspace
 ```
+
 This workspace is preconfigured with Swift language support, build tasks, and debug configurations.
 
 ## Setting Up the Repository Locally
 
 1. **Fork the Repository**: Create your own fork of lume
-2. **Clone the Repository**: 
+2. **Clone the Repository**:
    ```bash
    git clone https://github.com/trycua/lume.git
    cd lume
diff --git a/libs/lume/README.md b/libs/lume/README.md
index c90c250a..1ea563c9 100644
--- a/libs/lume/README.md
+++ b/libs/lume/README.md
@@ -8,13 +8,13 @@
     </picture>
   </div>
 
-  [![Swift 6](https://img.shields.io/badge/Swift_6-F54A2A?logo=swift&logoColor=white&labelColor=F54A2A)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![Swift 6](https://img.shields.io/badge/Swift_6-F54A2A?logo=swift&logoColor=white&labelColor=F54A2A)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+
 </h1>
 </div>
 
-
 **lume** is a lightweight Command Line Interface and local API server to create, run and manage macOS and Linux virtual machines (VMs) with near-native performance on Apple Silicon, using Apple's `Virtualization.Framework`.
 
 ### Run prebuilt macOS images in just 1 step
@@ -43,6 +43,7 @@ All prebuilt images use the default password `lume`. Change this immediately aft
 </Callout>
 
 **System Requirements**:
+
 - Apple Silicon Mac (M1, M2, M3, etc.)
 - macOS 13.0 or later
 - At least 8GB of RAM (16GB recommended)
diff --git a/libs/lumier/README.md b/libs/lumier/README.md
index 92cfc559..61825867 100644
--- a/libs/lumier/README.md
+++ b/libs/lumier/README.md
@@ -8,9 +8,10 @@
     </picture>
   </div>
 
-  [![Swift 6](https://img.shields.io/badge/Swift_6-F54A2A?logo=swift&logoColor=white&labelColor=F54A2A)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![Swift 6](https://img.shields.io/badge/Swift_6-F54A2A?logo=swift&logoColor=white&labelColor=F54A2A)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+
 </h1>
 </div>
 
@@ -21,6 +22,7 @@ macOS and Linux virtual machines in a Docker container.
 </div>
 
 ## What is Lumier?
+
 **Lumier** is an interface for running macOS virtual machines with minimal setup. It uses Docker as a packaging system to deliver a pre-configured environment that connects to the `lume` virtualization service running on your host machine. With Lumier, you get:
 
 - A ready-to-use macOS or Linux virtual machine in minutes
@@ -35,6 +37,7 @@ Before using Lumier, make sure you have:
 1. **Docker for Apple Silicon** - download it [here](https://desktop.docker.com/mac/main/arm64/Docker.dmg) and follow the installation instructions.
 
 2. **Lume** - This is the virtualization CLI that powers Lumier. Install it with this command:
+
 ```bash
 /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)"
 ```
@@ -69,6 +72,7 @@ After running the command above, you can access your macOS VM through a web brow
 This project was inspired by [dockur/windows](https://github.com/dockur/windows) and [dockur/macos](https://github.com/dockur/macos), which pioneered the approach of running Windows and macOS VMs in Docker containers.
 
 Main differences with dockur/macos:
+
 - Lumier is specifically designed for macOS virtualization
 - Lumier supports Apple Silicon (M1/M2/M3/M4) while dockur/macos only supports Intel
 - Lumier uses the Apple Virtualization Framework (Vz) through the `lume` CLI to create true virtual machines, while dockur relies on KVM.
diff --git a/libs/python/agent/README.md b/libs/python/agent/README.md
index ed90076b..69adc242 100644
--- a/libs/python/agent/README.md
+++ b/libs/python/agent/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+
 </h1>
 </div>
 
@@ -47,7 +48,7 @@ async def main():
         name=os.getenv("CUA_CONTAINER_NAME"),
         api_key=os.getenv("CUA_API_KEY")
     ) as computer:
-        
+
         # Create agent
         agent = ComputerAgent(
             model="anthropic/claude-3-5-sonnet-20241022",
@@ -56,10 +57,10 @@ async def main():
             trajectory_dir="trajectories",
             max_trajectory_budget=5.0  # $5 budget limit
         )
-        
+
         # Run agent
         messages = [{"role": "user", "content": "Take a screenshot and tell me what you see"}]
-        
+
         async for result in agent.run(messages):
             for item in result["output"]:
                 if item["type"] == "message":
@@ -84,4 +85,4 @@ if __name__ == "__main__":
 
 ## License
 
-MIT License - see LICENSE file for details.
\ No newline at end of file
+MIT License - see LICENSE file for details.
diff --git a/libs/python/agent/agent/__init__.py b/libs/python/agent/agent/__init__.py
index f48297c4..12460458 100644
--- a/libs/python/agent/agent/__init__.py
+++ b/libs/python/agent/agent/__init__.py
@@ -5,19 +5,13 @@ agent - Decorator-based Computer Use Agent with liteLLM integration
 import logging
 import sys
 
-from .decorators import register_agent
-from .agent import ComputerAgent
-from .types import Messages, AgentResponse
-
 # Import loops to register them
 from . import loops
+from .agent import ComputerAgent
+from .decorators import register_agent
+from .types import AgentResponse, Messages
 
-__all__ = [
-    "register_agent",
-    "ComputerAgent",
-    "Messages",
-    "AgentResponse"
-]
+__all__ = ["register_agent", "ComputerAgent", "Messages", "AgentResponse"]
 
 __version__ = "0.4.0"
 
diff --git a/libs/python/agent/agent/__main__.py b/libs/python/agent/agent/__main__.py
index 1b4d6697..96ff779e 100644
--- a/libs/python/agent/agent/__main__.py
+++ b/libs/python/agent/agent/__main__.py
@@ -5,8 +5,9 @@ Usage:
     python -m agent.cli <model_string>
 """
 
-import sys
 import asyncio
+import sys
+
 from .cli import main
 
 if __name__ == "__main__":
diff --git a/libs/python/agent/agent/adapters/huggingfacelocal_adapter.py b/libs/python/agent/agent/adapters/huggingfacelocal_adapter.py
index 3ecba641..63e860e1 100644
--- a/libs/python/agent/agent/adapters/huggingfacelocal_adapter.py
+++ b/libs/python/agent/agent/adapters/huggingfacelocal_adapter.py
@@ -2,27 +2,30 @@ import asyncio
 import functools
 import warnings
 from concurrent.futures import ThreadPoolExecutor
-from typing import Iterator, AsyncIterator, Dict, List, Any, Optional
-from litellm.types.utils import GenericStreamingChunk, ModelResponse
+from typing import Any, AsyncIterator, Dict, Iterator, List, Optional
+
+from litellm import acompletion, completion
 from litellm.llms.custom_llm import CustomLLM
-from litellm import completion, acompletion
+from litellm.types.utils import GenericStreamingChunk, ModelResponse
 
 # Try to import HuggingFace dependencies
 try:
     import torch
     from transformers import AutoModelForImageTextToText, AutoProcessor
+
     HF_AVAILABLE = True
 except ImportError:
     HF_AVAILABLE = False
 
 from .models import load_model as load_model_handler
 
+
 class HuggingFaceLocalAdapter(CustomLLM):
     """HuggingFace Local Adapter for running vision-language models locally."""
-    
+
     def __init__(self, device: str = "auto", trust_remote_code: bool = False, **kwargs):
         """Initialize the adapter.
-        
+
         Args:
             device: Device to load model on ("auto", "cuda", "cpu", etc.)
             trust_remote_code: Whether to trust remote code
@@ -34,129 +37,120 @@ class HuggingFaceLocalAdapter(CustomLLM):
         # Cache for model handlers keyed by model_name
         self._handlers: Dict[str, Any] = {}
         self._executor = ThreadPoolExecutor(max_workers=1)  # Single thread pool
-        
+
     def _get_handler(self, model_name: str):
         """Get or create a model handler for the given model name."""
         if model_name not in self._handlers:
-            self._handlers[model_name] = load_model_handler(model_name=model_name, device=self.device, trust_remote_code=self.trust_remote_code)
+            self._handlers[model_name] = load_model_handler(
+                model_name=model_name, device=self.device, trust_remote_code=self.trust_remote_code
+            )
         return self._handlers[model_name]
-    
+
     def _convert_messages(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """Convert OpenAI format messages to HuggingFace format.
-        
+
         Args:
             messages: Messages in OpenAI format
-            
+
         Returns:
             Messages in HuggingFace format
         """
         converted_messages = []
-        
+
         for message in messages:
-            converted_message = {
-                "role": message["role"],
-                "content": []
-            }
-            
+            converted_message = {"role": message["role"], "content": []}
+
             content = message.get("content", [])
             if isinstance(content, str):
                 # Simple text content
-                converted_message["content"].append({
-                    "type": "text",
-                    "text": content
-                })
+                converted_message["content"].append({"type": "text", "text": content})
             elif isinstance(content, list):
                 # Multi-modal content
                 for item in content:
                     if item.get("type") == "text":
-                        converted_message["content"].append({
-                            "type": "text",
-                            "text": item.get("text", "")
-                        })
+                        converted_message["content"].append(
+                            {"type": "text", "text": item.get("text", "")}
+                        )
                     elif item.get("type") == "image_url":
                         # Convert image_url format to image format
                         image_url = item.get("image_url", {}).get("url", "")
-                        converted_message["content"].append({
-                            "type": "image",
-                            "image": image_url
-                        })
-            
+                        converted_message["content"].append({"type": "image", "image": image_url})
+
             converted_messages.append(converted_message)
-            
+
         return converted_messages
-    
+
     def _generate(self, **kwargs) -> str:
         """Generate response using the local HuggingFace model.
-        
+
         Args:
             **kwargs: Keyword arguments containing messages and model info
-            
+
         Returns:
             Generated text response
         """
         if not HF_AVAILABLE:
             raise ImportError(
                 "HuggingFace transformers dependencies not found. "
-                "Please install with: pip install \"cua-agent[uitars-hf]\""
+                'Please install with: pip install "cua-agent[uitars-hf]"'
             )
-        
+
         # Extract messages and model from kwargs
-        messages = kwargs.get('messages', [])
-        model_name = kwargs.get('model', 'ByteDance-Seed/UI-TARS-1.5-7B')
-        max_new_tokens = kwargs.get('max_tokens', 128)
-        
+        messages = kwargs.get("messages", [])
+        model_name = kwargs.get("model", "ByteDance-Seed/UI-TARS-1.5-7B")
+        max_new_tokens = kwargs.get("max_tokens", 128)
+
         # Warn about ignored kwargs
-        ignored_kwargs = set(kwargs.keys()) - {'messages', 'model', 'max_tokens'}
+        ignored_kwargs = set(kwargs.keys()) - {"messages", "model", "max_tokens"}
         if ignored_kwargs:
             warnings.warn(f"Ignoring unsupported kwargs: {ignored_kwargs}")
-        
+
         # Convert messages to HuggingFace format
         hf_messages = self._convert_messages(messages)
-        
+
         # Delegate to model handler
         handler = self._get_handler(model_name)
         generated_text = handler.generate(hf_messages, max_new_tokens=max_new_tokens)
         return generated_text
-    
+
     def completion(self, *args, **kwargs) -> ModelResponse:
         """Synchronous completion method.
-        
+
         Returns:
             ModelResponse with generated text
         """
         generated_text = self._generate(**kwargs)
-        
+
         return completion(
             model=f"huggingface-local/{kwargs['model']}",
             mock_response=generated_text,
         )
-    
+
     async def acompletion(self, *args, **kwargs) -> ModelResponse:
         """Asynchronous completion method.
-        
+
         Returns:
             ModelResponse with generated text
         """
         # Run _generate in thread pool to avoid blocking
         loop = asyncio.get_event_loop()
         generated_text = await loop.run_in_executor(
-            self._executor, 
-            functools.partial(self._generate, **kwargs)
+            self._executor, functools.partial(self._generate, **kwargs)
         )
-        
+
         return await acompletion(
             model=f"huggingface-local/{kwargs['model']}",
             mock_response=generated_text,
         )
-    
+
     def streaming(self, *args, **kwargs) -> Iterator[GenericStreamingChunk]:
         """Synchronous streaming method.
-        
+
         Returns:
             Iterator of GenericStreamingChunk
         """
         generated_text = self._generate(**kwargs)
-        
+
         generic_streaming_chunk: GenericStreamingChunk = {
             "finish_reason": "stop",
             "index": 0,
@@ -165,22 +159,21 @@ class HuggingFaceLocalAdapter(CustomLLM):
             "tool_use": None,
             "usage": {"completion_tokens": 0, "prompt_tokens": 0, "total_tokens": 0},
         }
-        
+
         yield generic_streaming_chunk
-    
+
     async def astreaming(self, *args, **kwargs) -> AsyncIterator[GenericStreamingChunk]:
         """Asynchronous streaming method.
-        
+
         Returns:
             AsyncIterator of GenericStreamingChunk
         """
         # Run _generate in thread pool to avoid blocking
         loop = asyncio.get_event_loop()
         generated_text = await loop.run_in_executor(
-            self._executor, 
-            functools.partial(self._generate, **kwargs)
+            self._executor, functools.partial(self._generate, **kwargs)
         )
-        
+
         generic_streaming_chunk: GenericStreamingChunk = {
             "finish_reason": "stop",
             "index": 0,
@@ -189,5 +182,5 @@ class HuggingFaceLocalAdapter(CustomLLM):
             "tool_use": None,
             "usage": {"completion_tokens": 0, "prompt_tokens": 0, "total_tokens": 0},
         }
-        
-        yield generic_streaming_chunk
\ No newline at end of file
+
+        yield generic_streaming_chunk
diff --git a/libs/python/agent/agent/adapters/human_adapter.py b/libs/python/agent/agent/adapters/human_adapter.py
index 0cd4fe02..e5452acd 100644
--- a/libs/python/agent/agent/adapters/human_adapter.py
+++ b/libs/python/agent/agent/adapters/human_adapter.py
@@ -1,22 +1,23 @@
-import os
 import asyncio
+import os
+from typing import Any, AsyncIterator, Dict, Iterator, List
+
 import requests
-from typing import List, Dict, Any, Iterator, AsyncIterator
-from litellm.types.utils import GenericStreamingChunk, ModelResponse
+from litellm import acompletion, completion
 from litellm.llms.custom_llm import CustomLLM
-from litellm import completion, acompletion
+from litellm.types.utils import GenericStreamingChunk, ModelResponse
 
 
 class HumanAdapter(CustomLLM):
     """Human Adapter for human-in-the-loop completions.
-    
+
     This adapter sends completion requests to a human completion server
     where humans can review and respond to AI requests.
     """
-    
+
     def __init__(self, base_url: str | None = None, timeout: float = 300.0, **kwargs):
         """Initialize the human adapter.
-        
+
         Args:
             base_url: Base URL for the human completion server.
                      Defaults to HUMAN_BASE_URL environment variable or http://localhost:8002
@@ -24,60 +25,58 @@ class HumanAdapter(CustomLLM):
             **kwargs: Additional arguments
         """
         super().__init__()
-        self.base_url = base_url or os.getenv('HUMAN_BASE_URL', 'http://localhost:8002')
+        self.base_url = base_url or os.getenv("HUMAN_BASE_URL", "http://localhost:8002")
         self.timeout = timeout
-        
+
         # Ensure base_url doesn't end with slash
-        self.base_url = self.base_url.rstrip('/')
-    
+        self.base_url = self.base_url.rstrip("/")
+
     def _queue_completion(self, messages: List[Dict[str, Any]], model: str) -> str:
         """Queue a completion request and return the call ID.
-        
+
         Args:
             messages: Messages in OpenAI format
             model: Model name
-            
+
         Returns:
             Call ID for tracking the request
-            
+
         Raises:
             Exception: If queueing fails
         """
         try:
             response = requests.post(
-                f"{self.base_url}/queue",
-                json={"messages": messages, "model": model},
-                timeout=10
+                f"{self.base_url}/queue", json={"messages": messages, "model": model}, timeout=10
             )
             response.raise_for_status()
             return response.json()["id"]
         except requests.RequestException as e:
             raise Exception(f"Failed to queue completion request: {e}")
-    
+
     def _wait_for_completion(self, call_id: str) -> Dict[str, Any]:
         """Wait for human to complete the call.
-        
+
         Args:
             call_id: ID of the queued completion call
-            
+
         Returns:
             Dict containing response and/or tool_calls
-            
+
         Raises:
             TimeoutError: If timeout is exceeded
             Exception: If completion fails
         """
         import time
-        
+
         start_time = time.time()
-        
+
         while True:
             try:
                 # Check status
                 status_response = requests.get(f"{self.base_url}/status/{call_id}")
                 status_response.raise_for_status()
                 status_data = status_response.json()
-                
+
                 if status_data["status"] == "completed":
                     result = {}
                     if "response" in status_data and status_data["response"]:
@@ -88,38 +87,41 @@ class HumanAdapter(CustomLLM):
                 elif status_data["status"] == "failed":
                     error_msg = status_data.get("error", "Unknown error")
                     raise Exception(f"Completion failed: {error_msg}")
-                
+
                 # Check timeout
                 if time.time() - start_time > self.timeout:
-                    raise TimeoutError(f"Timeout waiting for human response after {self.timeout} seconds")
-                
+                    raise TimeoutError(
+                        f"Timeout waiting for human response after {self.timeout} seconds"
+                    )
+
                 # Wait before checking again
                 time.sleep(1.0)
-                
+
             except requests.RequestException as e:
                 if time.time() - start_time > self.timeout:
                     raise TimeoutError(f"Timeout waiting for human response: {e}")
                 # Continue trying if we haven't timed out
                 time.sleep(1.0)
-    
+
     async def _async_wait_for_completion(self, call_id: str) -> Dict[str, Any]:
         """Async version of wait_for_completion.
-        
+
         Args:
             call_id: ID of the queued completion call
-            
+
         Returns:
             Dict containing response and/or tool_calls
-            
+
         Raises:
             TimeoutError: If timeout is exceeded
             Exception: If completion fails
         """
-        import aiohttp
         import time
-        
+
+        import aiohttp
+
         start_time = time.time()
-        
+
         async with aiohttp.ClientSession() as session:
             while True:
                 try:
@@ -127,7 +129,7 @@ class HumanAdapter(CustomLLM):
                     async with session.get(f"{self.base_url}/status/{call_id}") as response:
                         response.raise_for_status()
                         status_data = await response.json()
-                    
+
                     if status_data["status"] == "completed":
                         result = {}
                         if "response" in status_data and status_data["response"]:
@@ -138,166 +140,158 @@ class HumanAdapter(CustomLLM):
                     elif status_data["status"] == "failed":
                         error_msg = status_data.get("error", "Unknown error")
                         raise Exception(f"Completion failed: {error_msg}")
-                    
+
                     # Check timeout
                     if time.time() - start_time > self.timeout:
-                        raise TimeoutError(f"Timeout waiting for human response after {self.timeout} seconds")
-                    
+                        raise TimeoutError(
+                            f"Timeout waiting for human response after {self.timeout} seconds"
+                        )
+
                     # Wait before checking again
                     await asyncio.sleep(1.0)
-                    
+
                 except Exception as e:
                     if time.time() - start_time > self.timeout:
                         raise TimeoutError(f"Timeout waiting for human response: {e}")
                     # Continue trying if we haven't timed out
                     await asyncio.sleep(1.0)
-    
+
     def _generate_response(self, messages: List[Dict[str, Any]], model: str) -> Dict[str, Any]:
         """Generate a human response for the given messages.
-        
+
         Args:
             messages: Messages in OpenAI format
             model: Model name
-            
+
         Returns:
             Dict containing response and/or tool_calls
         """
         # Queue the completion request
         call_id = self._queue_completion(messages, model)
-        
+
         # Wait for human response
         response = self._wait_for_completion(call_id)
-        
+
         return response
-    
-    async def _async_generate_response(self, messages: List[Dict[str, Any]], model: str) -> Dict[str, Any]:
+
+    async def _async_generate_response(
+        self, messages: List[Dict[str, Any]], model: str
+    ) -> Dict[str, Any]:
         """Async version of _generate_response.
-        
+
         Args:
             messages: Messages in OpenAI format
             model: Model name
-            
+
         Returns:
             Dict containing response and/or tool_calls
         """
         # Queue the completion request (sync operation)
         call_id = self._queue_completion(messages, model)
-        
+
         # Wait for human response (async)
         response = await self._async_wait_for_completion(call_id)
-        
+
         return response
-    
+
     def completion(self, *args, **kwargs) -> ModelResponse:
         """Synchronous completion method.
-        
+
         Returns:
             ModelResponse with human-generated text or tool calls
         """
-        messages = kwargs.get('messages', [])
-        model = kwargs.get('model', 'human')
-        
+        messages = kwargs.get("messages", [])
+        model = kwargs.get("model", "human")
+
         # Generate human response
         human_response_data = self._generate_response(messages, model)
-        
+
         # Create ModelResponse with proper structure
-        from litellm.types.utils import ModelResponse, Choices, Message
-        import uuid
         import time
-        
+        import uuid
+
+        from litellm.types.utils import Choices, Message, ModelResponse
+
         # Create message content based on response type
         if "tool_calls" in human_response_data and human_response_data["tool_calls"]:
             # Tool calls response
             message = Message(
                 role="assistant",
                 content=human_response_data.get("response", ""),
-                tool_calls=human_response_data["tool_calls"]
+                tool_calls=human_response_data["tool_calls"],
             )
         else:
             # Text response
-            message = Message(
-                role="assistant",
-                content=human_response_data.get("response", "")
-            )
-        
-        choice = Choices(
-            finish_reason="stop",
-            index=0,
-            message=message
-        )
-        
+            message = Message(role="assistant", content=human_response_data.get("response", ""))
+
+        choice = Choices(finish_reason="stop", index=0, message=message)
+
         result = ModelResponse(
             id=f"human-{uuid.uuid4()}",
             choices=[choice],
             created=int(time.time()),
             model=f"human/{model}",
-            object="chat.completion"
+            object="chat.completion",
         )
-        
+
         return result
-    
+
     async def acompletion(self, *args, **kwargs) -> ModelResponse:
         """Asynchronous completion method.
-        
+
         Returns:
             ModelResponse with human-generated text or tool calls
         """
-        messages = kwargs.get('messages', [])
-        model = kwargs.get('model', 'human')
-        
+        messages = kwargs.get("messages", [])
+        model = kwargs.get("model", "human")
+
         # Generate human response
         human_response_data = await self._async_generate_response(messages, model)
-        
+
         # Create ModelResponse with proper structure
-        from litellm.types.utils import ModelResponse, Choices, Message
-        import uuid
         import time
-        
+        import uuid
+
+        from litellm.types.utils import Choices, Message, ModelResponse
+
         # Create message content based on response type
         if "tool_calls" in human_response_data and human_response_data["tool_calls"]:
             # Tool calls response
             message = Message(
                 role="assistant",
                 content=human_response_data.get("response", ""),
-                tool_calls=human_response_data["tool_calls"]
+                tool_calls=human_response_data["tool_calls"],
             )
         else:
             # Text response
-            message = Message(
-                role="assistant",
-                content=human_response_data.get("response", "")
-            )
-        
-        choice = Choices(
-            finish_reason="stop",
-            index=0,
-            message=message
-        )
-        
+            message = Message(role="assistant", content=human_response_data.get("response", ""))
+
+        choice = Choices(finish_reason="stop", index=0, message=message)
+
         result = ModelResponse(
             id=f"human-{uuid.uuid4()}",
             choices=[choice],
             created=int(time.time()),
             model=f"human/{model}",
-            object="chat.completion"
+            object="chat.completion",
         )
-        
+
         return result
-    
+
     def streaming(self, *args, **kwargs) -> Iterator[GenericStreamingChunk]:
         """Synchronous streaming method.
-        
+
         Yields:
             Streaming chunks with human-generated text or tool calls
         """
-        messages = kwargs.get('messages', [])
-        model = kwargs.get('model', 'human')
-        
+        messages = kwargs.get("messages", [])
+        model = kwargs.get("model", "human")
+
         # Generate human response
         human_response_data = self._generate_response(messages, model)
-        
+
         import time
-        
+
         # Handle tool calls vs text response
         if "tool_calls" in human_response_data and human_response_data["tool_calls"]:
             # Stream tool calls as a single chunk
@@ -319,22 +313,26 @@ class HumanAdapter(CustomLLM):
                 "is_finished": True,
                 "text": response_text,
                 "tool_use": None,
-                "usage": {"completion_tokens": len(response_text.split()), "prompt_tokens": 0, "total_tokens": len(response_text.split())},
+                "usage": {
+                    "completion_tokens": len(response_text.split()),
+                    "prompt_tokens": 0,
+                    "total_tokens": len(response_text.split()),
+                },
             }
             yield generic_chunk
-    
+
     async def astreaming(self, *args, **kwargs) -> AsyncIterator[GenericStreamingChunk]:
         """Asynchronous streaming method.
-        
+
         Yields:
             Streaming chunks with human-generated text or tool calls
         """
-        messages = kwargs.get('messages', [])
-        model = kwargs.get('model', 'human')
-        
+        messages = kwargs.get("messages", [])
+        model = kwargs.get("model", "human")
+
         # Generate human response
         human_response = await self._async_generate_response(messages, model)
-        
+
         # Return as single streaming chunk
         generic_streaming_chunk: GenericStreamingChunk = {
             "finish_reason": "stop",
@@ -342,7 +340,11 @@ class HumanAdapter(CustomLLM):
             "is_finished": True,
             "text": human_response,
             "tool_use": None,
-            "usage": {"completion_tokens": len(human_response.split()), "prompt_tokens": 0, "total_tokens": len(human_response.split())},
+            "usage": {
+                "completion_tokens": len(human_response.split()),
+                "prompt_tokens": 0,
+                "total_tokens": len(human_response.split()),
+            },
         }
-        
-        yield generic_streaming_chunk
\ No newline at end of file
+
+        yield generic_streaming_chunk
diff --git a/libs/python/agent/agent/adapters/mlxvlm_adapter.py b/libs/python/agent/agent/adapters/mlxvlm_adapter.py
index 8255725b..6caae278 100644
--- a/libs/python/agent/agent/adapters/mlxvlm_adapter.py
+++ b/libs/python/agent/agent/adapters/mlxvlm_adapter.py
@@ -1,24 +1,26 @@
 import asyncio
-import functools
-import warnings
-import io
 import base64
+import functools
+import io
 import math
 import re
+import warnings
 from concurrent.futures import ThreadPoolExecutor
-from typing import Iterator, AsyncIterator, Dict, List, Any, Optional, Tuple, cast
-from PIL import Image
-from litellm.types.utils import GenericStreamingChunk, ModelResponse
+from typing import Any, AsyncIterator, Dict, Iterator, List, Optional, Tuple, cast
+
+from litellm import acompletion, completion
 from litellm.llms.custom_llm import CustomLLM
-from litellm import completion, acompletion
+from litellm.types.utils import GenericStreamingChunk, ModelResponse
+from PIL import Image
 
 # Try to import MLX dependencies
 try:
     import mlx.core as mx
-    from mlx_vlm import load, generate
+    from mlx_vlm import generate, load
     from mlx_vlm.prompt_utils import apply_chat_template
     from mlx_vlm.utils import load_config
     from transformers.tokenization_utils import PreTrainedTokenizer
+
     MLX_AVAILABLE = True
 except ImportError:
     MLX_AVAILABLE = False
@@ -29,20 +31,28 @@ MIN_PIXELS = 100 * 28 * 28
 MAX_PIXELS = 16384 * 28 * 28
 MAX_RATIO = 200
 
+
 def round_by_factor(number: float, factor: int) -> int:
     """Returns the closest integer to 'number' that is divisible by 'factor'."""
     return round(number / factor) * factor
 
+
 def ceil_by_factor(number: float, factor: int) -> int:
     """Returns the smallest integer greater than or equal to 'number' that is divisible by 'factor'."""
     return math.ceil(number / factor) * factor
 
+
 def floor_by_factor(number: float, factor: int) -> int:
     """Returns the largest integer less than or equal to 'number' that is divisible by 'factor'."""
     return math.floor(number / factor) * factor
 
+
 def smart_resize(
-    height: int, width: int, factor: int = IMAGE_FACTOR, min_pixels: int = MIN_PIXELS, max_pixels: int = MAX_PIXELS
+    height: int,
+    width: int,
+    factor: int = IMAGE_FACTOR,
+    min_pixels: int = MIN_PIXELS,
+    max_pixels: int = MAX_PIXELS,
 ) -> tuple[int, int]:
     """
     Rescales the image so that the following conditions are met:
@@ -70,61 +80,62 @@ def smart_resize(
 
 class MLXVLMAdapter(CustomLLM):
     """MLX VLM Adapter for running vision-language models locally using MLX."""
-    
+
     def __init__(self, **kwargs):
         """Initialize the adapter.
-        
+
         Args:
             **kwargs: Additional arguments
         """
         super().__init__()
-        
+
         self.models = {}  # Cache for loaded models
         self.processors = {}  # Cache for loaded processors
         self.configs = {}  # Cache for loaded configs
         self._executor = ThreadPoolExecutor(max_workers=1)  # Single thread pool
-        
+
     def _load_model_and_processor(self, model_name: str):
         """Load model and processor if not already cached.
-        
+
         Args:
             model_name: Name of the model to load
-            
+
         Returns:
             Tuple of (model, processor, config)
         """
         if not MLX_AVAILABLE:
             raise ImportError("MLX VLM dependencies not available. Please install mlx-vlm.")
-        
+
         if model_name not in self.models:
             # Load model and processor
             model_obj, processor = load(
-                model_name, 
-                processor_kwargs={"min_pixels": MIN_PIXELS, "max_pixels": MAX_PIXELS}
+                model_name, processor_kwargs={"min_pixels": MIN_PIXELS, "max_pixels": MAX_PIXELS}
             )
             config = load_config(model_name)
-            
+
             # Cache them
             self.models[model_name] = model_obj
             self.processors[model_name] = processor
             self.configs[model_name] = config
-            
+
         return self.models[model_name], self.processors[model_name], self.configs[model_name]
-    
-    def _process_coordinates(self, text: str, original_size: Tuple[int, int], model_size: Tuple[int, int]) -> str:
+
+    def _process_coordinates(
+        self, text: str, original_size: Tuple[int, int], model_size: Tuple[int, int]
+    ) -> str:
         """Process coordinates in box tokens based on image resizing using smart_resize approach.
-        
+
         Args:
             text: Text containing box tokens
             original_size: Original image size (width, height)
             model_size: Model processed image size (width, height)
-            
+
         Returns:
             Text with processed coordinates
         """
         # Find all box tokens
         box_pattern = r"<\|box_start\|>\((\d+),\s*(\d+)\)<\|box_end\|>"
-        
+
         def process_coords(match):
             model_x, model_y = int(match.group(1)), int(match.group(2))
             # Scale coordinates from model space to original image space
@@ -132,15 +143,20 @@ class MLXVLMAdapter(CustomLLM):
             new_x = int(model_x * original_size[0] / model_size[0])  # Width
             new_y = int(model_y * original_size[1] / model_size[1])  # Height
             return f"<|box_start|>({new_x},{new_y})<|box_end|>"
-        
+
         return re.sub(box_pattern, process_coords, text)
-    
-    def _convert_messages(self, messages: List[Dict[str, Any]]) -> Tuple[List[Dict[str, Any]], List[Image.Image], Dict[int, Tuple[int, int]], Dict[int, Tuple[int, int]]]:
+
+    def _convert_messages(self, messages: List[Dict[str, Any]]) -> Tuple[
+        List[Dict[str, Any]],
+        List[Image.Image],
+        Dict[int, Tuple[int, int]],
+        Dict[int, Tuple[int, int]],
+    ]:
         """Convert OpenAI format messages to MLX VLM format and extract images.
-        
+
         Args:
             messages: Messages in OpenAI format
-            
+
         Returns:
             Tuple of (processed_messages, images, original_sizes, model_sizes)
         """
@@ -149,13 +165,10 @@ class MLXVLMAdapter(CustomLLM):
         original_sizes = {}  # Track original sizes of images for coordinate mapping
         model_sizes = {}  # Track model processed sizes
         image_index = 0
-        
+
         for message in messages:
-            processed_message = {
-                "role": message["role"],
-                "content": []
-            }
-            
+            processed_message = {"role": message["role"], "content": []}
+
             content = message.get("content", [])
             if isinstance(content, str):
                 # Simple text content
@@ -165,164 +178,163 @@ class MLXVLMAdapter(CustomLLM):
                 processed_content = []
                 for item in content:
                     if item.get("type") == "text":
-                        processed_content.append({
-                            "type": "text",
-                            "text": item.get("text", "")
-                        })
+                        processed_content.append({"type": "text", "text": item.get("text", "")})
                     elif item.get("type") == "image_url":
                         image_url = item.get("image_url", {}).get("url", "")
                         pil_image = None
-                        
+
                         if image_url.startswith("data:image/"):
                             # Extract base64 data
-                            base64_data = image_url.split(',')[1]
+                            base64_data = image_url.split(",")[1]
                             # Convert base64 to PIL Image
                             image_data = base64.b64decode(base64_data)
                             pil_image = Image.open(io.BytesIO(image_data))
                         else:
                             # Handle file path or URL
                             pil_image = Image.open(image_url)
-                        
+
                         # Store original image size for coordinate mapping
                         original_size = pil_image.size
                         original_sizes[image_index] = original_size
-                        
+
                         # Use smart_resize to determine model size
                         # Note: smart_resize expects (height, width) but PIL gives (width, height)
                         height, width = original_size[1], original_size[0]
                         new_height, new_width = smart_resize(height, width)
                         # Store model size in (width, height) format for consistent coordinate processing
                         model_sizes[image_index] = (new_width, new_height)
-                        
+
                         # Resize the image using the calculated dimensions from smart_resize
                         resized_image = pil_image.resize((new_width, new_height))
                         images.append(resized_image)
-                        
+
                         # Add image placeholder to content
-                        processed_content.append({
-                            "type": "image"
-                        })
-                        
+                        processed_content.append({"type": "image"})
+
                         image_index += 1
-                
+
                 processed_message["content"] = processed_content
-            
+
             processed_messages.append(processed_message)
-        
+
         return processed_messages, images, original_sizes, model_sizes
-    
+
     def _generate(self, **kwargs) -> str:
         """Generate response using the local MLX VLM model.
-        
+
         Args:
             **kwargs: Keyword arguments containing messages and model info
-            
+
         Returns:
             Generated text response
         """
-        messages = kwargs.get('messages', [])
-        model_name = kwargs.get('model', 'mlx-community/UI-TARS-1.5-7B-4bit')
-        max_tokens = kwargs.get('max_tokens', 128)
-        
+        messages = kwargs.get("messages", [])
+        model_name = kwargs.get("model", "mlx-community/UI-TARS-1.5-7B-4bit")
+        max_tokens = kwargs.get("max_tokens", 128)
+
         # Warn about ignored kwargs
-        ignored_kwargs = set(kwargs.keys()) - {'messages', 'model', 'max_tokens'}
+        ignored_kwargs = set(kwargs.keys()) - {"messages", "model", "max_tokens"}
         if ignored_kwargs:
             warnings.warn(f"Ignoring unsupported kwargs: {ignored_kwargs}")
-        
+
         # Load model and processor
         model, processor, config = self._load_model_and_processor(model_name)
-        
+
         # Convert messages and extract images
         processed_messages, images, original_sizes, model_sizes = self._convert_messages(messages)
-        
+
         # Process user text input with box coordinates after image processing
         # Swap original_size and model_size arguments for inverse transformation
         for msg_idx, msg in enumerate(processed_messages):
             if msg.get("role") == "user" and isinstance(msg.get("content"), str):
                 content = msg.get("content", "")
-                if "<|box_start|>" in content and original_sizes and model_sizes and 0 in original_sizes and 0 in model_sizes:
+                if (
+                    "<|box_start|>" in content
+                    and original_sizes
+                    and model_sizes
+                    and 0 in original_sizes
+                    and 0 in model_sizes
+                ):
                     orig_size = original_sizes[0]
                     model_size = model_sizes[0]
                     # Swap arguments to perform inverse transformation for user input
-                    processed_messages[msg_idx]["content"] = self._process_coordinates(content, model_size, orig_size)
-        
+                    processed_messages[msg_idx]["content"] = self._process_coordinates(
+                        content, model_size, orig_size
+                    )
+
         try:
             # Format prompt according to model requirements using the processor directly
             prompt = processor.apply_chat_template(
-                processed_messages,
-                tokenize=False,
-                add_generation_prompt=True,
-                return_tensors='pt'
+                processed_messages, tokenize=False, add_generation_prompt=True, return_tensors="pt"
             )
             tokenizer = cast(PreTrainedTokenizer, processor)
-            
+
             # Generate response
             text_content, usage = generate(
-                model, 
-                tokenizer, 
-                str(prompt), 
-                images, # type: ignore
+                model,
+                tokenizer,
+                str(prompt),
+                images,  # type: ignore
                 verbose=False,
-                max_tokens=max_tokens
+                max_tokens=max_tokens,
             )
-            
+
         except Exception as e:
             raise RuntimeError(f"Error generating response: {str(e)}") from e
-        
+
         # Process coordinates in the response back to original image space
         if original_sizes and model_sizes and 0 in original_sizes and 0 in model_sizes:
             # Get original image size and model size (using the first image)
             orig_size = original_sizes[0]
             model_size = model_sizes[0]
-            
+
             # Check if output contains box tokens that need processing
             if "<|box_start|>" in text_content:
                 # Process coordinates from model space back to original image space
                 text_content = self._process_coordinates(text_content, orig_size, model_size)
-        
+
         return text_content
-    
+
     def completion(self, *args, **kwargs) -> ModelResponse:
         """Synchronous completion method.
-        
+
         Returns:
             ModelResponse with generated text
         """
         generated_text = self._generate(**kwargs)
-        
+
         result = completion(
             model=f"mlx/{kwargs.get('model', 'mlx-community/UI-TARS-1.5-7B-4bit')}",
             mock_response=generated_text,
         )
         return cast(ModelResponse, result)
-    
+
     async def acompletion(self, *args, **kwargs) -> ModelResponse:
         """Asynchronous completion method.
-        
+
         Returns:
             ModelResponse with generated text
         """
         # Run _generate in thread pool to avoid blocking
         loop = asyncio.get_event_loop()
         generated_text = await loop.run_in_executor(
-            self._executor, 
-            functools.partial(self._generate, **kwargs)
+            self._executor, functools.partial(self._generate, **kwargs)
         )
-        
+
         result = await acompletion(
             model=f"mlx/{kwargs.get('model', 'mlx-community/UI-TARS-1.5-7B-4bit')}",
             mock_response=generated_text,
         )
         return cast(ModelResponse, result)
-    
+
     def streaming(self, *args, **kwargs) -> Iterator[GenericStreamingChunk]:
         """Synchronous streaming method.
-        
+
         Returns:
             Iterator of GenericStreamingChunk
         """
         generated_text = self._generate(**kwargs)
-        
+
         generic_streaming_chunk: GenericStreamingChunk = {
             "finish_reason": "stop",
             "index": 0,
@@ -331,22 +343,21 @@ class MLXVLMAdapter(CustomLLM):
             "tool_use": None,
             "usage": {"completion_tokens": 0, "prompt_tokens": 0, "total_tokens": 0},
         }
-        
+
         yield generic_streaming_chunk
-    
+
     async def astreaming(self, *args, **kwargs) -> AsyncIterator[GenericStreamingChunk]:
         """Asynchronous streaming method.
-        
+
         Returns:
             AsyncIterator of GenericStreamingChunk
         """
         # Run _generate in thread pool to avoid blocking
         loop = asyncio.get_event_loop()
         generated_text = await loop.run_in_executor(
-            self._executor, 
-            functools.partial(self._generate, **kwargs)
+            self._executor, functools.partial(self._generate, **kwargs)
         )
-        
+
         generic_streaming_chunk: GenericStreamingChunk = {
             "finish_reason": "stop",
             "index": 0,
@@ -355,5 +366,5 @@ class MLXVLMAdapter(CustomLLM):
             "tool_use": None,
             "usage": {"completion_tokens": 0, "prompt_tokens": 0, "total_tokens": 0},
         }
-        
-        yield generic_streaming_chunk
\ No newline at end of file
+
+        yield generic_streaming_chunk
diff --git a/libs/python/agent/agent/adapters/models/__init__.py b/libs/python/agent/agent/adapters/models/__init__.py
index 3ed48404..a7948d79 100644
--- a/libs/python/agent/agent/adapters/models/__init__.py
+++ b/libs/python/agent/agent/adapters/models/__init__.py
@@ -2,32 +2,40 @@ from typing import Optional
 
 try:
     from transformers import AutoConfig
+
     HF_AVAILABLE = True
 except ImportError:
     HF_AVAILABLE = False
 
 from .generic import GenericHFModel
+from .internvl import InternVLModel
 from .opencua import OpenCUAModel
 from .qwen2_5_vl import Qwen2_5_VLModel
-from .internvl import InternVLModel
+
 
 def load_model(model_name: str, device: str = "auto", trust_remote_code: bool = False):
     """Factory function to load and return the right model handler instance.
-    
+
     - If the underlying transformers config class matches OpenCUA, return OpenCUAModel
     - Otherwise, return GenericHFModel
     """
     if not HF_AVAILABLE:
         raise ImportError(
-            "HuggingFace transformers dependencies not found. Install with: pip install \"cua-agent[uitars-hf]\""
+            'HuggingFace transformers dependencies not found. Install with: pip install "cua-agent[uitars-hf]"'
         )
     cfg = AutoConfig.from_pretrained(model_name, trust_remote_code=trust_remote_code)
     cls = cfg.__class__.__name__
     print(f"cls: {cls}")
     if "OpenCUA" in cls:
-        return OpenCUAModel(model_name=model_name, device=device, trust_remote_code=trust_remote_code)
+        return OpenCUAModel(
+            model_name=model_name, device=device, trust_remote_code=trust_remote_code
+        )
     elif "Qwen2_5_VL" in cls:
-        return Qwen2_5_VLModel(model_name=model_name, device=device, trust_remote_code=trust_remote_code)
+        return Qwen2_5_VLModel(
+            model_name=model_name, device=device, trust_remote_code=trust_remote_code
+        )
     elif "InternVL" in cls:
-        return InternVLModel(model_name=model_name, device=device, trust_remote_code=trust_remote_code)
+        return InternVLModel(
+            model_name=model_name, device=device, trust_remote_code=trust_remote_code
+        )
     return GenericHFModel(model_name=model_name, device=device, trust_remote_code=trust_remote_code)
diff --git a/libs/python/agent/agent/adapters/models/generic.py b/libs/python/agent/agent/adapters/models/generic.py
index aefbaa7f..01c8c3bc 100644
--- a/libs/python/agent/agent/adapters/models/generic.py
+++ b/libs/python/agent/agent/adapters/models/generic.py
@@ -1,9 +1,10 @@
-from typing import List, Dict, Any, Optional
+from typing import Any, Dict, List, Optional
 
 # Hugging Face imports are local to avoid hard dependency at module import
 try:
     import torch  # type: ignore
     from transformers import AutoModel, AutoProcessor  # type: ignore
+
     HF_AVAILABLE = True
 except Exception:
     HF_AVAILABLE = False
@@ -14,10 +15,12 @@ class GenericHFModel:
     Loads an AutoModelForImageTextToText and AutoProcessor and generates text.
     """
 
-    def __init__(self, model_name: str, device: str = "auto", trust_remote_code: bool = False) -> None:
+    def __init__(
+        self, model_name: str, device: str = "auto", trust_remote_code: bool = False
+    ) -> None:
         if not HF_AVAILABLE:
             raise ImportError(
-                "HuggingFace transformers dependencies not found. Install with: pip install \"cua-agent[uitars-hf]\""
+                'HuggingFace transformers dependencies not found. Install with: pip install "cua-agent[uitars-hf]"'
             )
         self.model_name = model_name
         self.device = device
@@ -64,7 +67,7 @@ class GenericHFModel:
             generated_ids = self.model.generate(**inputs, max_new_tokens=max_new_tokens)
         # Trim prompt tokens from output
         generated_ids_trimmed = [
-            out_ids[len(in_ids):] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
+            out_ids[len(in_ids) :] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
         ]
         # Decode
         output_text = self.processor.batch_decode(
diff --git a/libs/python/agent/agent/adapters/models/internvl.py b/libs/python/agent/agent/adapters/models/internvl.py
index b9aa4243..c0a7c84f 100644
--- a/libs/python/agent/agent/adapters/models/internvl.py
+++ b/libs/python/agent/agent/adapters/models/internvl.py
@@ -1,19 +1,22 @@
 from __future__ import annotations
-from typing import List, Dict, Any, Optional
+
+from typing import Any, Dict, List, Optional
 
 # Hugging Face imports are local to avoid hard dependency at module import
 try:
-    import torch  # type: ignore
-    from transformers import AutoModel, AutoTokenizer  # type: ignore
-    # Attempt to import InternVL's model dependencies
-    import einops as _  # type: ignore
-    import timm as _  # type: ignore
-    from PIL import Image  # type: ignore
-    import torchvision.transforms as T  # type: ignore
-    from torchvision.transforms.functional import InterpolationMode  # type: ignore
     import base64  # type: ignore
     from io import BytesIO  # type: ignore
+
+    # Attempt to import InternVL's model dependencies
+    import einops as _  # type: ignore
     import requests  # type: ignore
+    import timm as _  # type: ignore
+    import torch  # type: ignore
+    import torchvision.transforms as T  # type: ignore
+    from PIL import Image  # type: ignore
+    from torchvision.transforms.functional import InterpolationMode  # type: ignore
+    from transformers import AutoModel, AutoTokenizer  # type: ignore
+
     HF_AVAILABLE = True
 except Exception:
     HF_AVAILABLE = False
@@ -25,10 +28,12 @@ class InternVLModel:
     Provides preprocessing to support multi-turn conversations with multiple images.
     """
 
-    def __init__(self, model_name: str, device: str = "auto", trust_remote_code: bool = False) -> None:
+    def __init__(
+        self, model_name: str, device: str = "auto", trust_remote_code: bool = False
+    ) -> None:
         if not HF_AVAILABLE:
             raise ImportError(
-                "InternVL dependencies not found. Install with: pip install \"cua-agent[internvl-hf]\""
+                'InternVL dependencies not found. Install with: pip install "cua-agent[internvl-hf]"'
             )
         self.model_name = model_name
         self.device = device
@@ -60,16 +65,25 @@ class InternVLModel:
 
     def _build_transform(self, input_size: int) -> T.Compose:
         MEAN, STD = self.IMAGENET_MEAN, self.IMAGENET_STD
-        transform = T.Compose([
-            T.Lambda(lambda img: img.convert('RGB') if img.mode != 'RGB' else img),
-            T.Resize((input_size, input_size), interpolation=InterpolationMode.BICUBIC),
-            T.ToTensor(),
-            T.Normalize(mean=MEAN, std=STD)
-        ])
+        transform = T.Compose(
+            [
+                T.Lambda(lambda img: img.convert("RGB") if img.mode != "RGB" else img),
+                T.Resize((input_size, input_size), interpolation=InterpolationMode.BICUBIC),
+                T.ToTensor(),
+                T.Normalize(mean=MEAN, std=STD),
+            ]
+        )
         return transform
 
-    def _find_closest_aspect_ratio(self, aspect_ratio: float, target_ratios: List[tuple], width: int, height: int, image_size: int):
-        best_ratio_diff = float('inf')
+    def _find_closest_aspect_ratio(
+        self,
+        aspect_ratio: float,
+        target_ratios: List[tuple],
+        width: int,
+        height: int,
+        image_size: int,
+    ):
+        best_ratio_diff = float("inf")
         best_ratio = (1, 1)
         area = width * height
         for ratio in target_ratios:
@@ -83,17 +97,29 @@ class InternVLModel:
                     best_ratio = ratio
         return best_ratio
 
-    def _dynamic_preprocess(self, image: Image.Image, min_num: int = 1, max_num: int = 12, image_size: int = 448, use_thumbnail: bool = True) -> List[Image.Image]:
+    def _dynamic_preprocess(
+        self,
+        image: Image.Image,
+        min_num: int = 1,
+        max_num: int = 12,
+        image_size: int = 448,
+        use_thumbnail: bool = True,
+    ) -> List[Image.Image]:
         orig_width, orig_height = image.size
         aspect_ratio = orig_width / orig_height
 
         target_ratios = set(
-            (i, j) for n in range(min_num, max_num + 1) for i in range(1, n + 1) for j in range(1, n + 1) if
-            i * j <= max_num and i * j >= min_num)
+            (i, j)
+            for n in range(min_num, max_num + 1)
+            for i in range(1, n + 1)
+            for j in range(1, n + 1)
+            if i * j <= max_num and i * j >= min_num
+        )
         target_ratios = sorted(target_ratios, key=lambda x: x[0] * x[1])
 
         target_aspect_ratio = self._find_closest_aspect_ratio(
-            aspect_ratio, target_ratios, orig_width, orig_height, image_size)
+            aspect_ratio, target_ratios, orig_width, orig_height, image_size
+        )
 
         target_width = image_size * target_aspect_ratio[0]
         target_height = image_size * target_aspect_ratio[1]
@@ -106,7 +132,7 @@ class InternVLModel:
                 (i % (target_width // image_size)) * image_size,
                 (i // (target_width // image_size)) * image_size,
                 ((i % (target_width // image_size)) + 1) * image_size,
-                ((i // (target_width // image_size)) + 1) * image_size
+                ((i // (target_width // image_size)) + 1) * image_size,
             )
             split_img = resized_img.crop(box)
             processed_images.append(split_img)
@@ -122,20 +148,24 @@ class InternVLModel:
             # data URL base64
             header, b64data = src.split(",", 1)
             img_bytes = base64.b64decode(b64data)
-            return Image.open(BytesIO(img_bytes)).convert('RGB')
+            return Image.open(BytesIO(img_bytes)).convert("RGB")
         if src.startswith("http://") or src.startswith("https://"):
             resp = requests.get(src, timeout=10)
             resp.raise_for_status()
-            return Image.open(BytesIO(resp.content)).convert('RGB')
+            return Image.open(BytesIO(resp.content)).convert("RGB")
         # Assume local file path
-        return Image.open(src).convert('RGB')
+        return Image.open(src).convert("RGB")
 
-    def _images_to_pixel_values(self, images: List[Image.Image], input_size: int = 448, max_num: int = 12):
+    def _images_to_pixel_values(
+        self, images: List[Image.Image], input_size: int = 448, max_num: int = 12
+    ):
         transform = self._build_transform(input_size=input_size)
         pixel_values_list = []
         num_patches_list: List[int] = []
         for img in images:
-            tiles = self._dynamic_preprocess(img, image_size=input_size, use_thumbnail=True, max_num=max_num)
+            tiles = self._dynamic_preprocess(
+                img, image_size=input_size, use_thumbnail=True, max_num=max_num
+            )
             pv = [transform(tile) for tile in tiles]
             pv = torch.stack(pv)
             num_patches_list.append(pv.shape[0])
@@ -191,7 +221,9 @@ class InternVLModel:
                 last_user_text_parts = parts_text or last_user_text_parts
             elif role == "assistant":
                 # Only keep text content for history
-                parts_text = [item.get("text", "") for item in content_items if item.get("type") == "text"]
+                parts_text = [
+                    item.get("text", "") for item in content_items if item.get("type") == "text"
+                ]
                 text = "\n".join(parts_text).strip()
                 if text:
                     context_lines.append(f"Assistant: {text}")
@@ -200,7 +232,9 @@ class InternVLModel:
         pixel_values = None
         num_patches_list: List[int] = []
         if all_images:
-            pixel_values, num_patches_list = self._images_to_pixel_values(all_images, input_size=448, max_num=12)
+            pixel_values, num_patches_list = self._images_to_pixel_values(
+                all_images, input_size=448, max_num=12
+            )
             if pixel_values is not None:
                 # Convert dtype/device as in docs
                 pixel_values = pixel_values.to(torch.bfloat16)
@@ -246,7 +280,9 @@ class InternVLModel:
                         num_patches_list=num_patches_list,
                     )
                 else:
-                    response = self.model.chat(self.tokenizer, pixel_values, question, generation_config)
+                    response = self.model.chat(
+                        self.tokenizer, pixel_values, question, generation_config
+                    )
         except Exception as e:
             # Fallback: return empty string to avoid crashing the adapter
             return ""
diff --git a/libs/python/agent/agent/adapters/models/opencua.py b/libs/python/agent/agent/adapters/models/opencua.py
index 32c73134..a2831d4d 100644
--- a/libs/python/agent/agent/adapters/models/opencua.py
+++ b/libs/python/agent/agent/adapters/models/opencua.py
@@ -1,13 +1,18 @@
-from typing import List, Dict, Any
-import re
 import base64
+import re
 from io import BytesIO
+from typing import Any, Dict, List
 
 try:
+    import blobfile as _  # assert blobfile is installed
     import torch  # type: ignore
-    from transformers import AutoTokenizer, AutoModel, AutoImageProcessor  # type: ignore
     from PIL import Image  # type: ignore
-    import blobfile as _ # assert blobfile is installed
+    from transformers import (  # type: ignore
+        AutoImageProcessor,
+        AutoModel,
+        AutoTokenizer,
+    )
+
     OPENCUA_AVAILABLE = True
 except Exception:
     OPENCUA_AVAILABLE = False
@@ -16,10 +21,12 @@ except Exception:
 class OpenCUAModel:
     """OpenCUA model handler using AutoTokenizer, AutoModel and AutoImageProcessor."""
 
-    def __init__(self, model_name: str, device: str = "auto", trust_remote_code: bool = False) -> None:
+    def __init__(
+        self, model_name: str, device: str = "auto", trust_remote_code: bool = False
+    ) -> None:
         if not OPENCUA_AVAILABLE:
             raise ImportError(
-                "OpenCUA requirements not found. Install with: pip install \"cua-agent[opencua-hf]\""
+                'OpenCUA requirements not found. Install with: pip install "cua-agent[opencua-hf]"'
             )
         self.model_name = model_name
         self.device = device
@@ -56,7 +63,11 @@ class OpenCUAModel:
         return ""
 
     def generate(self, messages: List[Dict[str, Any]], max_new_tokens: int = 512) -> str:
-        assert self.model is not None and self.tokenizer is not None and self.image_processor is not None
+        assert (
+            self.model is not None
+            and self.tokenizer is not None
+            and self.image_processor is not None
+        )
 
         # Tokenize text side using chat template
         input_ids = self.tokenizer.apply_chat_template(
@@ -74,7 +85,11 @@ class OpenCUAModel:
             pixel_values = torch.tensor(image_info["pixel_values"]).to(
                 dtype=torch.bfloat16, device=self.model.device
             )
-            grid_thws = torch.tensor(image_info["image_grid_thw"]) if "image_grid_thw" in image_info else None
+            grid_thws = (
+                torch.tensor(image_info["image_grid_thw"])
+                if "image_grid_thw" in image_info
+                else None
+            )
 
         gen_kwargs: Dict[str, Any] = {
             "max_new_tokens": max_new_tokens,
diff --git a/libs/python/agent/agent/adapters/models/qwen2_5_vl.py b/libs/python/agent/agent/adapters/models/qwen2_5_vl.py
index 17b25f8a..8c8045c0 100644
--- a/libs/python/agent/agent/adapters/models/qwen2_5_vl.py
+++ b/libs/python/agent/agent/adapters/models/qwen2_5_vl.py
@@ -1,9 +1,10 @@
-from typing import List, Dict, Any, Optional
+from typing import Any, Dict, List, Optional
 
 # Hugging Face imports are local to avoid hard dependency at module import
 try:
     import torch  # type: ignore
     from transformers import AutoModelForImageTextToText, AutoProcessor  # type: ignore
+
     HF_AVAILABLE = True
 except Exception:
     HF_AVAILABLE = False
@@ -14,10 +15,12 @@ class Qwen2_5_VLModel:
     Loads an AutoModelForImageTextToText and AutoProcessor and generates text.
     """
 
-    def __init__(self, model_name: str, device: str = "auto", trust_remote_code: bool = False) -> None:
+    def __init__(
+        self, model_name: str, device: str = "auto", trust_remote_code: bool = False
+    ) -> None:
         if not HF_AVAILABLE:
             raise ImportError(
-                "HuggingFace transformers dependencies not found. Install with: pip install \"cua-agent[uitars-hf]\""
+                'HuggingFace transformers dependencies not found. Install with: pip install "cua-agent[uitars-hf]"'
             )
         self.model_name = model_name
         self.device = device
@@ -64,7 +67,7 @@ class Qwen2_5_VLModel:
             generated_ids = self.model.generate(**inputs, max_new_tokens=max_new_tokens)
         # Trim prompt tokens from output
         generated_ids_trimmed = [
-            out_ids[len(in_ids):] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
+            out_ids[len(in_ids) :] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
         ]
         # Decode
         output_text = self.processor.batch_decode(
diff --git a/libs/python/agent/agent/agent.py b/libs/python/agent/agent/agent.py
index fb119a68..370af997 100644
--- a/libs/python/agent/agent/agent.py
+++ b/libs/python/agent/agent/agent.py
@@ -3,76 +3,83 @@ ComputerAgent - Main agent class that selects and runs agent loops
 """
 
 import asyncio
-from pathlib import Path
-from typing import Dict, List, Any, Optional, AsyncGenerator, Union, cast, Callable, Set, Tuple
-
-from litellm.responses.utils import Usage
-
-from .types import (
-    Messages,
-    AgentCapability,
-    ToolError,
-    IllegalArgumentError
-)
-from .responses import make_tool_error_item, replace_failed_computer_calls_with_function_calls
-from .decorators import find_agent_config
+import inspect
 import json
+from pathlib import Path
+from typing import (
+    Any,
+    AsyncGenerator,
+    Callable,
+    Dict,
+    List,
+    Optional,
+    Set,
+    Tuple,
+    Union,
+    cast,
+)
+
 import litellm
 import litellm.utils
-import inspect
+from litellm.responses.utils import Usage
+
 from .adapters import (
     HuggingFaceLocalAdapter,
     HumanAdapter,
     MLXVLMAdapter,
 )
 from .callbacks import (
-    ImageRetentionCallback, 
-    LoggingCallback, 
-    TrajectorySaverCallback, 
     BudgetManagerCallback,
-    TelemetryCallback,
+    ImageRetentionCallback,
+    LoggingCallback,
     OperatorNormalizerCallback,
     PromptInstructionsCallback,
+    TelemetryCallback,
+    TrajectorySaverCallback,
 )
-from .computers import (
-    AsyncComputerHandler,
-    is_agent_computer,
-    make_computer_handler
+from .computers import AsyncComputerHandler, is_agent_computer, make_computer_handler
+from .decorators import find_agent_config
+from .responses import (
+    make_tool_error_item,
+    replace_failed_computer_calls_with_function_calls,
 )
+from .types import AgentCapability, IllegalArgumentError, Messages, ToolError
+
 
 def assert_callable_with(f, *args, **kwargs):
-   """Check if function can be called with given arguments."""
-   try:
-       inspect.signature(f).bind(*args, **kwargs)
-       return True
-   except TypeError as e:
-       sig = inspect.signature(f)
-       raise IllegalArgumentError(f"Expected {sig}, got args={args} kwargs={kwargs}") from e
+    """Check if function can be called with given arguments."""
+    try:
+        inspect.signature(f).bind(*args, **kwargs)
+        return True
+    except TypeError as e:
+        sig = inspect.signature(f)
+        raise IllegalArgumentError(f"Expected {sig}, got args={args} kwargs={kwargs}") from e
+
 
 def get_json(obj: Any, max_depth: int = 10) -> Any:
     def custom_serializer(o: Any, depth: int = 0, seen: Optional[Set[int]] = None) -> Any:
         if seen is None:
             seen = set()
-        
+
         # Use model_dump() if available
-        if hasattr(o, 'model_dump'):
+        if hasattr(o, "model_dump"):
             return o.model_dump()
-        
+
         # Check depth limit
         if depth > max_depth:
             return f"<max_depth_exceeded:{max_depth}>"
-        
+
         # Check for circular references using object id
         obj_id = id(o)
         if obj_id in seen:
             return f"<circular_reference:{type(o).__name__}>"
-        
+
         # Handle Computer objects
-        if hasattr(o, '__class__') and 'computer' in getattr(o, '__class__').__name__.lower():
+        if hasattr(o, "__class__") and "computer" in o.__class__.__name__.lower():
             return f"<computer:{o.__class__.__name__}>"
 
         # Handle objects with __dict__
-        if hasattr(o, '__dict__'):
+        if hasattr(o, "__dict__"):
             seen.add(obj_id)
             try:
                 result = {}
@@ -84,7 +91,7 @@ def get_json(obj: Any, max_depth: int = 10) -> Any:
                 return result
             finally:
                 seen.discard(obj_id)
-        
+
         # Handle common types that might contain nested objects
         elif isinstance(o, dict):
             seen.add(obj_id)
@@ -96,7 +103,7 @@ def get_json(obj: Any, max_depth: int = 10) -> Any:
                 }
             finally:
                 seen.discard(obj_id)
-        
+
         elif isinstance(o, (list, tuple, set)):
             seen.add(obj_id)
             try:
@@ -107,32 +114,33 @@ def get_json(obj: Any, max_depth: int = 10) -> Any:
                 ]
             finally:
                 seen.discard(obj_id)
-        
+
         # For basic types that json.dumps can handle
         elif isinstance(o, (str, int, float, bool)) or o is None:
             return o
-        
+
         # Fallback to string representation
         else:
             return str(o)
-    
+
     def remove_nones(obj: Any) -> Any:
         if isinstance(obj, dict):
             return {k: remove_nones(v) for k, v in obj.items() if v is not None}
         elif isinstance(obj, list):
             return [remove_nones(item) for item in obj if item is not None]
         return obj
-    
+
     # Serialize with circular reference and depth protection
     serialized = custom_serializer(obj)
-    
+
     # Convert to JSON string and back to ensure JSON compatibility
     json_str = json.dumps(serialized)
     parsed = json.loads(json_str)
-    
+
     # Final cleanup of any remaining None values
     return remove_nones(parsed)
 
+
 def sanitize_message(msg: Any) -> Any:
     """Return a copy of the message with image_url omitted for computer_call_output messages."""
     if msg.get("type") == "computer_call_output":
@@ -143,19 +151,24 @@ def sanitize_message(msg: Any) -> Any:
             return sanitized
     return msg
 
+
 def get_output_call_ids(messages: List[Dict[str, Any]]) -> List[str]:
     call_ids = []
     for message in messages:
-        if message.get("type") == "computer_call_output" or message.get("type") == "function_call_output":
+        if (
+            message.get("type") == "computer_call_output"
+            or message.get("type") == "function_call_output"
+        ):
             call_ids.append(message.get("call_id"))
     return call_ids
 
+
 class ComputerAgent:
     """
     Main agent class that automatically selects the appropriate agent loop
     based on the model and executes tool calls.
     """
-    
+
     def __init__(
         self,
         model: str,
@@ -172,11 +185,11 @@ class ComputerAgent:
         max_trajectory_budget: Optional[float | dict] = None,
         telemetry_enabled: Optional[bool] = True,
         trust_remote_code: Optional[bool] = False,
-        **kwargs
+        **kwargs,
     ):
         """
         Initialize ComputerAgent.
-        
+
         Args:
             model: Model name (e.g., "claude-3-5-sonnet-20241022", "computer-use-preview", "omni+vertex_ai/gemini-pro")
             tools: List of tools (computer objects, decorated functions, etc.)
@@ -193,11 +206,11 @@ class ComputerAgent:
             telemetry_enabled: If set, adds TelemetryCallback to track anonymized usage data. Enabled by default.
             trust_remote_code: If set, trust remote code when loading local models. Disabled by default.
             **kwargs: Additional arguments passed to the agent loop
-        """        
+        """
         # If the loop is "human/human", we need to prefix a grounding model fallback
         if model in ["human/human", "human"]:
             model = "openai/computer-use-preview+human/human"
-        
+
         self.model = model
         self.tools = tools or []
         self.custom_loop = custom_loop
@@ -236,34 +249,33 @@ class ComputerAgent:
         # Add image retention callback if only_n_most_recent_images is set
         if self.only_n_most_recent_images:
             self.callbacks.append(ImageRetentionCallback(self.only_n_most_recent_images))
-        
+
         # Add trajectory saver callback if trajectory_dir is set
         if self.trajectory_dir:
             if isinstance(self.trajectory_dir, dict):
                 self.callbacks.append(TrajectorySaverCallback(**self.trajectory_dir))
             elif isinstance(self.trajectory_dir, (str, Path)):
                 self.callbacks.append(TrajectorySaverCallback(str(self.trajectory_dir)))
-        
+
         # Add budget manager if max_trajectory_budget is set
         if max_trajectory_budget:
             if isinstance(max_trajectory_budget, dict):
                 self.callbacks.append(BudgetManagerCallback(**max_trajectory_budget))
             else:
                 self.callbacks.append(BudgetManagerCallback(max_trajectory_budget))
-        
+
         # == Enable local model providers w/ LiteLLM ==
 
         # Register local model providers
         hf_adapter = HuggingFaceLocalAdapter(
-            device="auto",
-            trust_remote_code=self.trust_remote_code or False
+            device="auto", trust_remote_code=self.trust_remote_code or False
         )
         human_adapter = HumanAdapter()
         mlx_adapter = MLXVLMAdapter()
         litellm.custom_provider_map = [
             {"provider": "huggingface-local", "custom_handler": hf_adapter},
             {"provider": "human", "custom_handler": human_adapter},
-            {"provider": "mlx", "custom_handler": mlx_adapter}
+            {"provider": "mlx", "custom_handler": mlx_adapter},
         ]
         litellm.suppress_debug_info = True
 
@@ -280,16 +292,16 @@ class ComputerAgent:
             # Instantiate the agent config class
             self.agent_loop = config_info.agent_class()
             self.agent_config_info = config_info
-        
+
         self.tool_schemas = []
         self.computer_handler = None
-        
+
     async def _initialize_computers(self):
         """Initialize computer objects"""
         if not self.tool_schemas:
             # Process tools and create tool schemas
             self.tool_schemas = self._process_tools()
-            
+
             # Find computer tool and create interface adapter
             computer_handler = None
             for schema in self.tool_schemas:
@@ -297,7 +309,7 @@ class ComputerAgent:
                     computer_handler = await make_computer_handler(schema["computer"])
                     break
             self.computer_handler = computer_handler
-    
+
     def _process_input(self, input: Messages) -> List[Dict[str, Any]]:
         """Process input messages and create schemas for the agent loop"""
         if isinstance(input, str):
@@ -307,69 +319,73 @@ class ComputerAgent:
     def _process_tools(self) -> List[Dict[str, Any]]:
         """Process tools and create schemas for the agent loop"""
         schemas = []
-        
+
         for tool in self.tools:
             # Check if it's a computer object (has interface attribute)
             if is_agent_computer(tool):
                 # This is a computer tool - will be handled by agent loop
-                schemas.append({
-                    "type": "computer",
-                    "computer": tool
-                })
+                schemas.append({"type": "computer", "computer": tool})
             elif callable(tool):
                 # Use litellm.utils.function_to_dict to extract schema from docstring
                 try:
                     function_schema = litellm.utils.function_to_dict(tool)
-                    schemas.append({
-                        "type": "function",
-                        "function": function_schema
-                    })
+                    schemas.append({"type": "function", "function": function_schema})
                 except Exception as e:
                     print(f"Warning: Could not process tool {tool}: {e}")
             else:
                 print(f"Warning: Unknown tool type: {tool}")
-        
+
         return schemas
-    
+
     def _get_tool(self, name: str) -> Optional[Callable]:
         """Get a tool by name"""
         for tool in self.tools:
-            if hasattr(tool, '__name__') and tool.__name__ == name:
+            if hasattr(tool, "__name__") and tool.__name__ == name:
                 return tool
-            elif hasattr(tool, 'func') and tool.func.__name__ == name:
+            elif hasattr(tool, "func") and tool.func.__name__ == name:
                 return tool
         return None
-    
+
     # ============================================================================
     # AGENT RUN LOOP LIFECYCLE HOOKS
     # ============================================================================
-    
+
     async def _on_run_start(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]]) -> None:
         """Initialize run tracking by calling callbacks."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_run_start'):
+            if hasattr(callback, "on_run_start"):
                 await callback.on_run_start(kwargs, old_items)
-    
-    async def _on_run_end(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> None:
+
+    async def _on_run_end(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> None:
         """Finalize run tracking by calling callbacks."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_run_end'):
+            if hasattr(callback, "on_run_end"):
                 await callback.on_run_end(kwargs, old_items, new_items)
-    
-    async def _on_run_continue(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> bool:
+
+    async def _on_run_continue(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> bool:
         """Check if run should continue by calling callbacks."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_run_continue'):
+            if hasattr(callback, "on_run_continue"):
                 should_continue = await callback.on_run_continue(kwargs, old_items, new_items)
                 if not should_continue:
                     return False
         return True
-    
+
     async def _on_llm_start(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """Prepare messages for the LLM call by applying callbacks."""
         result = messages
         for callback in self.callbacks:
-            if hasattr(callback, 'on_llm_start'):
+            if hasattr(callback, "on_llm_start"):
                 result = await callback.on_llm_start(result)
         return result
 
@@ -377,82 +393,91 @@ class ComputerAgent:
         """Postprocess messages after the LLM call by applying callbacks."""
         result = messages
         for callback in self.callbacks:
-            if hasattr(callback, 'on_llm_end'):
+            if hasattr(callback, "on_llm_end"):
                 result = await callback.on_llm_end(result)
         return result
 
     async def _on_responses(self, kwargs: Dict[str, Any], responses: Dict[str, Any]) -> None:
         """Called when responses are received."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_responses'):
+            if hasattr(callback, "on_responses"):
                 await callback.on_responses(get_json(kwargs), get_json(responses))
-    
+
     async def _on_computer_call_start(self, item: Dict[str, Any]) -> None:
         """Called when a computer call is about to start."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_computer_call_start'):
+            if hasattr(callback, "on_computer_call_start"):
                 await callback.on_computer_call_start(get_json(item))
-    
-    async def _on_computer_call_end(self, item: Dict[str, Any], result: List[Dict[str, Any]]) -> None:
+
+    async def _on_computer_call_end(
+        self, item: Dict[str, Any], result: List[Dict[str, Any]]
+    ) -> None:
         """Called when a computer call has completed."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_computer_call_end'):
+            if hasattr(callback, "on_computer_call_end"):
                 await callback.on_computer_call_end(get_json(item), get_json(result))
-    
+
     async def _on_function_call_start(self, item: Dict[str, Any]) -> None:
         """Called when a function call is about to start."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_function_call_start'):
+            if hasattr(callback, "on_function_call_start"):
                 await callback.on_function_call_start(get_json(item))
-    
-    async def _on_function_call_end(self, item: Dict[str, Any], result: List[Dict[str, Any]]) -> None:
+
+    async def _on_function_call_end(
+        self, item: Dict[str, Any], result: List[Dict[str, Any]]
+    ) -> None:
         """Called when a function call has completed."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_function_call_end'):
+            if hasattr(callback, "on_function_call_end"):
                 await callback.on_function_call_end(get_json(item), get_json(result))
-    
+
     async def _on_text(self, item: Dict[str, Any]) -> None:
         """Called when a text message is encountered."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_text'):
+            if hasattr(callback, "on_text"):
                 await callback.on_text(get_json(item))
-    
+
     async def _on_api_start(self, kwargs: Dict[str, Any]) -> None:
         """Called when an LLM API call is about to start."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_api_start'):
+            if hasattr(callback, "on_api_start"):
                 await callback.on_api_start(get_json(kwargs))
-    
+
     async def _on_api_end(self, kwargs: Dict[str, Any], result: Any) -> None:
         """Called when an LLM API call has completed."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_api_end'):
+            if hasattr(callback, "on_api_end"):
                 await callback.on_api_end(get_json(kwargs), get_json(result))
 
     async def _on_usage(self, usage: Dict[str, Any]) -> None:
         """Called when usage information is received."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_usage'):
+            if hasattr(callback, "on_usage"):
                 await callback.on_usage(get_json(usage))
 
     async def _on_screenshot(self, screenshot: Union[str, bytes], name: str = "screenshot") -> None:
         """Called when a screenshot is taken."""
         for callback in self.callbacks:
-            if hasattr(callback, 'on_screenshot'):
+            if hasattr(callback, "on_screenshot"):
                 await callback.on_screenshot(screenshot, name)
 
     # ============================================================================
     # AGENT OUTPUT PROCESSING
     # ============================================================================
-    
-    async def _handle_item(self, item: Any, computer: Optional[AsyncComputerHandler] = None, ignore_call_ids: Optional[List[str]] = None) -> List[Dict[str, Any]]:
+
+    async def _handle_item(
+        self,
+        item: Any,
+        computer: Optional[AsyncComputerHandler] = None,
+        ignore_call_ids: Optional[List[str]] = None,
+    ) -> List[Dict[str, Any]]:
         """Handle each item; may cause a computer action + screenshot."""
         call_id = item.get("call_id")
         if ignore_call_ids and call_id and call_id in ignore_call_ids:
             return []
-        
+
         item_type = item.get("type", None)
-        
+
         if item_type == "message":
             await self._on_text(item)
             # # Print messages
@@ -461,7 +486,7 @@ class ComputerAgent:
             #         if content_item.get("text"):
             #             print(content_item.get("text"))
             return []
-        
+
         try:
             if item_type == "computer_call":
                 await self._on_computer_call_start(item)
@@ -472,14 +497,16 @@ class ComputerAgent:
                 action = item.get("action")
                 action_type = action.get("type")
                 if action_type is None:
-                    print(f"Action type cannot be `None`: action={action}, action_type={action_type}")
+                    print(
+                        f"Action type cannot be `None`: action={action}, action_type={action_type}"
+                    )
                     return []
-                
+
                 # Extract action arguments (all fields except 'type')
                 action_args = {k: v for k, v in action.items() if k != "type"}
-                
+
                 # print(f"{action_type}({action_args})")
-                
+
                 # Execute the computer action
                 computer_method = getattr(computer, action_type, None)
                 if computer_method:
@@ -487,13 +514,13 @@ class ComputerAgent:
                     await computer_method(**action_args)
                 else:
                     raise ToolError(f"Unknown computer action: {action_type}")
-                
+
                 # Take screenshot after action
                 if self.screenshot_delay and self.screenshot_delay > 0:
                     await asyncio.sleep(self.screenshot_delay)
                 screenshot_base64 = await computer.screenshot()
                 await self._on_screenshot(screenshot_base64, "screenshot_after")
-                
+
                 # Handle safety checks
                 pending_checks = item.get("pending_safety_checks", [])
                 acknowledged_checks = []
@@ -505,7 +532,7 @@ class ComputerAgent:
                     #     acknowledged_checks.append(check)
                     # else:
                     #     raise ValueError(f"Safety check failed: {check_message}")
-                
+
                 # Create call output
                 call_output = {
                     "type": "computer_call_output",
@@ -516,25 +543,25 @@ class ComputerAgent:
                         "image_url": f"data:image/png;base64,{screenshot_base64}",
                     },
                 }
-                
+
                 # # Additional URL safety checks for browser environments
                 # if await computer.get_environment() == "browser":
                 #     current_url = await computer.get_current_url()
                 #     call_output["output"]["current_url"] = current_url
                 #     # TODO: implement a callback for URL safety checks
                 #     # check_blocklisted_url(current_url)
-                
+
                 result = [call_output]
                 await self._on_computer_call_end(item, result)
                 return result
-            
+
             if item_type == "function_call":
                 await self._on_function_call_start(item)
                 # Perform function call
                 function = self._get_tool(item.get("name"))
                 if not function:
                     raise ToolError(f"Function {item.get('name')} not found")
-            
+
                 args = json.loads(item.get("arguments"))
 
                 # Validate arguments before execution
@@ -545,14 +572,14 @@ class ComputerAgent:
                     result = await function(**args)
                 else:
                     result = await asyncio.to_thread(function, **args)
-            
+
                 # Create function call output
                 call_output = {
                     "type": "function_call_output",
                     "call_id": item.get("call_id"),
                     "output": str(result),
                 }
-            
+
                 result = [call_output]
                 await self._on_function_call_end(item, result)
                 return result
@@ -564,36 +591,35 @@ class ComputerAgent:
     # ============================================================================
     # MAIN AGENT LOOP
     # ============================================================================
-    
+
     async def run(
-        self,
-        messages: Messages,
-        stream: bool = False,
-        **kwargs
+        self, messages: Messages, stream: bool = False, **kwargs
     ) -> AsyncGenerator[Dict[str, Any], None]:
         """
         Run the agent with the given messages using Computer protocol handler pattern.
-        
+
         Args:
             messages: List of message dictionaries
             stream: Whether to stream the response
             **kwargs: Additional arguments
-            
+
         Returns:
             AsyncGenerator that yields response chunks
         """
         if not self.agent_config_info:
             raise ValueError("Agent configuration not found")
-        
+
         capabilities = self.get_capabilities()
         if "step" not in capabilities:
-            raise ValueError(f"Agent loop {self.agent_config_info.agent_class.__name__} does not support step predictions")
+            raise ValueError(
+                f"Agent loop {self.agent_config_info.agent_class.__name__} does not support step predictions"
+            )
 
         await self._initialize_computers()
-        
+
         # Merge kwargs
         merged_kwargs = {**self.kwargs, **kwargs}
-        
+
         old_items = self._process_input(messages)
         new_items = []
 
@@ -603,7 +629,7 @@ class ComputerAgent:
             "stream": stream,
             "model": self.model,
             "agent_loop": self.agent_config_info.agent_class.__name__,
-            **merged_kwargs
+            **merged_kwargs,
         }
         await self._on_run_start(run_kwargs, old_items)
 
@@ -620,7 +646,7 @@ class ComputerAgent:
             combined_messages = old_items + new_items
             combined_messages = replace_failed_computer_calls_with_function_calls(combined_messages)
             preprocessed_messages = await self._on_llm_start(combined_messages)
-            
+
             loop_kwargs = {
                 "messages": preprocessed_messages,
                 "model": self.model,
@@ -629,7 +655,7 @@ class ComputerAgent:
                 "computer_handler": self.computer_handler,
                 "max_retries": self.max_retries,
                 "use_prompt_caching": self.use_prompt_caching,
-                **merged_kwargs
+                **merged_kwargs,
             }
 
             # Run agent loop iteration
@@ -641,13 +667,13 @@ class ComputerAgent:
                 _on_screenshot=self._on_screenshot,
             )
             result = get_json(result)
-            
+
             # Lifecycle hook: Postprocess messages after the LLM call
             # Use cases:
             # - PII deanonymization (if you want tool calls to see PII)
             result["output"] = await self._on_llm_end(result.get("output", []))
             await self._on_responses(loop_kwargs, result)
-            
+
             # Yield agent response
             yield result
 
@@ -659,7 +685,9 @@ class ComputerAgent:
 
             # Handle computer actions
             for item in result.get("output"):
-                partial_items = await self._handle_item(item, self.computer_handler, ignore_call_ids=output_call_ids)
+                partial_items = await self._handle_item(
+                    item, self.computer_handler, ignore_call_ids=output_call_ids
+                )
                 new_items += partial_items
 
                 # Yield partial response
@@ -669,54 +697,52 @@ class ComputerAgent:
                         prompt_tokens=0,
                         completion_tokens=0,
                         total_tokens=0,
-                    )
+                    ),
                 }
-        
+
         await self._on_run_end(loop_kwargs, old_items, new_items)
-    
+
     async def predict_click(
-        self,
-        instruction: str,
-        image_b64: Optional[str] = None
+        self, instruction: str, image_b64: Optional[str] = None
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates based on image and instruction.
-        
+
         Args:
             instruction: Instruction for where to click
             image_b64: Base64 encoded image (optional, will take screenshot if not provided)
-            
+
         Returns:
             None or tuple with (x, y) coordinates
         """
         if not self.agent_config_info:
             raise ValueError("Agent configuration not found")
-        
+
         capabilities = self.get_capabilities()
         if "click" not in capabilities:
-            raise ValueError(f"Agent loop {self.agent_config_info.agent_class.__name__} does not support click predictions")
-        if hasattr(self.agent_loop, 'predict_click'):
+            raise ValueError(
+                f"Agent loop {self.agent_config_info.agent_class.__name__} does not support click predictions"
+            )
+        if hasattr(self.agent_loop, "predict_click"):
             if not image_b64:
                 if not self.computer_handler:
                     raise ValueError("Computer tool or image_b64 is required for predict_click")
                 image_b64 = await self.computer_handler.screenshot()
             return await self.agent_loop.predict_click(
-                model=self.model,
-                image_b64=image_b64,
-                instruction=instruction
+                model=self.model, image_b64=image_b64, instruction=instruction
             )
         return None
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """
         Get list of capabilities supported by the current agent config.
-        
+
         Returns:
             List of capability strings (e.g., ["step", "click"])
         """
         if not self.agent_config_info:
             raise ValueError("Agent configuration not found")
-        
-        if hasattr(self.agent_loop, 'get_capabilities'):
+
+        if hasattr(self.agent_loop, "get_capabilities"):
             return self.agent_loop.get_capabilities()
-        return ["step"]  # Default capability
\ No newline at end of file
+        return ["step"]  # Default capability
diff --git a/libs/python/agent/agent/callbacks/__init__.py b/libs/python/agent/agent/callbacks/__init__.py
index eca40173..06987593 100644
--- a/libs/python/agent/agent/callbacks/__init__.py
+++ b/libs/python/agent/agent/callbacks/__init__.py
@@ -3,17 +3,17 @@ Callback system for ComputerAgent preprocessing and postprocessing hooks.
 """
 
 from .base import AsyncCallbackHandler
+from .budget_manager import BudgetManagerCallback
 from .image_retention import ImageRetentionCallback
 from .logging import LoggingCallback
-from .trajectory_saver import TrajectorySaverCallback
-from .budget_manager import BudgetManagerCallback
-from .telemetry import TelemetryCallback
 from .operator_validator import OperatorNormalizerCallback
 from .prompt_instructions import PromptInstructionsCallback
+from .telemetry import TelemetryCallback
+from .trajectory_saver import TrajectorySaverCallback
 
 __all__ = [
     "AsyncCallbackHandler",
-    "ImageRetentionCallback", 
+    "ImageRetentionCallback",
     "LoggingCallback",
     "TrajectorySaverCallback",
     "BudgetManagerCallback",
diff --git a/libs/python/agent/agent/callbacks/base.py b/libs/python/agent/agent/callbacks/base.py
index 01688077..d7c2a56f 100644
--- a/libs/python/agent/agent/callbacks/base.py
+++ b/libs/python/agent/agent/callbacks/base.py
@@ -3,7 +3,7 @@ Base callback handler interface for ComputerAgent preprocessing and postprocessi
 """
 
 from abc import ABC, abstractmethod
-from typing import List, Dict, Any, Optional, Union
+from typing import Any, Dict, List, Optional, Union
 
 
 class AsyncCallbackHandler(ABC):
@@ -16,42 +16,52 @@ class AsyncCallbackHandler(ABC):
         """Called at the start of an agent run loop."""
         pass
 
-    async def on_run_end(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> None:
+    async def on_run_end(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> None:
         """Called at the end of an agent run loop."""
         pass
-    
-    async def on_run_continue(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> bool:
+
+    async def on_run_continue(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> bool:
         """Called during agent run loop to determine if execution should continue.
-        
+
         Args:
             kwargs: Run arguments
             old_items: Original messages
             new_items: New messages generated during run
-            
+
         Returns:
             True to continue execution, False to stop
         """
         return True
-    
+
     async def on_llm_start(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """
         Called before messages are sent to the agent loop.
-        
+
         Args:
             messages: List of message dictionaries to preprocess
-            
+
         Returns:
             List of preprocessed message dictionaries
         """
         return messages
-    
+
     async def on_llm_end(self, output: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """
         Called after the agent loop returns output.
-        
+
         Args:
             output: List of output message dictionaries to postprocess
-            
+
         Returns:
             List of postprocessed output dictionaries
         """
@@ -60,63 +70,67 @@ class AsyncCallbackHandler(ABC):
     async def on_computer_call_start(self, item: Dict[str, Any]) -> None:
         """
         Called when a computer call is about to start.
-        
+
         Args:
             item: The computer call item dictionary
         """
         pass
-    
-    async def on_computer_call_end(self, item: Dict[str, Any], result: List[Dict[str, Any]]) -> None:
+
+    async def on_computer_call_end(
+        self, item: Dict[str, Any], result: List[Dict[str, Any]]
+    ) -> None:
         """
         Called when a computer call has completed.
-        
+
         Args:
             item: The computer call item dictionary
             result: The result of the computer call
         """
         pass
-    
+
     async def on_function_call_start(self, item: Dict[str, Any]) -> None:
         """
         Called when a function call is about to start.
-        
+
         Args:
             item: The function call item dictionary
         """
         pass
-    
-    async def on_function_call_end(self, item: Dict[str, Any], result: List[Dict[str, Any]]) -> None:
+
+    async def on_function_call_end(
+        self, item: Dict[str, Any], result: List[Dict[str, Any]]
+    ) -> None:
         """
         Called when a function call has completed.
-        
+
         Args:
             item: The function call item dictionary
             result: The result of the function call
         """
         pass
-    
+
     async def on_text(self, item: Dict[str, Any]) -> None:
         """
         Called when a text message is encountered.
-        
+
         Args:
             item: The message item dictionary
         """
         pass
-    
+
     async def on_api_start(self, kwargs: Dict[str, Any]) -> None:
         """
         Called when an API call is about to start.
-        
+
         Args:
             kwargs: The kwargs being passed to the API call
         """
         pass
-    
+
     async def on_api_end(self, kwargs: Dict[str, Any], result: Any) -> None:
         """
         Called when an API call has completed.
-        
+
         Args:
             kwargs: The kwargs that were passed to the API call
             result: The result of the API call
@@ -126,7 +140,7 @@ class AsyncCallbackHandler(ABC):
     async def on_usage(self, usage: Dict[str, Any]) -> None:
         """
         Called when usage information is received.
-        
+
         Args:
             usage: The usage information
         """
@@ -135,7 +149,7 @@ class AsyncCallbackHandler(ABC):
     async def on_screenshot(self, screenshot: Union[str, bytes], name: str = "screenshot") -> None:
         """
         Called when a screenshot is taken.
-        
+
         Args:
             screenshot: The screenshot image
             name: The name of the screenshot
@@ -145,9 +159,9 @@ class AsyncCallbackHandler(ABC):
     async def on_responses(self, kwargs: Dict[str, Any], responses: Dict[str, Any]) -> None:
         """
         Called when responses are received.
-        
+
         Args:
             kwargs: The kwargs being passed to the agent loop
             responses: The responses received
         """
-        pass
\ No newline at end of file
+        pass
diff --git a/libs/python/agent/agent/callbacks/budget_manager.py b/libs/python/agent/agent/callbacks/budget_manager.py
index bc17c695..ff45b3fd 100644
--- a/libs/python/agent/agent/callbacks/budget_manager.py
+++ b/libs/python/agent/agent/callbacks/budget_manager.py
@@ -1,17 +1,23 @@
-from typing import Dict, List, Any
+from typing import Any, Dict, List
+
 from .base import AsyncCallbackHandler
 
+
 class BudgetExceededError(Exception):
     """Exception raised when budget is exceeded."""
+
     pass
 
+
 class BudgetManagerCallback(AsyncCallbackHandler):
     """Budget manager callback that tracks usage costs and can stop execution when budget is exceeded."""
-    
-    def __init__(self, max_budget: float, reset_after_each_run: bool = True, raise_error: bool = False):
+
+    def __init__(
+        self, max_budget: float, reset_after_each_run: bool = True, raise_error: bool = False
+    ):
         """
         Initialize BudgetManagerCallback.
-        
+
         Args:
             max_budget: Maximum budget allowed
             reset_after_each_run: Whether to reset budget after each run
@@ -21,24 +27,30 @@ class BudgetManagerCallback(AsyncCallbackHandler):
         self.reset_after_each_run = reset_after_each_run
         self.raise_error = raise_error
         self.total_cost = 0.0
-    
+
     async def on_run_start(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]]) -> None:
         """Reset budget if configured to do so."""
         if self.reset_after_each_run:
             self.total_cost = 0.0
-    
+
     async def on_usage(self, usage: Dict[str, Any]) -> None:
         """Track usage costs."""
         if "response_cost" in usage:
             self.total_cost += usage["response_cost"]
-    
-    async def on_run_continue(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> bool:
+
+    async def on_run_continue(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> bool:
         """Check if budget allows continuation."""
         if self.total_cost >= self.max_budget:
             if self.raise_error:
-                raise BudgetExceededError(f"Budget exceeded: ${self.total_cost} >= ${self.max_budget}")
+                raise BudgetExceededError(
+                    f"Budget exceeded: ${self.total_cost} >= ${self.max_budget}"
+                )
             else:
                 print(f"Budget exceeded: ${self.total_cost} >= ${self.max_budget}")
             return False
         return True
-    
\ No newline at end of file
diff --git a/libs/python/agent/agent/callbacks/image_retention.py b/libs/python/agent/agent/callbacks/image_retention.py
index 320a3f43..e95f17d3 100644
--- a/libs/python/agent/agent/callbacks/image_retention.py
+++ b/libs/python/agent/agent/callbacks/image_retention.py
@@ -2,7 +2,8 @@
 Image retention callback handler that limits the number of recent images in message history.
 """
 
-from typing import List, Dict, Any, Optional
+from typing import Any, Dict, List, Optional
+
 from .base import AsyncCallbackHandler
 
 
@@ -11,40 +12,40 @@ class ImageRetentionCallback(AsyncCallbackHandler):
     Callback handler that applies image retention policy to limit the number
     of recent images in message history to prevent context window overflow.
     """
-    
+
     def __init__(self, only_n_most_recent_images: Optional[int] = None):
         """
         Initialize the image retention callback.
-        
+
         Args:
             only_n_most_recent_images: If set, only keep the N most recent images in message history
         """
         self.only_n_most_recent_images = only_n_most_recent_images
-    
+
     async def on_llm_start(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """
         Apply image retention policy to messages before sending to agent loop.
-        
+
         Args:
             messages: List of message dictionaries
-            
+
         Returns:
             List of messages with image retention policy applied
         """
         if self.only_n_most_recent_images is None:
             return messages
-        
+
         return self._apply_image_retention(messages)
-    
+
     def _apply_image_retention(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """Apply image retention policy to keep only the N most recent images.
-        
+
         Removes computer_call_output items with image_url and their corresponding computer_call items,
         keeping only the most recent N image pairs based on only_n_most_recent_images setting.
-        
+
         Args:
             messages: List of message dictionaries
-            
+
         Returns:
             Filtered list of messages with image retention applied
         """
@@ -78,7 +79,11 @@ class ImageRetentionCallback(AsyncCallbackHandler):
             # Remove the immediately preceding computer_call with matching call_id (if present)
             call_id = messages[idx].get("call_id")
             prev_idx = idx - 1
-            if prev_idx >= 0 and messages[prev_idx].get("type") == "computer_call" and messages[prev_idx].get("call_id") == call_id:
+            if (
+                prev_idx >= 0
+                and messages[prev_idx].get("type") == "computer_call"
+                and messages[prev_idx].get("call_id") == call_id
+            ):
                 to_remove.add(prev_idx)
                 # Check a single reasoning immediately before that computer_call
                 r_idx = prev_idx - 1
@@ -87,4 +92,4 @@ class ImageRetentionCallback(AsyncCallbackHandler):
 
         # Construct filtered list
         filtered = [m for i, m in enumerate(messages) if i not in to_remove]
-        return filtered
\ No newline at end of file
+        return filtered
diff --git a/libs/python/agent/agent/callbacks/logging.py b/libs/python/agent/agent/callbacks/logging.py
index af171925..c9674c7e 100644
--- a/libs/python/agent/agent/callbacks/logging.py
+++ b/libs/python/agent/agent/callbacks/logging.py
@@ -4,17 +4,18 @@ Logging callback for ComputerAgent that provides configurable logging of agent l
 
 import json
 import logging
-from typing import Dict, List, Any, Optional, Union
+from typing import Any, Dict, List, Optional, Union
+
 from .base import AsyncCallbackHandler
 
 
 def sanitize_image_urls(data: Any) -> Any:
     """
     Recursively search for 'image_url' keys and set their values to '[omitted]'.
-    
+
     Args:
         data: Any data structure (dict, list, or primitive type)
-        
+
     Returns:
         A deep copy of the data with all 'image_url' values replaced with '[omitted]'
     """
@@ -28,11 +29,11 @@ def sanitize_image_urls(data: Any) -> Any:
                 # Recursively sanitize the value
                 sanitized[key] = sanitize_image_urls(value)
         return sanitized
-    
+
     elif isinstance(data, list):
         # Recursively sanitize each item in the list
         return [sanitize_image_urls(item) for item in data]
-    
+
     else:
         # For primitive types (str, int, bool, None, etc.), return as-is
         return data
@@ -41,37 +42,36 @@ def sanitize_image_urls(data: Any) -> Any:
 class LoggingCallback(AsyncCallbackHandler):
     """
     Callback handler that logs agent lifecycle events with configurable verbosity.
-    
+
     Logging levels:
     - DEBUG: All events including API calls, message preprocessing, and detailed outputs
-    - INFO: Major lifecycle events (start/end, messages, outputs)  
+    - INFO: Major lifecycle events (start/end, messages, outputs)
     - WARNING: Only warnings and errors
     - ERROR: Only errors
     """
-    
+
     def __init__(self, logger: Optional[logging.Logger] = None, level: int = logging.INFO):
         """
         Initialize the logging callback.
-        
+
         Args:
             logger: Logger instance to use. If None, creates a logger named 'agent.ComputerAgent'
             level: Logging level (logging.DEBUG, logging.INFO, etc.)
         """
-        self.logger = logger or logging.getLogger('agent.ComputerAgent')
+        self.logger = logger or logging.getLogger("agent.ComputerAgent")
         self.level = level
-        
+
         # Set up logger if it doesn't have handlers
         if not self.logger.handlers:
             handler = logging.StreamHandler()
-            formatter = logging.Formatter(
-                '%(asctime)s - %(name)s - %(levelname)s - %(message)s'
-            )
+            formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s")
             handler.setFormatter(formatter)
             self.logger.addHandler(handler)
             self.logger.setLevel(level)
-    
+
     def _update_usage(self, usage: Dict[str, Any]) -> None:
         """Update total usage statistics."""
+
         def add_dicts(target: Dict[str, Any], source: Dict[str, Any]) -> None:
             for key, value in source.items():
                 if isinstance(value, dict):
@@ -82,18 +82,25 @@ class LoggingCallback(AsyncCallbackHandler):
                     if key not in target:
                         target[key] = 0
                     target[key] += value
+
         add_dicts(self.total_usage, usage)
-    
+
     async def on_run_start(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]]) -> None:
         """Called before the run starts."""
         self.total_usage = {}
-    
+
     async def on_usage(self, usage: Dict[str, Any]) -> None:
         """Called when usage information is received."""
         self._update_usage(usage)
 
-    async def on_run_end(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> None:
+    async def on_run_end(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> None:
         """Called after the run ends."""
+
         def format_dict(d, indent=0):
             lines = []
             prefix = f" - {' ' * indent}"
@@ -106,10 +113,10 @@ class LoggingCallback(AsyncCallbackHandler):
                 else:
                     lines.append(f"{prefix}{key}: {value}")
             return lines
-        
+
         formatted_output = "\n".join(format_dict(self.total_usage))
         self.logger.info(f"Total usage:\n{formatted_output}")
-    
+
     async def on_llm_start(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """Called before LLM processing starts."""
         if self.logger.isEnabledFor(logging.INFO):
@@ -118,27 +125,27 @@ class LoggingCallback(AsyncCallbackHandler):
             sanitized_messages = [sanitize_image_urls(msg) for msg in messages]
             self.logger.debug(f"LLM input messages: {json.dumps(sanitized_messages, indent=2)}")
         return messages
-    
+
     async def on_llm_end(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """Called after LLM processing ends."""
         if self.logger.isEnabledFor(logging.DEBUG):
             sanitized_messages = [sanitize_image_urls(msg) for msg in messages]
             self.logger.debug(f"LLM output: {json.dumps(sanitized_messages, indent=2)}")
         return messages
-    
+
     async def on_computer_call_start(self, item: Dict[str, Any]) -> None:
         """Called when a computer call starts."""
         action = item.get("action", {})
         action_type = action.get("type", "unknown")
         action_args = {k: v for k, v in action.items() if k != "type"}
-        
+
         # INFO level logging for the action
         self.logger.info(f"Computer: {action_type}({action_args})")
-        
+
         # DEBUG level logging for full details
         if self.logger.isEnabledFor(logging.DEBUG):
             self.logger.debug(f"Computer call started: {json.dumps(action, indent=2)}")
-    
+
     async def on_computer_call_end(self, item: Dict[str, Any], result: Any) -> None:
         """Called when a computer call ends."""
         if self.logger.isEnabledFor(logging.DEBUG):
@@ -147,48 +154,52 @@ class LoggingCallback(AsyncCallbackHandler):
             if result:
                 sanitized_result = sanitize_image_urls(result)
                 self.logger.debug(f"Computer call result: {json.dumps(sanitized_result, indent=2)}")
-    
+
     async def on_function_call_start(self, item: Dict[str, Any]) -> None:
         """Called when a function call starts."""
         name = item.get("name", "unknown")
         arguments = item.get("arguments", "{}")
-        
+
         # INFO level logging for the function call
         self.logger.info(f"Function: {name}({arguments})")
-        
+
         # DEBUG level logging for full details
         if self.logger.isEnabledFor(logging.DEBUG):
             self.logger.debug(f"Function call started: {name}")
-    
+
     async def on_function_call_end(self, item: Dict[str, Any], result: Any) -> None:
         """Called when a function call ends."""
         # INFO level logging for function output (similar to function_call_output)
         if result:
             # Handle both list and direct result formats
             if isinstance(result, list) and len(result) > 0:
-                output = result[0].get("output", str(result)) if isinstance(result[0], dict) else str(result[0])
+                output = (
+                    result[0].get("output", str(result))
+                    if isinstance(result[0], dict)
+                    else str(result[0])
+                )
             else:
                 output = str(result)
-            
+
             # Truncate long outputs
             if len(output) > 100:
                 output = output[:100] + "..."
-            
+
             self.logger.info(f"Output: {output}")
-        
+
         # DEBUG level logging for full details
         if self.logger.isEnabledFor(logging.DEBUG):
             name = item.get("name", "unknown")
             self.logger.debug(f"Function call completed: {name}")
             if result:
                 self.logger.debug(f"Function call result: {json.dumps(result, indent=2)}")
-    
+
     async def on_text(self, item: Dict[str, Any]) -> None:
         """Called when a text message is encountered."""
         # Get the role to determine if it's Agent or User
         role = item.get("role", "unknown")
         content_items = item.get("content", [])
-        
+
         # Process content items to build display text
         text_parts = []
         for content_item in content_items:
@@ -206,10 +217,10 @@ class LoggingCallback(AsyncCallbackHandler):
             else:
                 # Non-text content, show as [type]
                 text_parts.append(f"[{content_type}]")
-        
+
         # Join all text parts
-        display_text = ''.join(text_parts) if text_parts else "[empty]"
-        
+        display_text = "".join(text_parts) if text_parts else "[empty]"
+
         # Log with appropriate level and format
         if role == "assistant":
             self.logger.info(f"Agent: {display_text}")
@@ -219,7 +230,7 @@ class LoggingCallback(AsyncCallbackHandler):
             # Fallback for unknown roles, use debug level
             if self.logger.isEnabledFor(logging.DEBUG):
                 self.logger.debug(f"Text message ({role}): {display_text}")
-    
+
     async def on_api_start(self, kwargs: Dict[str, Any]) -> None:
         """Called when an API call is about to start."""
         if self.logger.isEnabledFor(logging.DEBUG):
@@ -232,16 +243,18 @@ class LoggingCallback(AsyncCallbackHandler):
             elif "input" in kwargs:
                 sanitized_input = sanitize_image_urls(kwargs["input"])
                 self.logger.debug(f"API call input: {json.dumps(sanitized_input, indent=2)}")
-    
+
     async def on_api_end(self, kwargs: Dict[str, Any], result: Any) -> None:
         """Called when an API call has completed."""
         if self.logger.isEnabledFor(logging.DEBUG):
             model = kwargs.get("model", "unknown")
             self.logger.debug(f"API call completed for model: {model}")
-            self.logger.debug(f"API call result: {json.dumps(sanitize_image_urls(result), indent=2)}")
+            self.logger.debug(
+                f"API call result: {json.dumps(sanitize_image_urls(result), indent=2)}"
+            )
 
     async def on_screenshot(self, item: Union[str, bytes], name: str = "screenshot") -> None:
         """Called when a screenshot is taken."""
         if self.logger.isEnabledFor(logging.DEBUG):
             image_size = len(item) / 1024
-            self.logger.debug(f"Screenshot captured: {name} {image_size:.2f} KB")
\ No newline at end of file
+            self.logger.debug(f"Screenshot captured: {name} {image_size:.2f} KB")
diff --git a/libs/python/agent/agent/callbacks/operator_validator.py b/libs/python/agent/agent/callbacks/operator_validator.py
index 56a9c280..28a6fd37 100644
--- a/libs/python/agent/agent/callbacks/operator_validator.py
+++ b/libs/python/agent/agent/callbacks/operator_validator.py
@@ -9,6 +9,7 @@ Ensures agent output actions conform to expected schemas by fixing common issues
 This runs in on_llm_end, which receives the output array (AgentMessage[] as dicts).
 The purpose is to avoid spending another LLM call to fix broken computer call syntax when possible.
 """
+
 from __future__ import annotations
 
 from typing import Any, Dict, List
@@ -48,6 +49,7 @@ class OperatorNormalizerCallback(AsyncCallbackHandler):
                 action["type"] = "type"
 
             action_type = action.get("type")
+
             def _keep_keys(action: Dict[str, Any], keys_to_keep: List[str]):
                 """Keep only the provided keys on action; delete everything else.
                 Always ensures required 'type' is present if listed in keys_to_keep.
@@ -55,6 +57,7 @@ class OperatorNormalizerCallback(AsyncCallbackHandler):
                 for key in list(action.keys()):
                     if key not in keys_to_keep:
                         del action[key]
+
             # rename "coordinate" to "x", "y"
             if "coordinate" in action:
                 action["x"] = action["coordinate"][0]
@@ -100,7 +103,6 @@ class OperatorNormalizerCallback(AsyncCallbackHandler):
             keep = required_keys_by_type.get(action_type or "")
             if keep:
                 _keep_keys(action, keep)
-            
 
         # # Second pass: if an assistant message is immediately followed by a computer_call,
         # # replace the assistant message itself with a reasoning message with summary text.
diff --git a/libs/python/agent/agent/callbacks/pii_anonymization.py b/libs/python/agent/agent/callbacks/pii_anonymization.py
index 68f4b2fc..167f74f2 100644
--- a/libs/python/agent/agent/callbacks/pii_anonymization.py
+++ b/libs/python/agent/agent/callbacks/pii_anonymization.py
@@ -2,38 +2,41 @@
 PII anonymization callback handler using Microsoft Presidio for text and image redaction.
 """
 
-from typing import List, Dict, Any, Optional, Tuple
-from .base import AsyncCallbackHandler
 import base64
 import io
 import logging
+from typing import Any, Dict, List, Optional, Tuple
+
+from .base import AsyncCallbackHandler
 
 try:
     # TODO: Add Presidio dependencies
     from PIL import Image
+
     PRESIDIO_AVAILABLE = True
 except ImportError:
     PRESIDIO_AVAILABLE = False
 
 logger = logging.getLogger(__name__)
 
+
 class PIIAnonymizationCallback(AsyncCallbackHandler):
     """
     Callback handler that anonymizes PII in text and images using Microsoft Presidio.
-    
+
     This handler:
     1. Anonymizes PII in messages before sending to the agent loop
     2. Deanonymizes PII in tool calls and message outputs after the agent loop
     3. Redacts PII from images in computer_call_output messages
     """
-    
+
     def __init__(
         self,
         # TODO: Any extra kwargs if needed
     ):
         """
         Initialize the PII anonymization callback.
-        
+
         Args:
             anonymize_text: Whether to anonymize text content
             anonymize_images: Whether to redact images
@@ -46,16 +49,16 @@ class PIIAnonymizationCallback(AsyncCallbackHandler):
                 "Presidio is not available. Install with: "
                 "pip install cua-agent[pii-anonymization]"
             )
-        
+
         # TODO: Implement __init__
-    
+
     async def on_llm_start(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """
         Anonymize PII in messages before sending to agent loop.
-        
+
         Args:
             messages: List of message dictionaries
-            
+
         Returns:
             List of messages with PII anonymized
         """
@@ -63,16 +66,16 @@ class PIIAnonymizationCallback(AsyncCallbackHandler):
         for msg in messages:
             anonymized_msg = await self._anonymize_message(msg)
             anonymized_messages.append(anonymized_msg)
-        
+
         return anonymized_messages
-    
+
     async def on_llm_end(self, output: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """
         Deanonymize PII in tool calls and message outputs after agent loop.
-        
+
         Args:
             output: List of output dictionaries
-            
+
         Returns:
             List of output with PII deanonymized for tool calls
         """
@@ -84,13 +87,13 @@ class PIIAnonymizationCallback(AsyncCallbackHandler):
                 deanonymized_output.append(deanonymized_item)
             else:
                 deanonymized_output.append(item)
-        
+
         return deanonymized_output
-    
+
     async def _anonymize_message(self, message: Dict[str, Any]) -> Dict[str, Any]:
         # TODO: Implement _anonymize_message
         return message
-    
+
     async def _deanonymize_item(self, item: Dict[str, Any]) -> Dict[str, Any]:
         # TODO: Implement _deanonymize_item
         return item
diff --git a/libs/python/agent/agent/callbacks/telemetry.py b/libs/python/agent/agent/callbacks/telemetry.py
index bdb3fd4c..d8e77e1d 100644
--- a/libs/python/agent/agent/callbacks/telemetry.py
+++ b/libs/python/agent/agent/callbacks/telemetry.py
@@ -2,17 +2,17 @@
 Telemetry callback handler for Computer-Use Agent (cua-agent)
 """
 
+import platform
 import time
 import uuid
-from typing import List, Dict, Any, Optional, Union
+from typing import Any, Dict, List, Optional, Union
 
-from .base import AsyncCallbackHandler
 from core.telemetry import (
-    record_event,
     is_telemetry_enabled,
+    record_event,
 )
 
-import platform
+from .base import AsyncCallbackHandler
 
 SYSTEM_INFO = {
     "os": platform.system().lower(),
@@ -20,32 +20,29 @@ SYSTEM_INFO = {
     "python_version": platform.python_version(),
 }
 
+
 class TelemetryCallback(AsyncCallbackHandler):
     """
     Telemetry callback handler for Computer-Use Agent (cua-agent)
-    
+
     Tracks agent usage, performance metrics, and optionally trajectory data.
     """
-    
-    def __init__(
-        self, 
-        agent, 
-        log_trajectory: bool = False
-    ):
+
+    def __init__(self, agent, log_trajectory: bool = False):
         """
         Initialize telemetry callback.
-        
+
         Args:
             agent: The ComputerAgent instance
             log_trajectory: Whether to log full trajectory items (opt-in)
         """
         self.agent = agent
         self.log_trajectory = log_trajectory
-        
+
         # Generate session/run IDs
         self.session_id = str(uuid.uuid4())
         self.run_id = None
-        
+
         # Track timing and metrics
         self.run_start_time = None
         self.step_count = 0
@@ -54,126 +51,133 @@ class TelemetryCallback(AsyncCallbackHandler):
             "prompt_tokens": 0,
             "completion_tokens": 0,
             "total_tokens": 0,
-            "response_cost": 0.0
+            "response_cost": 0.0,
         }
-        
+
         # Record agent initialization
         if is_telemetry_enabled():
             self._record_agent_initialization()
-    
+
     def _record_agent_initialization(self) -> None:
         """Record agent type/model and session initialization."""
         agent_info = {
             "session_id": self.session_id,
-            "agent_type": self.agent.agent_loop.__name__ if hasattr(self.agent, 'agent_loop') else 'unknown',
-            "model": getattr(self.agent, 'model', 'unknown'),
-            **SYSTEM_INFO
+            "agent_type": (
+                self.agent.agent_loop.__name__ if hasattr(self.agent, "agent_loop") else "unknown"
+            ),
+            "model": getattr(self.agent, "model", "unknown"),
+            **SYSTEM_INFO,
         }
-        
+
         record_event("agent_session_start", agent_info)
-    
+
     async def on_run_start(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]]) -> None:
         """Called at the start of an agent run loop."""
         if not is_telemetry_enabled():
             return
-            
+
         self.run_id = str(uuid.uuid4())
         self.run_start_time = time.time()
         self.step_count = 0
-        
+
         # Calculate input context size
         input_context_size = self._calculate_context_size(old_items)
-        
+
         run_data = {
             "session_id": self.session_id,
             "run_id": self.run_id,
             "start_time": self.run_start_time,
             "input_context_size": input_context_size,
-            "num_existing_messages": len(old_items)
+            "num_existing_messages": len(old_items),
         }
-        
+
         # Log trajectory if opted in
         if self.log_trajectory:
             trajectory = self._extract_trajectory(old_items)
             if trajectory:
                 run_data["uploaded_trajectory"] = trajectory
-        
+
         record_event("agent_run_start", run_data)
-    
-    async def on_run_end(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> None:
+
+    async def on_run_end(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> None:
         """Called at the end of an agent run loop."""
         if not is_telemetry_enabled() or not self.run_start_time:
             return
-            
+
         run_duration = time.time() - self.run_start_time
-        
+
         run_data = {
             "session_id": self.session_id,
             "run_id": self.run_id,
             "end_time": time.time(),
             "duration_seconds": run_duration,
             "num_steps": self.step_count,
-            "total_usage": self.total_usage.copy()
+            "total_usage": self.total_usage.copy(),
         }
-        
+
         # Log trajectory if opted in
         if self.log_trajectory:
             trajectory = self._extract_trajectory(new_items)
             if trajectory:
                 run_data["uploaded_trajectory"] = trajectory
-        
+
         record_event("agent_run_end", run_data)
-    
+
     async def on_usage(self, usage: Dict[str, Any]) -> None:
         """Called when usage information is received."""
         if not is_telemetry_enabled():
             return
-            
+
         # Accumulate usage stats
         self.total_usage["prompt_tokens"] += usage.get("prompt_tokens", 0)
-        self.total_usage["completion_tokens"] += usage.get("completion_tokens", 0) 
+        self.total_usage["completion_tokens"] += usage.get("completion_tokens", 0)
         self.total_usage["total_tokens"] += usage.get("total_tokens", 0)
         self.total_usage["response_cost"] += usage.get("response_cost", 0.0)
-        
+
         # Record individual usage event
         usage_data = {
             "session_id": self.session_id,
             "run_id": self.run_id,
             "step": self.step_count,
-            **usage
+            **usage,
         }
-        
+
         record_event("agent_usage", usage_data)
-    
+
     async def on_responses(self, kwargs: Dict[str, Any], responses: Dict[str, Any]) -> None:
         """Called when responses are received."""
         if not is_telemetry_enabled():
             return
-            
+
         self.step_count += 1
         step_duration = None
-        
+
         if self.step_start_time:
             step_duration = time.time() - self.step_start_time
-        
+
         self.step_start_time = time.time()
-        
+
         step_data = {
             "session_id": self.session_id,
             "run_id": self.run_id,
             "step": self.step_count,
-            "timestamp": self.step_start_time
+            "timestamp": self.step_start_time,
         }
-        
+
         if step_duration is not None:
             step_data["duration_seconds"] = step_duration
-        
+
         record_event("agent_step", step_data)
-    
+
     def _calculate_context_size(self, items: List[Dict[str, Any]]) -> int:
         """Calculate approximate context size in tokens/characters."""
         total_size = 0
-        
+
         for item in items:
             if item.get("type") == "message" and "content" in item:
                 content = item["content"]
@@ -185,25 +189,27 @@ class TelemetryCallback(AsyncCallbackHandler):
                             total_size += len(part["text"])
             elif "content" in item and isinstance(item["content"], str):
                 total_size += len(item["content"])
-                
+
         return total_size
-    
+
     def _extract_trajectory(self, items: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """Extract trajectory items that should be logged."""
         trajectory = []
-        
+
         for item in items:
             # Include user messages, assistant messages, reasoning, computer calls, and computer outputs
             if (
-                item.get("role") == "user" or  # User inputs
-                (item.get("type") == "message" and item.get("role") == "assistant") or  # Model outputs
-                item.get("type") == "reasoning" or  # Reasoning traces
-                item.get("type") == "computer_call" or  # Computer actions
-                item.get("type") == "computer_call_output"  # Computer outputs
+                item.get("role") == "user"  # User inputs
+                or (
+                    item.get("type") == "message" and item.get("role") == "assistant"
+                )  # Model outputs
+                or item.get("type") == "reasoning"  # Reasoning traces
+                or item.get("type") == "computer_call"  # Computer actions
+                or item.get("type") == "computer_call_output"  # Computer outputs
             ):
                 # Create a copy of the item with timestamp
                 trajectory_item = item.copy()
                 trajectory_item["logged_at"] = time.time()
                 trajectory.append(trajectory_item)
-        
-        return trajectory
\ No newline at end of file
+
+        return trajectory
diff --git a/libs/python/agent/agent/callbacks/trajectory_saver.py b/libs/python/agent/agent/callbacks/trajectory_saver.py
index 7ea708db..cb08d1a8 100644
--- a/libs/python/agent/agent/callbacks/trajectory_saver.py
+++ b/libs/python/agent/agent/callbacks/trajectory_saver.py
@@ -2,26 +2,28 @@
 Trajectory saving callback handler for ComputerAgent.
 """
 
-import os
-import json
-import uuid
-from datetime import datetime
 import base64
-from pathlib import Path
-from typing import List, Dict, Any, Optional, Union, override
-from PIL import Image, ImageDraw
 import io
+import json
+import os
+import uuid
 from copy import deepcopy
+from datetime import datetime
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Union, override
+
+from PIL import Image, ImageDraw
 
 from .base import AsyncCallbackHandler
 
+
 def sanitize_image_urls(data: Any) -> Any:
     """
     Recursively search for 'image_url' keys and set their values to '[omitted]'.
-    
+
     Args:
         data: Any data structure (dict, list, or primitive type)
-        
+
     Returns:
         A deep copy of the data with all 'image_url' values replaced with '[omitted]'
     """
@@ -35,17 +37,19 @@ def sanitize_image_urls(data: Any) -> Any:
                 # Recursively sanitize the value
                 sanitized[key] = sanitize_image_urls(value)
         return sanitized
-    
+
     elif isinstance(data, list):
         # Recursively sanitize each item in the list
         return [sanitize_image_urls(item) for item in data]
-    
+
     else:
         # For primitive types (str, int, bool, None, etc.), return as-is
         return data
 
 
-def extract_computer_call_outputs(items: List[Dict[str, Any]], screenshot_dir: Optional[Path]) -> List[Dict[str, Any]]:
+def extract_computer_call_outputs(
+    items: List[Dict[str, Any]], screenshot_dir: Optional[Path]
+) -> List[Dict[str, Any]]:
     """
     Save any base64-encoded screenshots from computer_call_output entries to files and
     replace their image_url with the saved file path when a call_id is present.
@@ -103,18 +107,21 @@ def extract_computer_call_outputs(items: List[Dict[str, Any]], screenshot_dir: O
         updated.append(msg)
     return updated
 
+
 class TrajectorySaverCallback(AsyncCallbackHandler):
     """
     Callback handler that saves agent trajectories to disk.
-    
+
     Saves each run as a separate trajectory with unique ID, and each turn
     within the trajectory gets its own folder with screenshots and responses.
     """
-    
-    def __init__(self, trajectory_dir: str, reset_on_run: bool = True, screenshot_dir: Optional[str] = None):
+
+    def __init__(
+        self, trajectory_dir: str, reset_on_run: bool = True, screenshot_dir: Optional[str] = None
+    ):
         """
         Initialize trajectory saver.
-        
+
         Args:
             trajectory_dir: Base directory to save trajectories
             reset_on_run: If True, reset trajectory_id/turn/artifact on each run.
@@ -129,7 +136,7 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
         self.reset_on_run = reset_on_run
         # Optional directory to store extracted screenshots from metadata/new_items
         self.screenshot_dir: Optional[Path] = Path(screenshot_dir) if screenshot_dir else None
-        
+
         # Ensure trajectory directory exists
         self.trajectory_dir.mkdir(parents=True, exist_ok=True)
 
@@ -137,7 +144,7 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
         """Get the directory for the current turn."""
         if not self.trajectory_id:
             raise ValueError("Trajectory not initialized - call _on_run_start first")
-        
+
         # format: trajectory_id/turn_000
         turn_dir = self.trajectory_dir / self.trajectory_id / f"turn_{self.current_turn:03d}"
         turn_dir.mkdir(parents=True, exist_ok=True)
@@ -166,6 +173,7 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
 
     def _update_usage(self, usage: Dict[str, Any]) -> None:
         """Update total usage statistics."""
+
         def add_dicts(target: Dict[str, Any], source: Dict[str, Any]) -> None:
             for key, value in source.items():
                 if isinstance(value, dict):
@@ -176,20 +184,21 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
                     if key not in target:
                         target[key] = 0
                     target[key] += value
+
         add_dicts(self.total_usage, usage)
-    
+
     @override
     async def on_run_start(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]]) -> None:
         """Initialize trajectory tracking for a new run."""
         model = kwargs.get("model", "unknown")
-        
+
         # Only reset trajectory state if reset_on_run is True or no trajectory exists
         if self.reset_on_run or not self.trajectory_id:
             model_name_short = model.split("+")[-1].split("/")[-1].lower()[:16]
             if "+" in model:
                 model_name_short = model.split("+")[0].lower()[:4] + "_" + model_name_short
             # strip non-alphanumeric characters from model_name_short
-            model_name_short = ''.join(c for c in model_name_short if c.isalnum() or c == '_')
+            model_name_short = "".join(c for c in model_name_short if c.isalnum() or c == "_")
 
             # id format: yyyy-mm-dd_model_hhmmss_uuid[:4]
             now = datetime.now()
@@ -198,11 +207,11 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
             self.current_artifact = 0
             self.model = model
             self.total_usage = {}
-            
+
             # Create trajectory directory
             trajectory_path = self.trajectory_dir / self.trajectory_id
             trajectory_path.mkdir(parents=True, exist_ok=True)
-            
+
             # Save trajectory metadata (optionally extract screenshots to screenshot_dir)
             kwargs_to_save = kwargs.copy()
             try:
@@ -219,7 +228,7 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
                 "status": "running",
                 "kwargs": kwargs_to_save,
             }
-            
+
             with open(trajectory_path / "metadata.json", "w") as f:
                 json.dump(metadata, f, indent=2)
         else:
@@ -227,22 +236,27 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
             self.model = model
 
     @override
-    async def on_run_end(self, kwargs: Dict[str, Any], old_items: List[Dict[str, Any]], new_items: List[Dict[str, Any]]) -> None:
+    async def on_run_end(
+        self,
+        kwargs: Dict[str, Any],
+        old_items: List[Dict[str, Any]],
+        new_items: List[Dict[str, Any]],
+    ) -> None:
         """Finalize run tracking by updating metadata with completion status, usage, and new items."""
         if not self.trajectory_id:
             return
-        
+
         # Update metadata with completion status, total usage, and new items
         trajectory_path = self.trajectory_dir / self.trajectory_id
         metadata_path = trajectory_path / "metadata.json"
-        
+
         # Read existing metadata
         if metadata_path.exists():
             with open(metadata_path, "r") as f:
                 metadata = json.load(f)
         else:
             metadata = {}
-        
+
         # Update metadata with completion info
         # Optionally extract screenshots from new_items before persisting
         new_items_to_save = new_items
@@ -251,32 +265,34 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
         except Exception:
             pass
 
-        metadata.update({
-            "status": "completed",
-            "completed_at": str(uuid.uuid1().time),
-            "total_usage": self.total_usage,
-            "new_items": new_items_to_save,
-            "total_turns": self.current_turn
-        })
-        
+        metadata.update(
+            {
+                "status": "completed",
+                "completed_at": str(uuid.uuid1().time),
+                "total_usage": self.total_usage,
+                "new_items": new_items_to_save,
+                "total_turns": self.current_turn,
+            }
+        )
+
         # Save updated metadata
         with open(metadata_path, "w") as f:
             json.dump(metadata, f, indent=2)
-    
-    @override 
+
+    @override
     async def on_api_start(self, kwargs: Dict[str, Any]) -> None:
         if not self.trajectory_id:
             return
-        
-        self._save_artifact("api_start", { "kwargs": kwargs })
-    
+
+        self._save_artifact("api_start", {"kwargs": kwargs})
+
     @override
     async def on_api_end(self, kwargs: Dict[str, Any], result: Any) -> None:
         """Save API call result."""
         if not self.trajectory_id:
             return
-        
-        self._save_artifact("api_result", { "kwargs": kwargs, "result": result })
+
+        self._save_artifact("api_result", {"kwargs": kwargs, "result": result})
 
     @override
     async def on_screenshot(self, screenshot: Union[str, bytes], name: str = "screenshot") -> None:
@@ -295,77 +311,83 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
         """Save responses to the current turn directory and update usage statistics."""
         if not self.trajectory_id:
             return
-        
+
         # Save responses
         turn_dir = self._get_turn_dir()
         response_data = {
             "timestamp": str(uuid.uuid1().time),
             "model": self.model,
             "kwargs": kwargs,
-            "response": responses
+            "response": responses,
         }
-        
+
         self._save_artifact("agent_response", response_data)
-        
+
         # Increment turn counter
         self.current_turn += 1
 
     def _draw_crosshair_on_image(self, image_bytes: bytes, x: int, y: int) -> bytes:
         """
         Draw a red dot and crosshair at the specified coordinates on the image.
-        
+
         Args:
             image_bytes: The original image as bytes
             x: X coordinate for the crosshair
             y: Y coordinate for the crosshair
-            
+
         Returns:
             Modified image as bytes with red dot and crosshair
         """
         # Open the image
         image = Image.open(io.BytesIO(image_bytes))
         draw = ImageDraw.Draw(image)
-        
+
         # Draw crosshair lines (red, 2px thick)
         crosshair_size = 20
         line_width = 2
         color = "red"
-        
+
         # Horizontal line
         draw.line([(x - crosshair_size, y), (x + crosshair_size, y)], fill=color, width=line_width)
         # Vertical line
         draw.line([(x, y - crosshair_size), (x, y + crosshair_size)], fill=color, width=line_width)
-        
+
         # Draw center dot (filled circle)
         dot_radius = 3
-        draw.ellipse([(x - dot_radius, y - dot_radius), (x + dot_radius, y + dot_radius)], fill=color)
-        
+        draw.ellipse(
+            [(x - dot_radius, y - dot_radius), (x + dot_radius, y + dot_radius)], fill=color
+        )
+
         # Convert back to bytes
         output = io.BytesIO()
-        image.save(output, format='PNG')
+        image.save(output, format="PNG")
         return output.getvalue()
 
     @override
-    async def on_computer_call_end(self, item: Dict[str, Any], result: List[Dict[str, Any]]) -> None:
+    async def on_computer_call_end(
+        self, item: Dict[str, Any], result: List[Dict[str, Any]]
+    ) -> None:
         """
         Called when a computer call has completed.
         Saves screenshots and computer call output.
         """
         if not self.trajectory_id:
             return
-        
-        self._save_artifact("computer_call_result", { "item": item, "result": result })
-        
+
+        self._save_artifact("computer_call_result", {"item": item, "result": result})
+
         # Check if action has x/y coordinates and there's a screenshot in the result
         action = item.get("action", {})
         if "x" in action and "y" in action:
             # Look for screenshot in the result
             for result_item in result:
-                if (result_item.get("type") == "computer_call_output" and 
-                    result_item.get("output", {}).get("type") == "input_image"):
-                    
+                if (
+                    result_item.get("type") == "computer_call_output"
+                    and result_item.get("output", {}).get("type") == "input_image"
+                ):
+
                     image_url = result_item["output"]["image_url"]
-                
+
                     # Extract base64 image data
                     if image_url.startswith("data:image/"):
                         # Format: data:image/png;base64,<base64_data>
@@ -373,26 +395,24 @@ class TrajectorySaverCallback(AsyncCallbackHandler):
                     else:
                         # Assume it's just base64 data
                         base64_data = image_url
-                    
+
                     try:
                         # Decode the image
                         image_bytes = base64.b64decode(base64_data)
-                        
+
                         # Draw crosshair at the action coordinates
                         annotated_image = self._draw_crosshair_on_image(
-                            image_bytes, 
-                            int(action["x"]), 
-                            int(action["y"])
+                            image_bytes, int(action["x"]), int(action["y"])
                         )
-                        
+
                         # Save as screenshot_action
                         self._save_artifact("screenshot_action", annotated_image)
-                        
+
                     except Exception as e:
                         # If annotation fails, just log and continue
                         print(f"Failed to annotate screenshot: {e}")
-                    
+
                     break  # Only process the first screenshot found
 
         # Increment turn counter
-        self.current_turn += 1
\ No newline at end of file
+        self.current_turn += 1
diff --git a/libs/python/agent/agent/cli.py b/libs/python/agent/agent/cli.py
index 7edc99e1..7669b255 100644
--- a/libs/python/agent/agent/cli.py
+++ b/libs/python/agent/agent/cli.py
@@ -3,7 +3,7 @@ CLI chat interface for agent - Computer Use Agent
 
 Usage:
     python -m agent.cli <model_string>
-    
+
 Examples:
     python -m agent.cli openai/computer-use-preview
     python -m agent.cli anthropic/claude-3-5-sonnet-20241022
@@ -11,19 +11,22 @@ Examples:
 """
 
 try:
-    import asyncio
     import argparse
-    import os
-    import sys
-    import json
-    from typing import List, Dict, Any
-    import dotenv
+    import asyncio
     import base64
-    import time
+    import json
+    import os
     import platform
+    import sys
+    import time
     from pathlib import Path
+    from typing import Any, Dict, List
+
+    import dotenv
+
     try:
         from PIL import Image, ImageDraw
+
         PIL_AVAILABLE = True
     except Exception:
         PIL_AVAILABLE = False
@@ -31,36 +34,44 @@ try:
 except ImportError:
     if __name__ == "__main__":
         raise ImportError(
-            "CLI dependencies not found. "
-            "Please install with: pip install \"cua-agent[cli]\""
+            "CLI dependencies not found. " 'Please install with: pip install "cua-agent[cli]"'
         )
 
 # Load environment variables
 dotenv.load_dotenv()
 
+
 # Color codes for terminal output
 class Colors:
-    RESET = '\033[0m'
-    BOLD = '\033[1m'
-    DIM = '\033[2m'
-    
-    # Text colors
-    RED = '\033[31m'
-    GREEN = '\033[32m'
-    YELLOW = '\033[33m'
-    BLUE = '\033[34m'
-    MAGENTA = '\033[35m'
-    CYAN = '\033[36m'
-    WHITE = '\033[37m'
-    GRAY = '\033[90m'
-    
-    # Background colors
-    BG_RED = '\033[41m'
-    BG_GREEN = '\033[42m'
-    BG_YELLOW = '\033[43m'
-    BG_BLUE = '\033[44m'
+    RESET = "\033[0m"
+    BOLD = "\033[1m"
+    DIM = "\033[2m"
 
-def print_colored(text: str, color: str = "", bold: bool = False, dim: bool = False, end: str = "\n", right: str = ""):
+    # Text colors
+    RED = "\033[31m"
+    GREEN = "\033[32m"
+    YELLOW = "\033[33m"
+    BLUE = "\033[34m"
+    MAGENTA = "\033[35m"
+    CYAN = "\033[36m"
+    WHITE = "\033[37m"
+    GRAY = "\033[90m"
+
+    # Background colors
+    BG_RED = "\033[41m"
+    BG_GREEN = "\033[42m"
+    BG_YELLOW = "\033[43m"
+    BG_BLUE = "\033[44m"
+
+
+def print_colored(
+    text: str,
+    color: str = "",
+    bold: bool = False,
+    dim: bool = False,
+    end: str = "\n",
+    right: str = "",
+):
     """Print colored text to terminal with optional right-aligned text."""
     prefix = ""
     if bold:
@@ -69,24 +80,25 @@ def print_colored(text: str, color: str = "", bold: bool = False, dim: bool = Fa
         prefix += Colors.DIM
     if color:
         prefix += color
-    
+
     if right:
         # Get terminal width (default to 80 if unable to determine)
         try:
             import shutil
+
             terminal_width = shutil.get_terminal_size().columns
         except:
             terminal_width = 80
 
         # Add right margin
         terminal_width -= 1
-        
+
         # Calculate padding needed
         # Account for ANSI escape codes not taking visual space
         visible_left_len = len(text)
         visible_right_len = len(right)
         padding = terminal_width - visible_left_len - visible_right_len
-        
+
         if padding > 0:
             output = f"{prefix}{text}{' ' * padding}{right}{Colors.RESET}"
         else:
@@ -94,7 +106,7 @@ def print_colored(text: str, color: str = "", bold: bool = False, dim: bool = Fa
             output = f"{prefix}{text} {right}{Colors.RESET}"
     else:
         output = f"{prefix}{text}{Colors.RESET}"
-    
+
     print(output, end=end)
 
 
@@ -113,29 +125,34 @@ def print_action(action_type: str, details: Dict[str, Any], total_cost: float):
         args_str = f"('{details['text']}')"
     elif action_type == "scroll" and "x" in details and "y" in details:
         args_str = f"({details['x']}, {details['y']})"
-    
+
     if total_cost > 0:
         print_colored(f"🛠️  {action_type}{args_str}", dim=True, right=f"💸 ${total_cost:.2f}")
     else:
         print_colored(f"🛠️  {action_type}{args_str}", dim=True)
 
+
 def print_welcome(model: str, agent_loop: str, container_name: str):
     """Print welcome message."""
     print_colored(f"Connected to {container_name} ({model}, {agent_loop})")
     print_colored("Type 'exit' to quit.", dim=True)
 
+
 async def ainput(prompt: str = ""):
     return await asyncio.to_thread(input, prompt)
 
-async def chat_loop(agent, model: str, container_name: str, initial_prompt: str = "", show_usage: bool = True):
+
+async def chat_loop(
+    agent, model: str, container_name: str, initial_prompt: str = "", show_usage: bool = True
+):
     """Main chat loop with the agent."""
     print_welcome(model, agent.agent_config_info.agent_class.__name__, container_name)
-    
+
     history = []
-    
+
     if initial_prompt:
         history.append({"role": "user", "content": initial_prompt})
-    
+
     total_cost = 0
 
     while True:
@@ -143,28 +160,28 @@ async def chat_loop(agent, model: str, container_name: str, initial_prompt: str
             # Get user input with prompt
             print_colored("> ", end="")
             user_input = await ainput()
-            
-            if user_input.lower() in ['exit', 'quit', 'q']:
+
+            if user_input.lower() in ["exit", "quit", "q"]:
                 print_colored("\n👋 Goodbye!")
                 break
-                
+
             if not user_input:
                 continue
-                
+
             # Add user message to history
             history.append({"role": "user", "content": user_input})
-        
+
         # Stream responses from the agent with spinner
         with yaspin(text="Thinking...", spinner="line", attrs=["dark"]) as spinner:
             spinner.hide()
-            
+
             async for result in agent.run(history):
                 # Add agent responses to history
                 history.extend(result.get("output", []))
 
                 if show_usage:
                     total_cost += result.get("usage", {}).get("response_cost", 0)
-                
+
                 # Process and display the output
                 for item in result.get("output", []):
                     if item.get("type") == "message" and item.get("role") == "assistant":
@@ -176,7 +193,7 @@ async def chat_loop(agent, model: str, container_name: str, initial_prompt: str
                                 if text:
                                     spinner.hide()
                                     print_colored(text)
-                    
+
                     elif item.get("type") == "computer_call":
                         # Display computer action
                         action = item.get("action", {})
@@ -186,7 +203,7 @@ async def chat_loop(agent, model: str, container_name: str, initial_prompt: str
                             print_action(action_type, action, total_cost)
                             spinner.text = f"Performing {action_type}..."
                             spinner.show()
-                    
+
                     elif item.get("type") == "function_call":
                         # Display function call
                         function_name = item.get("name", "")
@@ -194,18 +211,18 @@ async def chat_loop(agent, model: str, container_name: str, initial_prompt: str
                         print_colored(f"🔧 Calling function: {function_name}", dim=True)
                         spinner.text = f"Calling {function_name}..."
                         spinner.show()
-                    
+
                     elif item.get("type") == "function_call_output":
                         # Display function output (dimmed)
                         output = item.get("output", "")
                         if output and len(output.strip()) > 0:
                             spinner.hide()
                             print_colored(f"📤 {output}", dim=True)
-            
+
             spinner.hide()
             if show_usage and total_cost > 0:
                 print_colored(f"Total cost: ${total_cost:.2f}", dim=True)
-        
+
 
 async def main():
     """Main CLI function."""
@@ -218,90 +235,74 @@ Examples:
   python -m agent.cli anthropic/claude-3-5-sonnet-20241022
   python -m agent.cli omniparser+anthropic/claude-3-5-sonnet-20241022
   python -m agent.cli huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B
-        """
+        """,
     )
-    
+
     parser.add_argument(
         "model",
-        help="Model string (e.g., 'openai/computer-use-preview', 'anthropic/claude-3-5-sonnet-20241022')"
+        help="Model string (e.g., 'openai/computer-use-preview', 'anthropic/claude-3-5-sonnet-20241022')",
     )
-    
+
     parser.add_argument(
         "--provider",
         choices=["cloud", "lume", "winsandbox", "docker"],
         default="cloud",
-        help="Computer provider to use: cloud (default), lume, winsandbox, or docker"
+        help="Computer provider to use: cloud (default), lume, winsandbox, or docker",
     )
-    
+
     parser.add_argument(
         "--images",
         type=int,
         default=3,
-        help="Number of recent images to keep in context (default: 3)"
-    )
-    
-    parser.add_argument(
-        "--trajectory",
-        action="store_true",
-        help="Save trajectory for debugging"
-    )
-    
-    parser.add_argument(
-        "--budget",
-        type=float,
-        help="Maximum budget for the session (in dollars)"
-    )
-    
-    parser.add_argument(
-        "--verbose",
-        action="store_true",
-        help="Enable verbose logging"
+        help="Number of recent images to keep in context (default: 3)",
     )
 
+    parser.add_argument("--trajectory", action="store_true", help="Save trajectory for debugging")
+
+    parser.add_argument("--budget", type=float, help="Maximum budget for the session (in dollars)")
+
+    parser.add_argument("--verbose", action="store_true", help="Enable verbose logging")
+
     parser.add_argument(
-        "-p", "--prompt",
+        "-p",
+        "--prompt",
         type=str,
-        help="Initial prompt to send to the agent. Leave blank for interactive mode."
+        help="Initial prompt to send to the agent. Leave blank for interactive mode.",
     )
 
     parser.add_argument(
         "--prompt-file",
         type=Path,
-        help="Path to a UTF-8 text file whose contents will be used as the initial prompt. If provided, overrides --prompt."
+        help="Path to a UTF-8 text file whose contents will be used as the initial prompt. If provided, overrides --prompt.",
     )
 
     parser.add_argument(
         "--predict-click",
         dest="predict_click",
         type=str,
-        help="Instruction for click prediction. If set, runs predict_click, draws crosshair on a fresh screenshot, saves and opens it."
+        help="Instruction for click prediction. If set, runs predict_click, draws crosshair on a fresh screenshot, saves and opens it.",
+    )
+
+    parser.add_argument("-c", "--cache", action="store_true", help="Tell the API to enable caching")
+
+    parser.add_argument(
+        "-u", "--usage", action="store_true", help="Show total cost of the agent runs"
     )
 
     parser.add_argument(
-        "-c", "--cache",
-        action="store_true",
-        help="Tell the API to enable caching"
-    )
-
-    parser.add_argument(
-        "-u", "--usage",
-        action="store_true",
-        help="Show total cost of the agent runs"
-    )
-
-    parser.add_argument(
-        "-r", "--max-retries",
+        "-r",
+        "--max-retries",
         type=int,
         default=3,
-        help="Maximum number of retries for the LLM API calls"
+        help="Maximum number of retries for the LLM API calls",
     )
-    
+
     args = parser.parse_args()
-    
+
     # Check for required environment variables
     container_name = os.getenv("CUA_CONTAINER_NAME")
     cua_api_key = os.getenv("CUA_API_KEY")
-    
+
     # Prompt for missing environment variables (container name always required)
     if not container_name:
         if args.provider == "cloud":
@@ -321,13 +322,13 @@ Examples:
         if not cua_api_key:
             print_colored("❌ API key is required for cloud provider.")
             sys.exit(1)
-    
+
     # Check for provider-specific API keys based on model
     provider_api_keys = {
         "openai/": "OPENAI_API_KEY",
         "anthropic/": "ANTHROPIC_API_KEY",
     }
-    
+
     # Find matching provider and check for API key
     for prefix, env_var in provider_api_keys.items():
         if prefix in args.model:
@@ -340,7 +341,7 @@ Examples:
                 # Set the environment variable for the session
                 os.environ[env_var] = api_key
             break
-    
+
     # Import here to avoid import errors if dependencies are missing
     try:
         from agent import ComputerAgent
@@ -349,7 +350,7 @@ Examples:
         print_colored(f"❌ Import error: {e}", Colors.RED, bold=True)
         print_colored("Make sure agent and computer libraries are installed.", Colors.YELLOW)
         sys.exit(1)
-    
+
     # Resolve provider -> os_type, provider_type, api key requirement
     provider_map = {
         "cloud": ("linux", "cloud", True),
@@ -365,42 +366,46 @@ Examples:
         "name": container_name,
     }
     if needs_api_key:
-        computer_kwargs["api_key"] = cua_api_key # type: ignore
+        computer_kwargs["api_key"] = cua_api_key  # type: ignore
 
     # Create computer instance
-    async with Computer(**computer_kwargs) as computer: # type: ignore
-        
+    async with Computer(**computer_kwargs) as computer:  # type: ignore
+
         # Create agent
         agent_kwargs = {
             "model": args.model,
             "tools": [computer],
-            "trust_remote_code": True, # needed for some local models (e.g., InternVL, OpenCUA)
+            "trust_remote_code": True,  # needed for some local models (e.g., InternVL, OpenCUA)
             "verbosity": 20 if args.verbose else 30,  # DEBUG vs WARNING
-            "max_retries": args.max_retries
+            "max_retries": args.max_retries,
         }
 
         if args.images > 0:
             agent_kwargs["only_n_most_recent_images"] = args.images
-        
+
         if args.trajectory:
             agent_kwargs["trajectory_dir"] = "trajectories"
-        
+
         if args.budget:
             agent_kwargs["max_trajectory_budget"] = {
                 "max_budget": args.budget,
                 "raise_error": True,
-                "reset_after_each_run": False
+                "reset_after_each_run": False,
             }
 
         if args.cache:
             agent_kwargs["use_prompt_caching"] = True
-        
+
         agent = ComputerAgent(**agent_kwargs)
-        
+
         # If predict-click mode is requested, run once and exit
         if args.predict_click:
             if not PIL_AVAILABLE:
-                print_colored("❌ Pillow (PIL) is required for --predict-click visualization. Install with: pip install pillow", Colors.RED, bold=True)
+                print_colored(
+                    "❌ Pillow (PIL) is required for --predict-click visualization. Install with: pip install pillow",
+                    Colors.RED,
+                    bold=True,
+                )
                 sys.exit(1)
 
             instruction = args.predict_click
@@ -435,6 +440,7 @@ Examples:
 
             try:
                 from io import BytesIO
+
                 with Image.open(BytesIO(img_bytes)) as img:
                     img = img.convert("RGB")
                     draw = ImageDraw.Draw(img)
@@ -457,9 +463,9 @@ Examples:
                         if system == "windows":
                             os.startfile(str(out_path))  # type: ignore[attr-defined]
                         elif system == "darwin":
-                            os.system(f"open \"{out_path}\"")
+                            os.system(f'open "{out_path}"')
                         else:
-                            os.system(f"xdg-open \"{out_path}\"")
+                            os.system(f'xdg-open "{out_path}"')
                     except Exception:
                         pass
             except Exception as e:
@@ -482,9 +488,8 @@ Examples:
         await chat_loop(agent, args.model, container_name, initial_prompt, args.usage)
 
 
-
 if __name__ == "__main__":
     try:
         asyncio.run(main())
     except (KeyboardInterrupt, EOFError) as _:
-        print_colored("\n\n👋 Goodbye!")
\ No newline at end of file
+        print_colored("\n\n👋 Goodbye!")
diff --git a/libs/python/agent/agent/computers/__init__.py b/libs/python/agent/agent/computers/__init__.py
index 7c7194b6..d5628fae 100644
--- a/libs/python/agent/agent/computers/__init__.py
+++ b/libs/python/agent/agent/computers/__init__.py
@@ -6,27 +6,32 @@ computer interface types, supporting both the ComputerHandler protocol and the
 Computer library interface.
 """
 
+from computer import Computer as cuaComputer
+
 from .base import AsyncComputerHandler
 from .cua import cuaComputerHandler
 from .custom import CustomComputerHandler
-from computer import Computer as cuaComputer
+
 
 def is_agent_computer(computer):
     """Check if the given computer is a ComputerHandler or CUA Computer."""
-    return isinstance(computer, AsyncComputerHandler) or \
-        isinstance(computer, cuaComputer) or \
-        (isinstance(computer, dict)) #and "screenshot" in computer)
+    return (
+        isinstance(computer, AsyncComputerHandler)
+        or isinstance(computer, cuaComputer)
+        or (isinstance(computer, dict))
+    )  # and "screenshot" in computer)
+
 
 async def make_computer_handler(computer):
     """
     Create a computer handler from a computer interface.
-    
+
     Args:
         computer: Either a ComputerHandler instance, Computer instance, or dict of functions
-        
+
     Returns:
         ComputerHandler: A computer handler instance
-        
+
     Raises:
         ValueError: If the computer type is not supported
     """
@@ -38,4 +43,4 @@ async def make_computer_handler(computer):
         return computer_handler
     if isinstance(computer, dict):
         return CustomComputerHandler(computer)
-    raise ValueError(f"Unsupported computer type: {type(computer)}")
\ No newline at end of file
+    raise ValueError(f"Unsupported computer type: {type(computer)}")
diff --git a/libs/python/agent/agent/computers/base.py b/libs/python/agent/agent/computers/base.py
index 7fbcb0f7..51da978b 100644
--- a/libs/python/agent/agent/computers/base.py
+++ b/libs/python/agent/agent/computers/base.py
@@ -2,69 +2,78 @@
 Base computer interface protocol for agent interactions.
 """
 
-from typing import Protocol, Literal, List, Dict, Any, Union, Optional, runtime_checkable
+from typing import (
+    Any,
+    Dict,
+    List,
+    Literal,
+    Optional,
+    Protocol,
+    Union,
+    runtime_checkable,
+)
 
 
 @runtime_checkable
 class AsyncComputerHandler(Protocol):
     """Protocol defining the interface for computer interactions."""
-    
-    # ==== Computer-Use-Preview Action Space ==== 
+
+    # ==== Computer-Use-Preview Action Space ====
 
     async def get_environment(self) -> Literal["windows", "mac", "linux", "browser"]:
         """Get the current environment type."""
         ...
-    
+
     async def get_dimensions(self) -> tuple[int, int]:
         """Get screen dimensions as (width, height)."""
         ...
-    
+
     async def screenshot(self) -> str:
         """Take a screenshot and return as base64 string."""
         ...
-    
+
     async def click(self, x: int, y: int, button: str = "left") -> None:
         """Click at coordinates with specified button."""
         ...
-    
+
     async def double_click(self, x: int, y: int) -> None:
         """Double click at coordinates."""
         ...
-    
+
     async def scroll(self, x: int, y: int, scroll_x: int, scroll_y: int) -> None:
         """Scroll at coordinates with specified scroll amounts."""
         ...
-    
+
     async def type(self, text: str) -> None:
         """Type text."""
         ...
-    
+
     async def wait(self, ms: int = 1000) -> None:
         """Wait for specified milliseconds."""
         ...
-    
+
     async def move(self, x: int, y: int) -> None:
         """Move cursor to coordinates."""
         ...
-    
+
     async def keypress(self, keys: Union[List[str], str]) -> None:
         """Press key combination."""
         ...
-    
+
     async def drag(self, path: List[Dict[str, int]]) -> None:
         """Drag along specified path."""
         ...
-    
+
     async def get_current_url(self) -> str:
         """Get current URL (for browser environments)."""
         ...
-    
-    # ==== Anthropic Action Space ==== 
+
+    # ==== Anthropic Action Space ====
 
     async def left_mouse_down(self, x: Optional[int] = None, y: Optional[int] = None) -> None:
         """Left mouse down at coordinates."""
         ...
-    
+
     async def left_mouse_up(self, x: Optional[int] = None, y: Optional[int] = None) -> None:
         """Left mouse up at coordinates."""
         ...
diff --git a/libs/python/agent/agent/computers/cua.py b/libs/python/agent/agent/computers/cua.py
index f935be5b..99723bda 100644
--- a/libs/python/agent/agent/computers/cua.py
+++ b/libs/python/agent/agent/computers/cua.py
@@ -3,24 +3,27 @@ Computer handler implementation for OpenAI computer-use-preview protocol.
 """
 
 import base64
-from typing import Dict, List, Any, Literal, Union, Optional
-from .base import AsyncComputerHandler
+from typing import Any, Dict, List, Literal, Optional, Union
+
 from computer import Computer
 
+from .base import AsyncComputerHandler
+
+
 class cuaComputerHandler(AsyncComputerHandler):
     """Computer handler that implements the Computer protocol using the computer interface."""
-    
+
     def __init__(self, cua_computer: Computer):
         """Initialize with a computer interface (from tool schema)."""
         self.cua_computer = cua_computer
         self.interface = None
 
     async def _initialize(self):
-        if hasattr(self.cua_computer, '_initialized') and not self.cua_computer._initialized:
+        if hasattr(self.cua_computer, "_initialized") and not self.cua_computer._initialized:
             await self.cua_computer.run()
         self.interface = self.cua_computer.interface
-    
-    # ==== Computer-Use-Preview Action Space ==== 
+
+    # ==== Computer-Use-Preview Action Space ====
 
     async def get_environment(self) -> Literal["windows", "mac", "linux", "browser"]:
         """Get the current environment type."""
@@ -32,13 +35,13 @@ class cuaComputerHandler(AsyncComputerHandler):
         assert self.interface is not None
         screen_size = await self.interface.get_screen_size()
         return screen_size["width"], screen_size["height"]
-    
+
     async def screenshot(self) -> str:
         """Take a screenshot and return as base64 string."""
         assert self.interface is not None
         screenshot_bytes = await self.interface.screenshot()
-        return base64.b64encode(screenshot_bytes).decode('utf-8')
-    
+        return base64.b64encode(screenshot_bytes).decode("utf-8")
+
     async def click(self, x: int, y: int, button: str = "left") -> None:
         """Click at coordinates with specified button."""
         assert self.interface is not None
@@ -49,34 +52,35 @@ class cuaComputerHandler(AsyncComputerHandler):
         else:
             # Default to left click for unknown buttons
             await self.interface.left_click(x, y)
-    
+
     async def double_click(self, x: int, y: int) -> None:
         """Double click at coordinates."""
         assert self.interface is not None
         await self.interface.double_click(x, y)
-    
+
     async def scroll(self, x: int, y: int, scroll_x: int, scroll_y: int) -> None:
         """Scroll at coordinates with specified scroll amounts."""
         assert self.interface is not None
         await self.interface.move_cursor(x, y)
         await self.interface.scroll(scroll_x, scroll_y)
-    
+
     async def type(self, text: str) -> None:
         """Type text."""
         assert self.interface is not None
         await self.interface.type_text(text)
-    
+
     async def wait(self, ms: int = 1000) -> None:
         """Wait for specified milliseconds."""
         assert self.interface is not None
         import asyncio
+
         await asyncio.sleep(ms / 1000.0)
-    
+
     async def move(self, x: int, y: int) -> None:
         """Move cursor to coordinates."""
         assert self.interface is not None
         await self.interface.move_cursor(x, y)
-    
+
     async def keypress(self, keys: Union[List[str], str]) -> None:
         """Press key combination."""
         assert self.interface is not None
@@ -87,38 +91,38 @@ class cuaComputerHandler(AsyncComputerHandler):
         else:
             # Handle key combinations
             await self.interface.hotkey(*keys)
-    
+
     async def drag(self, path: List[Dict[str, int]]) -> None:
         """Drag along specified path."""
         assert self.interface is not None
         if not path:
             return
-        
+
         # Start drag from first point
         start = path[0]
         await self.interface.mouse_down(start["x"], start["y"])
-        
+
         # Move through path
         for point in path[1:]:
             await self.interface.move_cursor(point["x"], point["y"])
-        
+
         # End drag at last point
         end = path[-1]
         await self.interface.mouse_up(end["x"], end["y"])
-    
+
     async def get_current_url(self) -> str:
         """Get current URL (for browser environments)."""
         # This would need to be implemented based on the specific browser interface
         # For now, return empty string
         return ""
 
-    # ==== Anthropic Computer Action Space ==== 
+    # ==== Anthropic Computer Action Space ====
     async def left_mouse_down(self, x: Optional[int] = None, y: Optional[int] = None) -> None:
         """Left mouse down at coordinates."""
         assert self.interface is not None
         await self.interface.mouse_down(x, y, button="left")
-    
+
     async def left_mouse_up(self, x: Optional[int] = None, y: Optional[int] = None) -> None:
         """Left mouse up at coordinates."""
         assert self.interface is not None
-        await self.interface.mouse_up(x, y, button="left")
\ No newline at end of file
+        await self.interface.mouse_up(x, y, button="left")
diff --git a/libs/python/agent/agent/computers/custom.py b/libs/python/agent/agent/computers/custom.py
index b5f801b6..e87b1519 100644
--- a/libs/python/agent/agent/computers/custom.py
+++ b/libs/python/agent/agent/computers/custom.py
@@ -3,47 +3,49 @@ Custom computer handler implementation that accepts a dictionary of functions.
 """
 
 import base64
-from typing import Dict, List, Any, Literal, Union, Optional, Callable
-from PIL import Image
 import io
+from typing import Any, Callable, Dict, List, Literal, Optional, Union
+
+from PIL import Image
+
 from .base import AsyncComputerHandler
 
 
 class CustomComputerHandler(AsyncComputerHandler):
     """Computer handler that implements the Computer protocol using a dictionary of custom functions."""
-    
+
     def __init__(self, functions: Dict[str, Callable]):
         """
         Initialize with a dictionary of functions.
-        
+
         Args:
             functions: Dictionary where keys are method names and values are callable functions.
                       Only 'screenshot' is required, all others are optional.
-        
+
         Raises:
             ValueError: If required 'screenshot' function is not provided.
         """
-        if 'screenshot' not in functions:
+        if "screenshot" not in functions:
             raise ValueError("'screenshot' function is required in functions dictionary")
-        
+
         self.functions = functions
         self._last_screenshot_size: Optional[tuple[int, int]] = None
-    
+
     async def _call_function(self, func, *args, **kwargs):
         """
         Call a function, handling both async and sync functions.
-        
+
         Args:
             func: The function to call
             *args: Positional arguments to pass to the function
             **kwargs: Keyword arguments to pass to the function
-            
+
         Returns:
             The result of the function call
         """
         import asyncio
         import inspect
-        
+
         if callable(func):
             if inspect.iscoroutinefunction(func):
                 return await func(*args, **kwargs)
@@ -51,14 +53,14 @@ class CustomComputerHandler(AsyncComputerHandler):
                 return func(*args, **kwargs)
         else:
             return func
-    
+
     async def _get_value(self, attribute: str):
         """
         Get value for an attribute, checking both 'get_{attribute}' and '{attribute}' keys.
-        
+
         Args:
             attribute: The attribute name to look for
-            
+
         Returns:
             The value from the functions dict, called if callable, returned directly if not
         """
@@ -66,20 +68,20 @@ class CustomComputerHandler(AsyncComputerHandler):
         get_key = f"get_{attribute}"
         if get_key in self.functions:
             return await self._call_function(self.functions[get_key])
-        
-        # Check for '{attribute}' 
+
+        # Check for '{attribute}'
         if attribute in self.functions:
             return await self._call_function(self.functions[attribute])
-        
+
         return None
-    
+
     def _to_b64_str(self, img: Union[bytes, Image.Image, str]) -> str:
         """
         Convert image to base64 string.
-        
+
         Args:
             img: Image as bytes, PIL Image, or base64 string
-            
+
         Returns:
             str: Base64 encoded image string
         """
@@ -88,43 +90,43 @@ class CustomComputerHandler(AsyncComputerHandler):
             return img
         elif isinstance(img, bytes):
             # Raw bytes
-            return base64.b64encode(img).decode('utf-8')
+            return base64.b64encode(img).decode("utf-8")
         elif isinstance(img, Image.Image):
             # PIL Image
             buffer = io.BytesIO()
-            img.save(buffer, format='PNG')
-            return base64.b64encode(buffer.getvalue()).decode('utf-8')
+            img.save(buffer, format="PNG")
+            return base64.b64encode(buffer.getvalue()).decode("utf-8")
         else:
             raise ValueError(f"Unsupported image type: {type(img)}")
-    
-    # ==== Computer-Use-Preview Action Space ==== 
+
+    # ==== Computer-Use-Preview Action Space ====
 
     async def get_environment(self) -> Literal["windows", "mac", "linux", "browser"]:
         """Get the current environment type."""
-        result = await self._get_value('environment')
+        result = await self._get_value("environment")
         if result is None:
             return "linux"
         assert result in ["windows", "mac", "linux", "browser"]
-        return result # type: ignore
+        return result  # type: ignore
 
     async def get_dimensions(self) -> tuple[int, int]:
         """Get screen dimensions as (width, height)."""
-        result = await self._get_value('dimensions')
+        result = await self._get_value("dimensions")
         if result is not None:
-            return result # type: ignore
-        
+            return result  # type: ignore
+
         # Fallback: use last screenshot size if available
         if not self._last_screenshot_size:
             await self.screenshot()
         assert self._last_screenshot_size is not None, "Failed to get screenshot size"
-        
+
         return self._last_screenshot_size
-    
+
     async def screenshot(self) -> str:
         """Take a screenshot and return as base64 string."""
-        result = await self._call_function(self.functions['screenshot'])
-        b64_str = self._to_b64_str(result) # type: ignore
-        
+        result = await self._call_function(self.functions["screenshot"])
+        b64_str = self._to_b64_str(result)  # type: ignore
+
         # Try to extract dimensions for fallback use
         try:
             if isinstance(result, Image.Image):
@@ -136,74 +138,75 @@ class CustomComputerHandler(AsyncComputerHandler):
         except Exception:
             # If we can't get dimensions, that's okay
             pass
-        
+
         return b64_str
-    
+
     async def click(self, x: int, y: int, button: str = "left") -> None:
         """Click at coordinates with specified button."""
-        if 'click' in self.functions:
-            await self._call_function(self.functions['click'], x, y, button)
+        if "click" in self.functions:
+            await self._call_function(self.functions["click"], x, y, button)
         # No-op if not implemented
-    
+
     async def double_click(self, x: int, y: int) -> None:
         """Double click at coordinates."""
-        if 'double_click' in self.functions:
-            await self._call_function(self.functions['double_click'], x, y)
+        if "double_click" in self.functions:
+            await self._call_function(self.functions["double_click"], x, y)
         # No-op if not implemented
-    
+
     async def scroll(self, x: int, y: int, scroll_x: int, scroll_y: int) -> None:
         """Scroll at coordinates with specified scroll amounts."""
-        if 'scroll' in self.functions:
-            await self._call_function(self.functions['scroll'], x, y, scroll_x, scroll_y)
+        if "scroll" in self.functions:
+            await self._call_function(self.functions["scroll"], x, y, scroll_x, scroll_y)
         # No-op if not implemented
-    
+
     async def type(self, text: str) -> None:
         """Type text."""
-        if 'type' in self.functions:
-            await self._call_function(self.functions['type'], text)
+        if "type" in self.functions:
+            await self._call_function(self.functions["type"], text)
         # No-op if not implemented
-    
+
     async def wait(self, ms: int = 1000) -> None:
         """Wait for specified milliseconds."""
-        if 'wait' in self.functions:
-            await self._call_function(self.functions['wait'], ms)
+        if "wait" in self.functions:
+            await self._call_function(self.functions["wait"], ms)
         else:
             # Default implementation
             import asyncio
+
             await asyncio.sleep(ms / 1000.0)
-    
+
     async def move(self, x: int, y: int) -> None:
         """Move cursor to coordinates."""
-        if 'move' in self.functions:
-            await self._call_function(self.functions['move'], x, y)
+        if "move" in self.functions:
+            await self._call_function(self.functions["move"], x, y)
         # No-op if not implemented
-    
+
     async def keypress(self, keys: Union[List[str], str]) -> None:
         """Press key combination."""
-        if 'keypress' in self.functions:
-            await self._call_function(self.functions['keypress'], keys)
+        if "keypress" in self.functions:
+            await self._call_function(self.functions["keypress"], keys)
         # No-op if not implemented
-    
+
     async def drag(self, path: List[Dict[str, int]]) -> None:
         """Drag along specified path."""
-        if 'drag' in self.functions:
-            await self._call_function(self.functions['drag'], path)
+        if "drag" in self.functions:
+            await self._call_function(self.functions["drag"], path)
         # No-op if not implemented
-    
+
     async def get_current_url(self) -> str:
         """Get current URL (for browser environments)."""
-        if 'get_current_url' in self.functions:
-            return await self._get_value('current_url') # type: ignore
+        if "get_current_url" in self.functions:
+            return await self._get_value("current_url")  # type: ignore
         return ""  # Default fallback
-    
+
     async def left_mouse_down(self, x: Optional[int] = None, y: Optional[int] = None) -> None:
         """Left mouse down at coordinates."""
-        if 'left_mouse_down' in self.functions:
-            await self._call_function(self.functions['left_mouse_down'], x, y)
+        if "left_mouse_down" in self.functions:
+            await self._call_function(self.functions["left_mouse_down"], x, y)
         # No-op if not implemented
-    
+
     async def left_mouse_up(self, x: Optional[int] = None, y: Optional[int] = None) -> None:
         """Left mouse up at coordinates."""
-        if 'left_mouse_up' in self.functions:
-            await self._call_function(self.functions['left_mouse_up'], x, y)
+        if "left_mouse_up" in self.functions:
+            await self._call_function(self.functions["left_mouse_up"], x, y)
         # No-op if not implemented
diff --git a/libs/python/agent/agent/decorators.py b/libs/python/agent/agent/decorators.py
index 7fba0443..a4e5cd93 100644
--- a/libs/python/agent/agent/decorators.py
+++ b/libs/python/agent/agent/decorators.py
@@ -3,47 +3,56 @@ Decorators for agent - agent_loop decorator
 """
 
 from typing import List, Optional
+
 from .types import AgentConfigInfo
 
 # Global registry
 _agent_configs: List[AgentConfigInfo] = []
 
+
 def register_agent(models: str, priority: int = 0):
     """
     Decorator to register an AsyncAgentConfig class.
-    
+
     Args:
         models: Regex pattern to match supported models
         priority: Priority for agent selection (higher = more priority)
     """
+
     def decorator(agent_class: type):
         # Validate that the class implements AsyncAgentConfig protocol
-        if not hasattr(agent_class, 'predict_step'):
-            raise ValueError(f"Agent class {agent_class.__name__} must implement predict_step method")
-        if not hasattr(agent_class, 'predict_click'):
-            raise ValueError(f"Agent class {agent_class.__name__} must implement predict_click method")
-        if not hasattr(agent_class, 'get_capabilities'):
-            raise ValueError(f"Agent class {agent_class.__name__} must implement get_capabilities method")
-        
+        if not hasattr(agent_class, "predict_step"):
+            raise ValueError(
+                f"Agent class {agent_class.__name__} must implement predict_step method"
+            )
+        if not hasattr(agent_class, "predict_click"):
+            raise ValueError(
+                f"Agent class {agent_class.__name__} must implement predict_click method"
+            )
+        if not hasattr(agent_class, "get_capabilities"):
+            raise ValueError(
+                f"Agent class {agent_class.__name__} must implement get_capabilities method"
+            )
+
         # Register the agent config
         config_info = AgentConfigInfo(
-            agent_class=agent_class,
-            models_regex=models,
-            priority=priority
+            agent_class=agent_class, models_regex=models, priority=priority
         )
         _agent_configs.append(config_info)
-        
+
         # Sort by priority (highest first)
         _agent_configs.sort(key=lambda x: x.priority, reverse=True)
-        
+
         return agent_class
-    
+
     return decorator
 
+
 def get_agent_configs() -> List[AgentConfigInfo]:
     """Get all registered agent configs"""
     return _agent_configs.copy()
 
+
 def find_agent_config(model: str) -> Optional[AgentConfigInfo]:
     """Find the best matching agent config for a model"""
     for config_info in _agent_configs:
diff --git a/libs/python/agent/agent/human_tool/__init__.py b/libs/python/agent/agent/human_tool/__init__.py
index f57fb305..90064332 100644
--- a/libs/python/agent/agent/human_tool/__init__.py
+++ b/libs/python/agent/agent/human_tool/__init__.py
@@ -12,7 +12,7 @@ Components:
 Usage:
     # Run the server and UI
     python -m agent.human_tool
-    
+
     # Or run components separately
     python -m agent.human_tool.server  # API server only
     python -m agent.human_tool.ui      # UI only
@@ -21,9 +21,4 @@ Usage:
 from .server import CompletionQueue, completion_queue
 from .ui import HumanCompletionUI, create_ui
 
-__all__ = [
-    "CompletionQueue",
-    "completion_queue", 
-    "HumanCompletionUI",
-    "create_ui"
-]
+__all__ = ["CompletionQueue", "completion_queue", "HumanCompletionUI", "create_ui"]
diff --git a/libs/python/agent/agent/human_tool/__main__.py b/libs/python/agent/agent/human_tool/__main__.py
index e1ceed50..bca0b3f2 100644
--- a/libs/python/agent/agent/human_tool/__main__.py
+++ b/libs/python/agent/agent/human_tool/__main__.py
@@ -8,6 +8,7 @@ with a Gradio UI for human interaction.
 
 import gradio as gr
 from fastapi import FastAPI
+
 from .server import app as fastapi_app
 from .ui import create_ui
 
@@ -18,6 +19,7 @@ gradio_demo = create_ui()
 CUSTOM_PATH = "/gradio"
 app = gr.mount_gradio_app(fastapi_app, gradio_demo, path=CUSTOM_PATH)
 
+
 # Add a redirect from root to Gradio UI
 @fastapi_app.get("/")
 async def redirect_to_ui():
@@ -25,14 +27,16 @@ async def redirect_to_ui():
     return {
         "message": "Human Completion Server is running",
         "ui_url": "/gradio",
-        "api_docs": "/docs"
+        "api_docs": "/docs",
     }
 
+
 if __name__ == "__main__":
     import uvicorn
+
     print("🚀 Starting Human-in-the-Loop Completion Server...")
     print("📊 API Server: http://localhost:8002")
     print("🎨 Gradio UI: http://localhost:8002/gradio")
     print("📚 API Docs: http://localhost:8002/docs")
-    
+
     uvicorn.run(app, host="0.0.0.0", port=8002)
diff --git a/libs/python/agent/agent/human_tool/server.py b/libs/python/agent/agent/human_tool/server.py
index c5d08cfe..8c67f95a 100644
--- a/libs/python/agent/agent/human_tool/server.py
+++ b/libs/python/agent/agent/human_tool/server.py
@@ -1,9 +1,9 @@
 import asyncio
 import uuid
+from dataclasses import asdict, dataclass
 from datetime import datetime
-from typing import Dict, List, Any, Optional
-from dataclasses import dataclass, asdict
 from enum import Enum
+from typing import Any, Dict, List, Optional
 
 from fastapi import FastAPI, HTTPException
 from pydantic import BaseModel
@@ -49,7 +49,7 @@ class CompletionQueue:
         self._queue: Dict[str, CompletionCall] = {}
         self._pending_order: List[str] = []
         self._lock = asyncio.Lock()
-    
+
     async def add_completion(self, messages: List[Dict[str, Any]], model: str) -> str:
         """Add a completion call to the queue."""
         async with self._lock:
@@ -59,42 +59,47 @@ class CompletionQueue:
                 messages=messages,
                 model=model,
                 status=CompletionStatus.PENDING,
-                created_at=datetime.now()
+                created_at=datetime.now(),
             )
             self._queue[call_id] = completion_call
             self._pending_order.append(call_id)
             return call_id
-    
+
     async def get_pending_calls(self) -> List[Dict[str, Any]]:
         """Get all pending completion calls."""
         async with self._lock:
             pending_calls = []
             for call_id in self._pending_order:
-                if call_id in self._queue and self._queue[call_id].status == CompletionStatus.PENDING:
+                if (
+                    call_id in self._queue
+                    and self._queue[call_id].status == CompletionStatus.PENDING
+                ):
                     call = self._queue[call_id]
-                    pending_calls.append({
-                        "id": call.id,
-                        "model": call.model,
-                        "created_at": call.created_at.isoformat(),
-                        "messages": call.messages
-                    })
+                    pending_calls.append(
+                        {
+                            "id": call.id,
+                            "model": call.model,
+                            "created_at": call.created_at.isoformat(),
+                            "messages": call.messages,
+                        }
+                    )
             return pending_calls
-    
+
     async def get_call_status(self, call_id: str) -> Optional[Dict[str, Any]]:
         """Get the status of a specific completion call."""
         async with self._lock:
             if call_id not in self._queue:
                 return None
-            
+
             call = self._queue[call_id]
             result = {
                 "id": call.id,
                 "status": call.status.value,
                 "created_at": call.created_at.isoformat(),
                 "model": call.model,
-                "messages": call.messages
+                "messages": call.messages,
             }
-            
+
             if call.completed_at:
                 result["completed_at"] = call.completed_at.isoformat()
             if call.response:
@@ -103,69 +108,74 @@ class CompletionQueue:
                 result["tool_calls"] = call.tool_calls
             if call.error:
                 result["error"] = call.error
-                
+
             return result
-    
-    async def complete_call(self, call_id: str, response: Optional[str] = None, tool_calls: Optional[List[Dict[str, Any]]] = None) -> bool:
+
+    async def complete_call(
+        self,
+        call_id: str,
+        response: Optional[str] = None,
+        tool_calls: Optional[List[Dict[str, Any]]] = None,
+    ) -> bool:
         """Mark a completion call as completed with a response or tool calls."""
         async with self._lock:
             if call_id not in self._queue:
                 return False
-            
+
             call = self._queue[call_id]
             if call.status != CompletionStatus.PENDING:
                 return False
-            
+
             call.status = CompletionStatus.COMPLETED
             call.completed_at = datetime.now()
             call.response = response
             call.tool_calls = tool_calls
-            
+
             # Remove from pending order
             if call_id in self._pending_order:
                 self._pending_order.remove(call_id)
-            
+
             return True
-    
+
     async def fail_call(self, call_id: str, error: str) -> bool:
         """Mark a completion call as failed with an error."""
         async with self._lock:
             if call_id not in self._queue:
                 return False
-            
+
             call = self._queue[call_id]
             if call.status != CompletionStatus.PENDING:
                 return False
-            
+
             call.status = CompletionStatus.FAILED
             call.completed_at = datetime.now()
             call.error = error
-            
+
             # Remove from pending order
             if call_id in self._pending_order:
                 self._pending_order.remove(call_id)
-            
+
             return True
-    
+
     async def wait_for_completion(self, call_id: str, timeout: float = 300.0) -> Optional[str]:
         """Wait for a completion call to be completed and return the response."""
         start_time = asyncio.get_event_loop().time()
-        
+
         while True:
             status = await self.get_call_status(call_id)
             if not status:
                 return None
-            
+
             if status["status"] == CompletionStatus.COMPLETED.value:
                 return status.get("response")
             elif status["status"] == CompletionStatus.FAILED.value:
                 raise Exception(f"Completion failed: {status.get('error', 'Unknown error')}")
-            
+
             # Check timeout
             if asyncio.get_event_loop().time() - start_time > timeout:
                 await self.fail_call(call_id, "Timeout waiting for human response")
                 raise TimeoutError("Timeout waiting for human response")
-            
+
             # Wait a bit before checking again
             await asyncio.sleep(0.5)
 
@@ -204,9 +214,7 @@ async def get_status(call_id: str):
 async def complete_call(call_id: str, response: CompletionResponse):
     """Complete a call with a human response."""
     success = await completion_queue.complete_call(
-        call_id, 
-        response=response.response, 
-        tool_calls=response.tool_calls
+        call_id, response=response.response, tool_calls=response.tool_calls
     )
     if success:
         return {"status": "success", "message": "Call completed"}
@@ -219,7 +227,9 @@ async def fail_call(call_id: str, error: Dict[str, str]):
     """Mark a call as failed."""
     success = await completion_queue.fail_call(call_id, error.get("error", "Unknown error"))
     if not success:
-        raise HTTPException(status_code=404, detail="Completion call not found or already completed")
+        raise HTTPException(
+            status_code=404, detail="Completion call not found or already completed"
+        )
     return {"status": "failed"}
 
 
@@ -231,4 +241,5 @@ async def root():
 
 if __name__ == "__main__":
     import uvicorn
+
     uvicorn.run(app, host="0.0.0.0", port=8002)
diff --git a/libs/python/agent/agent/human_tool/ui.py b/libs/python/agent/agent/human_tool/ui.py
index 12366477..ae6b5405 100644
--- a/libs/python/agent/agent/human_tool/ui.py
+++ b/libs/python/agent/agent/human_tool/ui.py
@@ -1,14 +1,17 @@
-import gradio as gr
-import json
-import time
-from typing import List, Dict, Any, Optional
-from datetime import datetime
-import requests
-from .server import completion_queue
 import base64
 import io
+import json
+import time
+from datetime import datetime
+from typing import Any, Dict, List, Optional
+
+import gradio as gr
+import requests
 from PIL import Image
 
+from .server import completion_queue
+
+
 class HumanCompletionUI:
     def __init__(self, server_url: str = "http://localhost:8002"):
         self.server_url = server_url
@@ -20,7 +23,7 @@ class HumanCompletionUI:
         self.current_button: str = "left"
         self.current_scroll_x: int = 0
         self.current_scroll_y: int = -120
-    
+
     def format_messages_for_chatbot(self, messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
         """Format messages for display in gr.Chatbot with type='messages'."""
         formatted = []
@@ -28,7 +31,7 @@ class HumanCompletionUI:
             role = msg.get("role", "user")
             content = msg.get("content", "")
             tool_calls = msg.get("tool_calls", [])
-            
+
             # Handle different content formats
             if isinstance(content, list):
                 # Multi-modal content - can include text and images
@@ -55,7 +58,7 @@ class HumanCompletionUI:
                             else:
                                 # For URL images, create gr.Image with URL
                                 formatted_content.append(gr.Image(value=image_url))
-                
+
                 # Determine final content format
                 if len(formatted_content) == 1:
                     content = formatted_content[0]
@@ -63,28 +66,28 @@ class HumanCompletionUI:
                     content = formatted_content
                 else:
                     content = "[Empty content]"
-            
+
             # Ensure role is valid for Gradio Chatbot
             if role not in ["user", "assistant"]:
                 role = "assistant" if role == "system" else "user"
-            
+
             # Invert roles for better display in human UI context
             # (what the AI says becomes "user", what human should respond becomes "assistant")
             if role == "user":
                 role = "assistant"
             else:
                 role = "user"
-            
+
             # Add the main message if it has content
             if content and str(content).strip():
                 formatted.append({"role": role, "content": content})
-            
+
             # Handle tool calls - create separate messages for each tool call
             if tool_calls:
                 for tool_call in tool_calls:
                     function_name = tool_call.get("function", {}).get("name", "unknown")
                     arguments_str = tool_call.get("function", {}).get("arguments", "{}")
-                    
+
                     try:
                         # Parse arguments to format them nicely
                         arguments = json.loads(arguments_str)
@@ -92,18 +95,20 @@ class HumanCompletionUI:
                     except json.JSONDecodeError:
                         # If parsing fails, use the raw string
                         formatted_args = arguments_str
-                    
+
                     # Create a formatted message for the tool call
                     tool_call_content = f"```json\n{formatted_args}\n```"
-                    
-                    formatted.append({
-                        "role": role,
-                        "content": tool_call_content,
-                        "metadata": {"title": f"🛠️ Used {function_name}"}
-                    })
-        
+
+                    formatted.append(
+                        {
+                            "role": role,
+                            "content": tool_call_content,
+                            "metadata": {"title": f"🛠️ Used {function_name}"},
+                        }
+                    )
+
         return formatted
-    
+
     def get_pending_calls(self) -> List[Dict[str, Any]]:
         """Get pending calls from the server."""
         try:
@@ -113,38 +118,39 @@ class HumanCompletionUI:
         except Exception as e:
             print(f"Error fetching pending calls: {e}")
         return []
-    
+
     def complete_call_with_response(self, call_id: str, response: str) -> bool:
         """Complete a call with a text response."""
         try:
             response_data = {"response": response}
             response_obj = requests.post(
-                f"{self.server_url}/complete/{call_id}",
-                json=response_data,
-                timeout=10
+                f"{self.server_url}/complete/{call_id}", json=response_data, timeout=10
             )
             response_obj.raise_for_status()
             return True
         except requests.RequestException as e:
             print(f"Error completing call: {e}")
             return False
-    
+
     def complete_call_with_tool_calls(self, call_id: str, tool_calls: List[Dict[str, Any]]) -> bool:
         """Complete a call with tool calls."""
         try:
             response_data = {"tool_calls": tool_calls}
             response_obj = requests.post(
-                f"{self.server_url}/complete/{call_id}",
-                json=response_data,
-                timeout=10
+                f"{self.server_url}/complete/{call_id}", json=response_data, timeout=10
             )
             response_obj.raise_for_status()
             return True
         except requests.RequestException as e:
             print(f"Error completing call: {e}")
             return False
-    
-    def complete_call(self, call_id: str, response: Optional[str] = None, tool_calls: Optional[List[Dict[str, Any]]] = None) -> bool:
+
+    def complete_call(
+        self,
+        call_id: str,
+        response: Optional[str] = None,
+        tool_calls: Optional[List[Dict[str, Any]]] = None,
+    ) -> bool:
         """Complete a call with either a response or tool calls."""
         try:
             response_data = {}
@@ -152,25 +158,23 @@ class HumanCompletionUI:
                 response_data["response"] = response
             if tool_calls:
                 response_data["tool_calls"] = tool_calls
-            
+
             response_obj = requests.post(
-                f"{self.server_url}/complete/{call_id}",
-                json=response_data,
-                timeout=10
+                f"{self.server_url}/complete/{call_id}", json=response_data, timeout=10
             )
             response_obj.raise_for_status()
             return True
         except requests.RequestException as e:
             print(f"Error completing call: {e}")
             return False
-    
+
     def get_last_image_from_messages(self, messages: List[Dict[str, Any]]) -> Optional[Any]:
         """Extract the last image from the messages for display above conversation."""
         last_image = None
-        
+
         for msg in reversed(messages):  # Start from the last message
             content = msg.get("content", "")
-            
+
             if isinstance(content, list):
                 for item in reversed(content):  # Get the last image in the message
                     if item.get("type") == "image_url":
@@ -189,13 +193,13 @@ class HumanCompletionUI:
                             else:
                                 # For URL images, return the URL
                                 return image_url
-        
+
         return last_image
-    
+
     def refresh_pending_calls(self):
         """Refresh the list of pending calls."""
         pending_calls = self.get_pending_calls()
-        
+
         if not pending_calls:
             return (
                 gr.update(choices=["latest"], value="latest"),  # dropdown
@@ -205,27 +209,27 @@ class HumanCompletionUI:
                 gr.update(visible=False),  # click_actions_group hidden
                 gr.update(visible=False),  # actions_group hidden
             )
-        
+
         # Sort pending calls by created_at to get oldest first
         sorted_calls = sorted(pending_calls, key=lambda x: x.get("created_at", ""))
-        
+
         # Create choices for dropdown
         choices = [("latest", "latest")]  # Add "latest" option first
-        
+
         for call in sorted_calls:
             call_id = call["id"]
             model = call.get("model", "unknown")
             created_at = call.get("created_at", "")
             # Format timestamp
             try:
-                dt = datetime.fromisoformat(created_at.replace('Z', '+00:00'))
+                dt = datetime.fromisoformat(created_at.replace("Z", "+00:00"))
                 time_str = dt.strftime("%H:%M:%S")
             except:
                 time_str = created_at
-            
+
             choice_label = f"{call_id[:8]}... ({model}) - {time_str}"
             choices.append((choice_label, call_id))
-        
+
         # Default to "latest" which shows the oldest pending conversation
         selected_call_id = "latest"
         if selected_call_id == "latest" and sorted_calls:
@@ -239,7 +243,7 @@ class HumanCompletionUI:
             conversation = []
             self.current_call_id = None
             self.last_image = None
-        
+
         return (
             gr.update(choices=choices, value="latest"),
             gr.update(value=self.last_image),
@@ -248,7 +252,7 @@ class HumanCompletionUI:
             gr.update(visible=True),  # click_actions_group visible when there is a call
             gr.update(visible=True),  # actions_group visible when there is a call
         )
-    
+
     def on_call_selected(self, selected_choice):
         """Handle when a call is selected from the dropdown."""
         if not selected_choice:
@@ -259,7 +263,7 @@ class HumanCompletionUI:
                 gr.update(visible=False),  # click_actions_group hidden
                 gr.update(visible=False),  # actions_group hidden
             )
-        
+
         pending_calls = self.get_pending_calls()
         if not pending_calls:
             return (
@@ -269,7 +273,7 @@ class HumanCompletionUI:
                 gr.update(visible=False),  # click_actions_group hidden
                 gr.update(visible=False),  # actions_group hidden
             )
-        
+
         # Handle "latest" option
         if selected_choice == "latest":
             # Sort calls by created_at to get oldest first
@@ -284,17 +288,17 @@ class HumanCompletionUI:
                 if call_id_short in selected_choice:
                     call_id = call["id"]
                     break
-            
+
             if not call_id:
                 return (
                     gr.update(value=None),  # no image
                     gr.update(value=[]),  # empty chatbot
-                    gr.update(interactive=False)
+                    gr.update(interactive=False),
                 )
-            
+
             # Find the selected call
             selected_call = next((c for c in pending_calls if c["id"] == call_id), None)
-        
+
         if not selected_call:
             return (
                 gr.update(value=None),  # no image
@@ -303,12 +307,12 @@ class HumanCompletionUI:
                 gr.update(visible=False),  # click_actions_group hidden
                 gr.update(visible=False),  # actions_group hidden
             )
-        
+
         conversation = self.format_messages_for_chatbot(selected_call.get("messages", []))
         self.current_call_id = call_id
         # Get the last image from messages
         self.last_image = self.get_last_image_from_messages(selected_call.get("messages", []))
-        
+
         return (
             gr.update(value=self.last_image),
             gr.update(value=conversation),
@@ -316,110 +320,111 @@ class HumanCompletionUI:
             gr.update(visible=True),  # click_actions_group visible
             gr.update(visible=True),  # actions_group visible
         )
-    
+
     def submit_response(self, response_text: str):
         """Submit a text response to the current call."""
         if not self.current_call_id:
             return (
                 gr.update(value=response_text),  # keep response text
-                gr.update(value="❌ No call selected")  # status
+                gr.update(value="❌ No call selected"),  # status
             )
-        
+
         if not response_text.strip():
             return (
                 gr.update(value=response_text),  # keep response text
-                gr.update(value="❌ Response cannot be empty")  # status
+                gr.update(value="❌ Response cannot be empty"),  # status
             )
-        
+
         success = self.complete_call_with_response(self.current_call_id, response_text)
-        
+
         if success:
             status_msg = "✅ Response submitted successfully!"
             return (
                 gr.update(value=""),  # clear response text
-                gr.update(value=status_msg)  # status
+                gr.update(value=status_msg),  # status
             )
         else:
             return (
                 gr.update(value=response_text),  # keep response text
-                gr.update(value="❌ Failed to submit response")  # status
+                gr.update(value="❌ Failed to submit response"),  # status
             )
-    
+
     def submit_action(self, action_type: str, **kwargs) -> str:
         """Submit a computer action as a tool call."""
         if not self.current_call_id:
             return "❌ No call selected"
-        
+
         import uuid
-        
+
         # Create tool call structure
         action_data = {"type": action_type, **kwargs}
         tool_call = {
             "id": f"call_{uuid.uuid4().hex[:24]}",
             "type": "function",
-            "function": {
-                "name": "computer",
-                "arguments": json.dumps(action_data)
-            }
+            "function": {"name": "computer", "arguments": json.dumps(action_data)},
         }
-        
+
         success = self.complete_call_with_tool_calls(self.current_call_id, [tool_call])
-        
+
         if success:
             return f"✅ {action_type.capitalize()} action submitted as tool call"
         else:
             return f"❌ Failed to submit {action_type} action"
-    
-    def submit_click_action(self, x: int, y: int, action_type: str = "click", button: str = "left") -> str:
+
+    def submit_click_action(
+        self, x: int, y: int, action_type: str = "click", button: str = "left"
+    ) -> str:
         """Submit a coordinate-based action."""
         if action_type == "click":
             return self.submit_action(action_type, x=x, y=y, button=button)
         else:
             return self.submit_action(action_type, x=x, y=y)
-    
+
     def submit_type_action(self, text: str) -> str:
         """Submit a type action."""
         return self.submit_action("type", text=text)
-    
+
     def submit_hotkey_action(self, keys: str) -> str:
         """Submit a hotkey action."""
         return self.submit_action("keypress", keys=keys)
-    
+
     def submit_wait_action(self) -> str:
         """Submit a wait action with no kwargs."""
         return self.submit_action("wait")
-    
-    def submit_description_click(self, description: str, action_type: str = "click", button: str = "left") -> str:
+
+    def submit_description_click(
+        self, description: str, action_type: str = "click", button: str = "left"
+    ) -> str:
         """Submit a description-based action."""
         if action_type == "click":
             return self.submit_action(action_type, element_description=description, button=button)
         else:
             return self.submit_action(action_type, element_description=description)
-    
+
     def wait_for_pending_calls(self, max_seconds: float = 10.0, check_interval: float = 0.2):
         """Wait for pending calls to appear or until max_seconds elapsed.
-        
+
         This method loops and checks for pending calls at regular intervals,
         returning as soon as a pending call is found or the maximum wait time is reached.
-        
+
         Args:
             max_seconds: Maximum number of seconds to wait
             check_interval: How often to check for pending calls (in seconds)
         """
         import time
-        
+
         start_time = time.time()
-        
+
         while time.time() - start_time < max_seconds:
             # Check if there are any pending calls
             pending_calls = self.get_pending_calls()
             if pending_calls:
                 # Found pending calls, return immediately
                 return self.refresh_pending_calls()
-            
+
             # Wait before checking again
             time.sleep(check_interval)
-        
+
         # Max wait time reached, return current state
         return self.refresh_pending_calls()
 
@@ -427,79 +432,73 @@ class HumanCompletionUI:
 def create_ui():
     """Create the Gradio interface."""
     ui_handler = HumanCompletionUI()
-    
+
     with gr.Blocks(title="Human-in-the-Loop Agent Tool", fill_width=True) as demo:
         gr.Markdown("# 🤖 Human-in-the-Loop Agent Tool")
         gr.Markdown("Review AI conversation requests and provide human responses.")
-        
+
         with gr.Row():
             with gr.Column(scale=2):
                 with gr.Group():
                     screenshot_image = gr.Image(
-                        label="Interactive Screenshot",
-                        interactive=False,
-                        height=600
+                        label="Interactive Screenshot", interactive=False, height=600
                     )
-                    
+
                     # Action type selection for image clicks (wrapped for visibility control)
                     with gr.Group(visible=False) as click_actions_group:
                         with gr.Row():
                             action_type_radio = gr.Dropdown(
                                 label="Interactive Action",
-                                choices=["click", "double_click", "move", "left_mouse_up", "left_mouse_down", "scroll"],
+                                choices=[
+                                    "click",
+                                    "double_click",
+                                    "move",
+                                    "left_mouse_up",
+                                    "left_mouse_down",
+                                    "scroll",
+                                ],
                                 value="click",
-                                scale=2
+                                scale=2,
                             )
                             action_button_radio = gr.Dropdown(
                                 label="Button",
                                 choices=["left", "right", "wheel", "back", "forward"],
                                 value="left",
                                 visible=True,
-                                scale=1
+                                scale=1,
                             )
                             scroll_x_input = gr.Number(
-                                label="scroll_x",
-                                value=0,
-                                visible=False,
-                                scale=1
+                                label="scroll_x", value=0, visible=False, scale=1
                             )
                             scroll_y_input = gr.Number(
-                                label="scroll_y",
-                                value=-120,
-                                visible=False,
-                                scale=1
+                                label="scroll_y", value=-120, visible=False, scale=1
                             )
-                    
+
                     conversation_chatbot = gr.Chatbot(
-                        label="Conversation",
-                        type="messages",
-                        height=500,
-                        show_copy_button=True
+                        label="Conversation", type="messages", height=500, show_copy_button=True
                     )
-            
+
             with gr.Column(scale=1):
                 with gr.Group():
                     call_dropdown = gr.Dropdown(
                         label="Select a pending conversation request",
                         choices=["latest"],
                         interactive=True,
-                        value="latest"
+                        value="latest",
                     )
                     refresh_btn = gr.Button("🔄 Refresh", variant="secondary")
                     status_display = gr.Textbox(
-                        label="Status",
-                        interactive=False,
-                        value="Ready to receive requests..."
+                        label="Status", interactive=False, value="Ready to receive requests..."
                     )
 
                 with gr.Group():
                     response_text = gr.Textbox(
-                        label="Message",
-                        lines=3,
-                        placeholder="Enter your message here..."
+                        label="Message", lines=3, placeholder="Enter your message here..."
                     )
-                    submit_btn = gr.Button("📤 Submit Message", variant="primary", interactive=False)
-                
+                    submit_btn = gr.Button(
+                        "📤 Submit Message", variant="primary", interactive=False
+                    )
+
                 # Action Accordions (wrapped for visibility control)
                 with gr.Group(visible=False) as actions_group:
                     with gr.Tabs():
@@ -507,58 +506,73 @@ def create_ui():
                             with gr.Group():
                                 description_text = gr.Textbox(
                                     label="Element Description",
-                                    placeholder="e.g., 'Privacy and security option in left sidebar'"
+                                    placeholder="e.g., 'Privacy and security option in left sidebar'",
                                 )
                                 with gr.Row():
                                     description_action_type = gr.Dropdown(
                                         label="Action",
-                                        choices=["click", "double_click", "move", "left_mouse_up", "left_mouse_down"],
-                                        value="click"
+                                        choices=[
+                                            "click",
+                                            "double_click",
+                                            "move",
+                                            "left_mouse_up",
+                                            "left_mouse_down",
+                                        ],
+                                        value="click",
                                     )
                                     description_button = gr.Dropdown(
                                         label="Button",
                                         choices=["left", "right", "wheel", "back", "forward"],
-                                        value="left"
+                                        value="left",
                                     )
                                 description_submit_btn = gr.Button("Submit Click Action")
-                        
+
                         with gr.Tab("📝 Type Action"):
                             with gr.Group():
                                 type_text = gr.Textbox(
-                                    label="Text to Type",
-                                    placeholder="Enter text to type..."
+                                    label="Text to Type", placeholder="Enter text to type..."
                                 )
                                 type_submit_btn = gr.Button("Submit Type")
-                        
+
                         with gr.Tab("⌨️ Keypress Action"):
                             with gr.Group():
                                 keypress_text = gr.Textbox(
-                                    label="Keys",
-                                    placeholder="e.g., ctrl+c, alt+tab"
+                                    label="Keys", placeholder="e.g., ctrl+c, alt+tab"
                                 )
                                 keypress_submit_btn = gr.Button("Submit Keypress")
-                        
+
                         with gr.Tab("🧰 Misc Actions"):
                             with gr.Group():
                                 misc_action_dropdown = gr.Dropdown(
-                                    label="Action",
-                                    choices=["wait"],
-                                    value="wait"
+                                    label="Action", choices=["wait"], value="wait"
                                 )
                                 misc_submit_btn = gr.Button("Submit Action")
-        
+
         # Event handlers
         refresh_btn.click(
             fn=ui_handler.refresh_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-        
+
         call_dropdown.change(
             fn=ui_handler.on_call_selected,
             inputs=[call_dropdown],
-            outputs=[screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-        
+
         def handle_image_click(evt: gr.SelectData):
             if evt.index is not None:
                 x, y = evt.index
@@ -568,31 +582,44 @@ def create_ui():
                     sx_i = int(ui_handler.current_scroll_x or 0)
                     sy_i = int(ui_handler.current_scroll_y or 0)
                     # Submit a scroll action with x,y position and scroll deltas
-                    result = ui_handler.submit_action("scroll", x=x, y=y, scroll_x=sx_i, scroll_y=sy_i)
+                    result = ui_handler.submit_action(
+                        "scroll", x=x, y=y, scroll_x=sx_i, scroll_y=sy_i
+                    )
                 else:
                     result = ui_handler.submit_click_action(x, y, action_type, button)
                 ui_handler.wait_for_pending_calls()
                 return result
             return "No coordinates selected"
 
-        screenshot_image.select(
-            fn=handle_image_click,
-            outputs=[status_display]
-        ).then(
+        screenshot_image.select(fn=handle_image_click, outputs=[status_display]).then(
             fn=ui_handler.wait_for_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
 
         # Response submission
         submit_btn.click(
             fn=ui_handler.submit_response,
             inputs=[response_text],
-            outputs=[response_text, status_display]
+            outputs=[response_text, status_display],
         ).then(
             fn=ui_handler.refresh_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-        
+
         # Toggle visibility of controls based on action type
         def toggle_action_controls(action_type):
             # Button visible only for click
@@ -603,59 +630,63 @@ def create_ui():
             # Update state
             ui_handler.current_action_type = action_type or "click"
             return button_vis, scroll_x_vis, scroll_y_vis
-        
+
         action_type_radio.change(
             fn=toggle_action_controls,
             inputs=[action_type_radio],
-            outputs=[action_button_radio, scroll_x_input, scroll_y_input]
+            outputs=[action_button_radio, scroll_x_input, scroll_y_input],
         )
 
         # Keep other control values in ui_handler state
         def on_button_change(val):
-            ui_handler.current_button = (val or "left")
-        action_button_radio.change(
-            fn=on_button_change,
-            inputs=[action_button_radio]
-        )
+            ui_handler.current_button = val or "left"
+
+        action_button_radio.change(fn=on_button_change, inputs=[action_button_radio])
 
         def on_scroll_x_change(val):
             try:
                 ui_handler.current_scroll_x = int(val) if val is not None else 0
             except Exception:
                 ui_handler.current_scroll_x = 0
-        scroll_x_input.change(
-            fn=on_scroll_x_change,
-            inputs=[scroll_x_input]
-        )
+
+        scroll_x_input.change(fn=on_scroll_x_change, inputs=[scroll_x_input])
 
         def on_scroll_y_change(val):
             try:
                 ui_handler.current_scroll_y = int(val) if val is not None else 0
             except Exception:
                 ui_handler.current_scroll_y = 0
-        scroll_y_input.change(
-            fn=on_scroll_y_change,
-            inputs=[scroll_y_input]
-        )
-        
+
+        scroll_y_input.change(fn=on_scroll_y_change, inputs=[scroll_y_input])
+
         type_submit_btn.click(
-            fn=ui_handler.submit_type_action,
-            inputs=[type_text],
-            outputs=[status_display]
+            fn=ui_handler.submit_type_action, inputs=[type_text], outputs=[status_display]
         ).then(
             fn=ui_handler.wait_for_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-        
+
         keypress_submit_btn.click(
-            fn=ui_handler.submit_hotkey_action,
-            inputs=[keypress_text],
-            outputs=[status_display]
+            fn=ui_handler.submit_hotkey_action, inputs=[keypress_text], outputs=[status_display]
         ).then(
             fn=ui_handler.wait_for_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-        
+
         def handle_description_submit(description, action_type, button):
             if description:
                 result = ui_handler.submit_description_click(description, action_type, button)
@@ -666,12 +697,19 @@ def create_ui():
         description_submit_btn.click(
             fn=handle_description_submit,
             inputs=[description_text, description_action_type, description_button],
-            outputs=[status_display]
+            outputs=[status_display],
         ).then(
             fn=ui_handler.wait_for_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-        
+
         # Misc action handler
         def handle_misc_submit(selected_action):
             if selected_action == "wait":
@@ -681,20 +719,32 @@ def create_ui():
             return f"Unsupported misc action: {selected_action}"
 
         misc_submit_btn.click(
-            fn=handle_misc_submit,
-            inputs=[misc_action_dropdown],
-            outputs=[status_display]
+            fn=handle_misc_submit, inputs=[misc_action_dropdown], outputs=[status_display]
         ).then(
             fn=ui_handler.wait_for_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-        
+
         # Load initial data
         demo.load(
             fn=ui_handler.refresh_pending_calls,
-            outputs=[call_dropdown, screenshot_image, conversation_chatbot, submit_btn, click_actions_group, actions_group]
+            outputs=[
+                call_dropdown,
+                screenshot_image,
+                conversation_chatbot,
+                submit_btn,
+                click_actions_group,
+                actions_group,
+            ],
         )
-    
+
     return demo
 
 
diff --git a/libs/python/agent/agent/integrations/hud/__init__.py b/libs/python/agent/agent/integrations/hud/__init__.py
index e27060ff..2dd64ac4 100644
--- a/libs/python/agent/agent/integrations/hud/__init__.py
+++ b/libs/python/agent/agent/integrations/hud/__init__.py
@@ -8,21 +8,22 @@ Exports:
 - run_full_dataset(dataset, ...)
 - MCPComputerAgent
 """
+
 import time
 from typing import Any, Optional
 
 from agent.computers import is_agent_computer
-from datasets import load_dataset, Dataset
-from hud.datasets import Task, run_dataset
+from datasets import Dataset, load_dataset
 from hud import trace
+from hud.datasets import Task, run_dataset
 
 from .agent import MCPComputerAgent
 
-
 # ---------------------------------------------------------------------------
 # Single-task runner
 # ---------------------------------------------------------------------------
 
+
 async def run_single_task(
     dataset: str | Dataset | list[dict[str, Any]],
     *,
@@ -47,24 +48,20 @@ async def run_single_task(
 
     # Load dataset and pick a sample
     if isinstance(dataset, str):
-        dataset = load_dataset(dataset, split="train") # type: ignore[arg-type]
+        dataset = load_dataset(dataset, split="train")  # type: ignore[arg-type]
     elif isinstance(dataset, list):
         dataset = dataset
     else:
         dataset = dataset["train"]
-    
+
     sample_task = dataset[task_id]  # type: ignore[index]
     task_prompt = sample_task.get("prompt", f"Task {sample_task.get('id', 0)}")  # type: ignore[attr-defined]
 
     # Filter any existing Computer tools
     # The eval framework will add its own Computer tool per task
     if tools:
-        tools = [
-            tool 
-            for tool in tools 
-            if not is_agent_computer(tool)
-        ]
-    
+        tools = [tool for tool in tools if not is_agent_computer(tool)]
+
     with trace(name=task_prompt):
         task = Task(**sample_task)  # type: ignore[arg-type]
 
@@ -87,13 +84,14 @@ async def run_single_task(
         )
         print(f"Running: {task_prompt}")
         result = await agent.run(task, max_steps=10)
-        print(f"✅ Reward: {getattr(result, 'reward')}")
+        print(f"✅ Reward: {result.reward}")
 
 
 # ---------------------------------------------------------------------------
 # Full-dataset runner
 # ---------------------------------------------------------------------------
 
+
 async def run_full_dataset(
     dataset: str | Dataset | list[dict[str, Any]],
     *,
@@ -121,9 +119,9 @@ async def run_full_dataset(
 
     # Run with our MCP-based agent class.
     if isinstance(dataset, str):
-        dataset_name = dataset.split('/')[-1]
+        dataset_name = dataset.split("/")[-1]
         job_name = job_name or f"Evaluation {dataset_name}"
-        dataset = load_dataset(dataset, split=split) # type: ignore[arg-type]
+        dataset = load_dataset(dataset, split=split)  # type: ignore[arg-type]
     else:
         dataset_name = "custom"
         job_name = job_name or f"Evaluation {time.strftime('%H:%M %Y-%m-%d')}"
@@ -131,12 +129,8 @@ async def run_full_dataset(
     # Filter any existing Computer tools
     # The eval framework will add its own Computer tool per task
     if tools:
-        tools = [
-            tool 
-            for tool in tools 
-            if not is_agent_computer(tool)
-        ]
-    
+        tools = [tool for tool in tools if not is_agent_computer(tool)]
+
     # Execute evaluation
     return await run_dataset(
         name=job_name,
@@ -170,4 +164,4 @@ __all__ = [
     "run_single_task",
     "run_full_dataset",
     "MCPComputerAgent",
-]
\ No newline at end of file
+]
diff --git a/libs/python/agent/agent/integrations/hud/agent.py b/libs/python/agent/agent/integrations/hud/agent.py
index c1465ee6..e830d53c 100644
--- a/libs/python/agent/agent/integrations/hud/agent.py
+++ b/libs/python/agent/agent/integrations/hud/agent.py
@@ -9,26 +9,26 @@ Key differences from the OpenAI OperatorAgent variant:
 - Planning is executed via `ComputerAgent.run(messages)`.
 - The first yielded result per step is returned as the agent response.
 """
+
 from __future__ import annotations
 
+import base64
 import io
+import uuid
+from pathlib import Path
 from typing import Any, ClassVar, Optional
 
+import hud
+import mcp.types as types
 from agent.agent import ComputerAgent as BaseComputerAgent
 from agent.callbacks import PromptInstructionsCallback
 from agent.callbacks.trajectory_saver import TrajectorySaverCallback
+from agent.computers import is_agent_computer
+from agent.responses import make_failed_tool_call_items
 from hud.agents import MCPAgent
 from hud.tools.computer.settings import computer_settings
 from hud.types import AgentResponse, MCPToolCall, MCPToolResult, Trace
-
-from agent.responses import make_failed_tool_call_items
-from agent.computers import is_agent_computer
 from PIL import Image
-import mcp.types as types
-import hud
-import uuid
-import base64
-from pathlib import Path
 
 
 class MCPComputerAgent(MCPAgent):
@@ -114,8 +114,10 @@ class MCPComputerAgent(MCPAgent):
         self.last_screenshot_b64 = None
 
         buffer = io.BytesIO()
-        Image.new('RGB', (self.metadata["display_width"], self.metadata["display_height"])).save(buffer, format='PNG')
-        self.last_screenshot_b64 = base64.b64encode(buffer.getvalue()).decode('utf-8')
+        Image.new("RGB", (self.metadata["display_width"], self.metadata["display_height"])).save(
+            buffer, format="PNG"
+        )
+        self.last_screenshot_b64 = base64.b64encode(buffer.getvalue()).decode("utf-8")
 
         # Ensure a computer shim is present so width/height/environment are known
         computer_shim = {
@@ -128,12 +130,8 @@ class MCPComputerAgent(MCPAgent):
         }
         agent_tools: list[Any] = [computer_shim]
         if tools:
-            agent_tools.extend([
-                tool 
-                for tool in tools 
-                if not is_agent_computer(tool)
-            ])
-        
+            agent_tools.extend([tool for tool in tools if not is_agent_computer(tool)])
+
         agent_kwargs = {
             "model": self.model,
             "trajectory_dir": trajectory_dir,
@@ -150,9 +148,7 @@ class MCPComputerAgent(MCPAgent):
             "telemetry_enabled": telemetry_enabled,
         }
 
-        self.computer_agent = BaseComputerAgent(
-            **agent_kwargs
-        )
+        self.computer_agent = BaseComputerAgent(**agent_kwargs)
 
     async def get_system_messages(self) -> list[Any]:
         """Create initial messages.
@@ -161,9 +157,7 @@ class MCPComputerAgent(MCPAgent):
         """
         return []
 
-    async def format_blocks(
-        self, blocks: list[types.ContentBlock]
-    ) -> list[dict[str, Any]]:
+    async def format_blocks(self, blocks: list[types.ContentBlock]) -> list[dict[str, Any]]:
         """
         Format blocks for OpenAI input format.
 
@@ -200,42 +194,49 @@ class MCPComputerAgent(MCPAgent):
 
         # Call the ComputerAgent LLM API
         async for result in self.computer_agent.run(messages):  # type: ignore[arg-type]
-            items = result['output']
+            items = result["output"]
             if not items or tool_calls:
                 break
 
             for item in items:
-                if item['type'] in ['reasoning', 'message', 'computer_call', 'function_call', 'function_call_output']:
+                if item["type"] in [
+                    "reasoning",
+                    "message",
+                    "computer_call",
+                    "function_call",
+                    "function_call_output",
+                ]:
                     agent_result.append(item)
-                
+
                 # Add messages to output text
-                if item['type'] == 'reasoning':
+                if item["type"] == "reasoning":
                     output_text.extend(
-                        f"Reasoning: {summary['text']}"
-                        for summary in item['summary']
+                        f"Reasoning: {summary['text']}" for summary in item["summary"]
                     )
-                elif item['type'] == 'message':
-                    if isinstance(item['content'], list):
+                elif item["type"] == "message":
+                    if isinstance(item["content"], list):
                         output_text.extend(
-                            item['text'] 
-                            for item in item['content']
-                            if item['type'] == 'output_text'
+                            item["text"]
+                            for item in item["content"]
+                            if item["type"] == "output_text"
                         )
-                    elif isinstance(item['content'], str):
-                        output_text.append(item['content'])
-                
+                    elif isinstance(item["content"], str):
+                        output_text.append(item["content"])
+
                 # If we get a tool call, we're not done
-                if item['type'] == 'computer_call':
+                if item["type"] == "computer_call":
                     id = item["call_id"]
-                    tool_calls.append(MCPToolCall(
-                        name="openai_computer",
-                        arguments=item["action"],
-                        id=id,
-                    ))
+                    tool_calls.append(
+                        MCPToolCall(
+                            name="openai_computer",
+                            arguments=item["action"],
+                            id=id,
+                        )
+                    )
                     is_done = False
                     self.tool_call_inputs[id] = agent_result
                     break
-            
+
             # if we have tool calls, we should exit the loop
             if tool_calls:
                 break
@@ -247,7 +248,7 @@ class MCPComputerAgent(MCPAgent):
             tool_calls=tool_calls,
             done=is_done,
         )
-    
+
     def _log_image(self, image_b64: str):
         callbacks = self.computer_agent.callbacks
         for callback in callbacks:
@@ -257,9 +258,7 @@ class MCPComputerAgent(MCPAgent):
                 callback._save_artifact("screenshot_after", image_bytes)
 
     async def format_tool_results(
-        self,
-        tool_calls: list[MCPToolCall],
-        tool_results: list[MCPToolResult]
+        self, tool_calls: list[MCPToolCall], tool_results: list[MCPToolResult]
     ) -> list[dict[str, Any]]:
         """Extract latest screenshot from tool results in dict form.
 
@@ -274,45 +273,60 @@ class MCPComputerAgent(MCPAgent):
                 previous_output = self.previous_output.copy() or []
 
                 # First we need to remove any pending computer_calls from the end of previous_output
-                while previous_output and previous_output[-1]['type'] == 'computer_call':
+                while previous_output and previous_output[-1]["type"] == "computer_call":
                     previous_output.pop()
                 messages.extend(previous_output)
 
                 # If the call is a 'response', don't add the result
-                if call.name == 'response':
+                if call.name == "response":
                     continue
                 # Otherwise, if we have a result, we should add it to the messages
                 content = [
-                    { "type": "input_text", "text": content.text } if isinstance(content, types.TextContent)
-                    else { "type": "input_image", "image_url": f"data:image/png;base64,{content.data}" } if isinstance(content, types.ImageContent)
-                    else { "type": "input_text", "text": "" }
+                    (
+                        {"type": "input_text", "text": content.text}
+                        if isinstance(content, types.TextContent)
+                        else (
+                            {
+                                "type": "input_image",
+                                "image_url": f"data:image/png;base64,{content.data}",
+                            }
+                            if isinstance(content, types.ImageContent)
+                            else {"type": "input_text", "text": ""}
+                        )
+                    )
                     for content in result.content
                 ]
-                messages.append({
-                    "role": "user",
-                    "content": content,
-                })
+                messages.append(
+                    {
+                        "role": "user",
+                        "content": content,
+                    }
+                )
 
                 continue
-                
+
             # Add the assistant's computer call
             messages.extend(self.tool_call_inputs[call.id])
-            
+
             if result.isError:
-                error_text = "".join([
-                    content.text
-                    for content in result.content
-                    if isinstance(content, types.TextContent)
-                ])
+                error_text = "".join(
+                    [
+                        content.text
+                        for content in result.content
+                        if isinstance(content, types.TextContent)
+                    ]
+                )
 
                 # Replace computer call with failed tool call
                 messages.pop()
-                messages.extend(make_failed_tool_call_items(
-                    tool_name=call.name,
-                    tool_kwargs=call.arguments or {},
-                    error_message=error_text,
-                    call_id=call.id,
-                ))
+                messages.extend(
+                    make_failed_tool_call_items(
+                        tool_name=call.name,
+                        tool_kwargs=call.arguments or {},
+                        error_message=error_text,
+                        call_id=call.id,
+                    )
+                )
             else:
                 # Get the latest screenshot
                 screenshots = [
@@ -325,23 +339,27 @@ class MCPComputerAgent(MCPAgent):
                 if screenshots:
                     self._log_image(screenshots[0])
                     self.last_screenshot_b64 = screenshots[0]
-                    messages.append({
-                        "type": "computer_call_output",
-                        "call_id": call.id,
-                        "output": {
-                            "type": "input_image",
-                            "image_url": f"data:image/png;base64,{screenshots[0]}"
-                        },
-                    })
+                    messages.append(
+                        {
+                            "type": "computer_call_output",
+                            "call_id": call.id,
+                            "output": {
+                                "type": "input_image",
+                                "image_url": f"data:image/png;base64,{screenshots[0]}",
+                            },
+                        }
+                    )
                 else:
                     # Otherwise, replace computer call with failed tool call
                     messages.pop()
-                    messages.extend(make_failed_tool_call_items(
-                        tool_name=call.name,
-                        tool_kwargs=call.arguments or {},
-                        error_message="No screenshots returned.",
-                        call_id=call.id,
-                    ))
+                    messages.extend(
+                        make_failed_tool_call_items(
+                            tool_name=call.name,
+                            tool_kwargs=call.arguments or {},
+                            error_message="No screenshots returned.",
+                            call_id=call.id,
+                        )
+                    )
 
         return messages
 
diff --git a/libs/python/agent/agent/integrations/hud/proxy.py b/libs/python/agent/agent/integrations/hud/proxy.py
index 9087d1c9..3b062196 100644
--- a/libs/python/agent/agent/integrations/hud/proxy.py
+++ b/libs/python/agent/agent/integrations/hud/proxy.py
@@ -7,30 +7,33 @@ OpenAI-like response blocks. We intentionally only support a single-step call
 by consuming the first yielded result from `ComputerAgent.run()`.
 """
 
-import traceback
 import time
+import traceback
 import uuid
 from typing import Any, Dict, List, Optional
 
 from agent.agent import ComputerAgent as BaseComputerAgent
 from agent.callbacks import PromptInstructionsCallback
-from hud.tools.computer.settings import computer_settings
-from PIL import Image
 from hud.agents import OperatorAgent
+from hud.tools.computer.settings import computer_settings
 
 # OpenAI Responses typed models (required)
 from openai.types.responses import (
     Response,
+    ResponseComputerToolCall,
     ResponseInputParam,
     ResponseOutputItem,
-    ResponseComputerToolCall,
     ResponseOutputMessage,
     ResponseOutputText,
     ResponseReasoningItem,
     ResponseUsage,
 )
+from PIL import Image
 
-def _map_agent_output_to_openai_blocks(output_items: List[Dict[str, Any]]) -> List[ResponseOutputItem]:
+
+def _map_agent_output_to_openai_blocks(
+    output_items: List[Dict[str, Any]],
+) -> List[ResponseOutputItem]:
     """Map our agent output items to OpenAI ResponseOutputItem typed models.
 
     Only a subset is supported: computer_call, assistant message (text), and reasoning.
@@ -40,14 +43,16 @@ def _map_agent_output_to_openai_blocks(output_items: List[Dict[str, Any]]) -> Li
     for item in output_items or []:
         t = item.get("type")
         if t == "computer_call":
-            comp = ResponseComputerToolCall.model_validate({
-                "id": item.get("id") or f"cu_{uuid.uuid4().hex}",
-                "type": "computer_call",
-                "call_id": item["call_id"],
-                "action": item["action"],
-                "pending_safety_checks": item.get("pending_safety_checks", []),
-                "status": "completed",
-            })
+            comp = ResponseComputerToolCall.model_validate(
+                {
+                    "id": item.get("id") or f"cu_{uuid.uuid4().hex}",
+                    "type": "computer_call",
+                    "call_id": item["call_id"],
+                    "action": item["action"],
+                    "pending_safety_checks": item.get("pending_safety_checks", []),
+                    "status": "completed",
+                }
+            )
             blocks.append(comp)
             # we will exit early here as the responses api only supports a single step
             break
@@ -55,31 +60,38 @@ def _map_agent_output_to_openai_blocks(output_items: List[Dict[str, Any]]) -> Li
             content_blocks: List[ResponseOutputText] = []
             for c in item.get("content", []) or []:
                 content_blocks.append(
-                    ResponseOutputText.model_validate({
-                        "type": "output_text",
-                        "text": c["text"],
-                        "annotations": [],
-                    })
+                    ResponseOutputText.model_validate(
+                        {
+                            "type": "output_text",
+                            "text": c["text"],
+                            "annotations": [],
+                        }
+                    )
                 )
             if content_blocks:
-                msg = ResponseOutputMessage.model_validate({
-                    "id": item.get("id") or f"msg_{uuid.uuid4()}",
-                    "type": "message",
-                    "role": "assistant",
-                    "status": "completed",
-                    "content": [ct.model_dump() for ct in content_blocks],
-                })
+                msg = ResponseOutputMessage.model_validate(
+                    {
+                        "id": item.get("id") or f"msg_{uuid.uuid4()}",
+                        "type": "message",
+                        "role": "assistant",
+                        "status": "completed",
+                        "content": [ct.model_dump() for ct in content_blocks],
+                    }
+                )
                 blocks.append(msg)
         elif t == "reasoning":
-            reasoning = ResponseReasoningItem.model_validate({
-                "id": item.get("id") or f"rsn_{uuid.uuid4()}",
-                "type": "reasoning",
-                "summary": item["summary"],
-            })
+            reasoning = ResponseReasoningItem.model_validate(
+                {
+                    "id": item.get("id") or f"rsn_{uuid.uuid4()}",
+                    "type": "reasoning",
+                    "summary": item["summary"],
+                }
+            )
             blocks.append(reasoning)
         # Unhandled types are ignored
     return blocks
 
+
 def _to_plain_dict_list(items: Any) -> List[Dict[str, Any]]:
     out: List[Dict[str, Any]] = []
     for it in list(items):
@@ -92,6 +104,7 @@ def _to_plain_dict_list(items: Any) -> List[Dict[str, Any]]:
             out.append(dict(it))  # may raise if not mapping
     return out
 
+
 class FakeAsyncOpenAI:
     """Minimal fake OpenAI client with only `responses.create` implemented.
 
@@ -132,10 +145,12 @@ class FakeAsyncOpenAI:
                 # Pre-pend instructions message
                 effective_input = full_input
                 if instructions:
-                    effective_input = [{
-                        "role": "user",
-                        "content": instructions,
-                    }] + full_input
+                    effective_input = [
+                        {
+                            "role": "user",
+                            "content": instructions,
+                        }
+                    ] + full_input
 
                 # Run a single iteration of the ComputerAgent
                 agent_result: Optional[Dict[str, Any]] = None
@@ -152,32 +167,43 @@ class FakeAsyncOpenAI:
                 blocks_to_cache = full_input + output
                 for b in blocks_to_cache:
                     bid = getattr(b, "id", None) or f"tmp-{hash(repr(b))}"
-                    self.blocks_cache[bid] = b # type: ignore[assignment]
+                    self.blocks_cache[bid] = b  # type: ignore[assignment]
                     block_ids.append(bid)
                 response_id = agent_result.get("id") or f"fake-{int(time.time()*1000)}"
                 self.context_cache[response_id] = block_ids
 
                 try:
-                    return Response.model_validate({
-                        "id": response_id,
-                        "created_at": time.time(),
-                        "object": "response",
-                        "model": model,
-                        "output": output,
-                        "parallel_tool_calls": False,
-                        "tool_choice": "auto",
-                        "tools": [],
-                        "previous_response_id": previous_response_id,
-                        "usage": ResponseUsage.model_validate({
-                            "input_tokens": usage.get("input_tokens", 0),
-                            "output_tokens": usage.get("output_tokens", 0),
-                            "total_tokens": usage.get("total_tokens", 0),
-                            "input_tokens_details": usage.get("input_tokens_details", { "cached_tokens": 0 }),
-                            "output_tokens_details": usage.get("output_tokens_details", { "reasoning_tokens": 0 }),
-                        }),
-                    })
+                    return Response.model_validate(
+                        {
+                            "id": response_id,
+                            "created_at": time.time(),
+                            "object": "response",
+                            "model": model,
+                            "output": output,
+                            "parallel_tool_calls": False,
+                            "tool_choice": "auto",
+                            "tools": [],
+                            "previous_response_id": previous_response_id,
+                            "usage": ResponseUsage.model_validate(
+                                {
+                                    "input_tokens": usage.get("input_tokens", 0),
+                                    "output_tokens": usage.get("output_tokens", 0),
+                                    "total_tokens": usage.get("total_tokens", 0),
+                                    "input_tokens_details": usage.get(
+                                        "input_tokens_details", {"cached_tokens": 0}
+                                    ),
+                                    "output_tokens_details": usage.get(
+                                        "output_tokens_details", {"reasoning_tokens": 0}
+                                    ),
+                                }
+                            ),
+                        }
+                    )
                 except Exception as e:
-                    print(f"Error while validating agent response (attempt {attempt + 1}/{max_retries}): ", e)
+                    print(
+                        f"Error while validating agent response (attempt {attempt + 1}/{max_retries}): ",
+                        e,
+                    )
                     if attempt == max_retries - 1:
                         print(traceback.format_exc())
                         raise e
@@ -221,9 +247,15 @@ class ProxyOperatorAgent(OperatorAgent):
         allowed_tools = allowed_tools or ["openai_computer"]
 
         computer_shim = {
-            'screenshot': lambda: Image.new('RGB', (computer_settings.OPENAI_COMPUTER_WIDTH, computer_settings.OPENAI_COMPUTER_HEIGHT)),
-            'environment': 'linux',
-            'dimensions': (computer_settings.OPENAI_COMPUTER_WIDTH, computer_settings.OPENAI_COMPUTER_HEIGHT)
+            "screenshot": lambda: Image.new(
+                "RGB",
+                (computer_settings.OPENAI_COMPUTER_WIDTH, computer_settings.OPENAI_COMPUTER_HEIGHT),
+            ),
+            "environment": "linux",
+            "dimensions": (
+                computer_settings.OPENAI_COMPUTER_WIDTH,
+                computer_settings.OPENAI_COMPUTER_HEIGHT,
+            ),
         }
         # Build tools ensuring the computer_shim is included
         agent_tools: list[Any] = [computer_shim]
@@ -258,6 +290,7 @@ class ProxyOperatorAgent(OperatorAgent):
             **kwargs,
         )
 
+
 __all__ = [
     "FakeAsyncOpenAI",
     "ProxyOperatorAgent",
diff --git a/libs/python/agent/agent/loops/__init__.py b/libs/python/agent/agent/loops/__init__.py
index bda16cf9..6fd20cde 100644
--- a/libs/python/agent/agent/loops/__init__.py
+++ b/libs/python/agent/agent/loops/__init__.py
@@ -3,30 +3,32 @@ Agent loops for agent
 """
 
 # Import the loops to register them
-from . import anthropic
-from . import openai
-from . import uitars
-from . import omniparser
-from . import gta1
-from . import composed_grounded
-from . import glm45v
-from . import opencua
-from . import internvl
-from . import holo
-from . import moondream3
-from . import gemini
+from . import (
+    anthropic,
+    composed_grounded,
+    gemini,
+    glm45v,
+    gta1,
+    holo,
+    internvl,
+    moondream3,
+    omniparser,
+    openai,
+    opencua,
+    uitars,
+)
 
 __all__ = [
-    "anthropic", 
-    "openai", 
-    "uitars", 
-    "omniparser", 
-    "gta1", 
-    "composed_grounded", 
-    "glm45v", 
+    "anthropic",
+    "openai",
+    "uitars",
+    "omniparser",
+    "gta1",
+    "composed_grounded",
+    "glm45v",
     "opencua",
     "internvl",
     "holo",
     "moondream3",
-    "gemini"
-]
\ No newline at end of file
+    "gemini",
+]
diff --git a/libs/python/agent/agent/loops/anthropic.py b/libs/python/agent/agent/loops/anthropic.py
index 063776a8..9dd77eb4 100644
--- a/libs/python/agent/agent/loops/anthropic.py
+++ b/libs/python/agent/agent/loops/anthropic.py
@@ -4,30 +4,33 @@ Anthropic hosted tools agent loop implementation using liteLLM
 
 import asyncio
 import json
-from typing import Dict, List, Any, AsyncGenerator, Union, Optional, Tuple
+from typing import Any, AsyncGenerator, Dict, List, Optional, Tuple, Union
+
 import litellm
-from litellm.responses.litellm_completion_transformation.transformation import LiteLLMCompletionResponsesConfig
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
 
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
 from ..loops.base import AsyncAgentConfig
 from ..responses import (
-    make_reasoning_item,
-    make_output_text_item,
     make_click_item,
     make_double_click_item,
     make_drag_item,
+    make_failed_tool_call_items,
+    make_input_image_item,
     make_keypress_item,
+    make_left_mouse_down_item,
+    make_left_mouse_up_item,
     make_move_item,
+    make_output_text_item,
+    make_reasoning_item,
+    make_screenshot_item,
     make_scroll_item,
     make_type_item,
     make_wait_item,
-    make_input_image_item,
-    make_screenshot_item,
-    make_failed_tool_call_items,
-    make_left_mouse_down_item,
-    make_left_mouse_up_item
 )
+from ..types import AgentCapability, AgentResponse, Messages, Tools
 
 # Model version mapping to tool version and beta flag
 MODEL_TOOL_MAPPING = [
@@ -35,38 +38,34 @@ MODEL_TOOL_MAPPING = [
     {
         "pattern": r"claude-4|claude-opus-4|claude-sonnet-4|claude-haiku-4",
         "tool_version": "computer_20250124",
-        "beta_flag": "computer-use-2025-01-24"
+        "beta_flag": "computer-use-2025-01-24",
     },
     # Claude 3.7 models
     {
         "pattern": r"claude-3\.?7|claude-3-7",
         "tool_version": "computer_20250124",
-        "beta_flag": "computer-use-2025-01-24"
+        "beta_flag": "computer-use-2025-01-24",
     },
     # Claude 3.5 models (fallback)
     {
         "pattern": r"claude-3\.?5|claude-3-5",
         "tool_version": "computer_20241022",
-        "beta_flag": "computer-use-2024-10-22"
-    }
+        "beta_flag": "computer-use-2024-10-22",
+    },
 ]
 
+
 def _get_tool_config_for_model(model: str) -> Dict[str, str]:
     """Get tool version and beta flag for the given model."""
     import re
-    
+
     for mapping in MODEL_TOOL_MAPPING:
         if re.search(mapping["pattern"], model, re.IGNORECASE):
-            return {
-                "tool_version": mapping["tool_version"],
-                "beta_flag": mapping["beta_flag"]
-            }
-    
+            return {"tool_version": mapping["tool_version"], "beta_flag": mapping["beta_flag"]}
+
     # Default to Claude 3.5 configuration
-    return {
-        "tool_version": "computer_20241022",
-        "beta_flag": "computer-use-2024-10-22"
-    }
+    return {"tool_version": "computer_20241022", "beta_flag": "computer-use-2024-10-22"}
+
 
 async def _map_computer_tool_to_anthropic(computer_tool: Any, tool_version: str) -> Dict[str, Any]:
     """Map a computer tool to Anthropic's hosted tool schema."""
@@ -76,7 +75,7 @@ async def _map_computer_tool_to_anthropic(computer_tool: Any, tool_version: str)
     except Exception:
         # Fallback to default dimensions if method fails
         width, height = 1024, 768
-    
+
     return {
         "type": tool_version,
         "function": {
@@ -89,32 +88,37 @@ async def _map_computer_tool_to_anthropic(computer_tool: Any, tool_version: str)
         },
     }
 
+
 async def _prepare_tools_for_anthropic(tool_schemas: List[Dict[str, Any]], model: str) -> Tools:
     """Prepare tools for Anthropic API format."""
     tool_config = _get_tool_config_for_model(model)
     anthropic_tools = []
-    
+
     for schema in tool_schemas:
         if schema["type"] == "computer":
             # Map computer tool to Anthropic format
-            anthropic_tools.append(await _map_computer_tool_to_anthropic(
-                schema["computer"], 
-                tool_config["tool_version"]
-            ))
+            anthropic_tools.append(
+                await _map_computer_tool_to_anthropic(
+                    schema["computer"], tool_config["tool_version"]
+                )
+            )
         elif schema["type"] == "function":
             # Function tools - convert to Anthropic format
             function_schema = schema["function"]
-            anthropic_tools.append({
-                "type": "function",
-                "function": {
-                    "name": function_schema["name"],
-                    "description": function_schema.get("description", ""),
-                    "parameters": function_schema.get("parameters", {})
+            anthropic_tools.append(
+                {
+                    "type": "function",
+                    "function": {
+                        "name": function_schema["name"],
+                        "description": function_schema.get("description", ""),
+                        "parameters": function_schema.get("parameters", {}),
+                    },
                 }
-            })
-    
+            )
+
     return anthropic_tools
 
+
 def _convert_responses_items_to_completion_messages(messages: Messages) -> List[Dict[str, Any]]:
     """Convert responses_items message format to liteLLM completion format."""
     completion_messages = []
@@ -123,7 +127,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
     for message in messages:
         msg_type = message.get("type")
         role = message.get("role")
-        
+
         # Handle user messages (both with and without explicit type)
         if role == "user" or msg_type == "user":
             content = message.get("content", "")
@@ -135,51 +139,38 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                         # Convert input_image to OpenAI image format
                         image_url = item.get("image_url", "")
                         if image_url and image_url != "[omitted]":
-                            converted_content.append({
-                                "type": "image_url",
-                                "image_url": {
-                                    "url": image_url
-                                }
-                            })
+                            converted_content.append(
+                                {"type": "image_url", "image_url": {"url": image_url}}
+                            )
                     elif isinstance(item, dict) and item.get("type") == "input_text":
                         # Convert input_text to OpenAI text format
                         text = item.get("text", "")
-                        converted_content.append({
-                            "type": "text",
-                            "text": text
-                        })
+                        converted_content.append({"type": "text", "text": text})
                     else:
                         # Keep other content types as-is
                         converted_content.append(item)
-                
-                completion_messages.append({
-                    "role": "user",
-                    "content": converted_content if converted_content else content
-                })
+
+                completion_messages.append(
+                    {"role": "user", "content": converted_content if converted_content else content}
+                )
             else:
                 # Text content
-                completion_messages.append({
-                    "role": "user",
-                    "content": content
-                })
-        
+                completion_messages.append({"role": "user", "content": content})
+
         # Handle assistant messages
         elif role == "assistant":
             content = message.get("content", [])
             if isinstance(content, str):
-                content = [{ "type": "output_text", "text": content }]
-            
+                content = [{"type": "output_text", "text": content}]
+
             content = "\n".join(item.get("text", "") for item in content)
-            completion_messages.append({
-                "role": "assistant",
-                "content": content
-            })
-        
+            completion_messages.append({"role": "assistant", "content": content})
+
         elif msg_type == "reasoning":
             # Reasoning becomes part of assistant message
             summary = message.get("summary", [])
             reasoning_text = ""
-            
+
             if isinstance(summary, list) and summary:
                 # Extract text from summary items
                 for item in summary:
@@ -189,58 +180,54 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
             else:
                 # Fallback to direct reasoning field
                 reasoning_text = message.get("reasoning", "")
-            
+
             if reasoning_text:
-                completion_messages.append({
-                    "role": "assistant",
-                    "content": reasoning_text
-                })
-        
+                completion_messages.append({"role": "assistant", "content": reasoning_text})
+
         elif msg_type == "function_call":
             fn_name = message.get("name")
             fn_args = message.get("arguments", "{}")
             call_id = message.get("call_id", "call_1")
             call_id_to_fn_name[call_id] = fn_name
-            openai_tool_calls = [{
-                "id": call_id,
-                "type": "function",
-                "function": {
-                    "name": fn_name,
-                    "arguments": fn_args
+            openai_tool_calls = [
+                {
+                    "id": call_id,
+                    "type": "function",
+                    "function": {"name": fn_name, "arguments": fn_args},
                 }
-            }]            # If the last completion message is an assistant message, extend the tool_calls
+            ]  # If the last completion message is an assistant message, extend the tool_calls
             if completion_messages and completion_messages[-1].get("role") == "assistant":
                 if "tool_calls" not in completion_messages[-1]:
                     completion_messages[-1]["tool_calls"] = []
                 completion_messages[-1]["tool_calls"].extend(openai_tool_calls)
             else:
                 # Create new assistant message with tool calls
-                completion_messages.append({
-                    "role": "assistant",
-                    "content": None,
-                    "tool_calls": openai_tool_calls
-                })
-        
+                completion_messages.append(
+                    {"role": "assistant", "content": None, "tool_calls": openai_tool_calls}
+                )
+
         elif msg_type == "function_call_output":
             call_id = message.get("call_id", "call_1")
             fn_output = message.get("output", "")
             fn_name = call_id_to_fn_name.get(call_id, "computer")
 
-            completion_messages.append({
-                "role": "function",
-                "name": fn_name,
-                "tool_call_id": call_id,
-                "content": str(fn_output)
-            })
-            
+            completion_messages.append(
+                {
+                    "role": "function",
+                    "name": fn_name,
+                    "tool_call_id": call_id,
+                    "content": str(fn_output),
+                }
+            )
+
         elif msg_type == "computer_call":
             # Computer call becomes tool use in assistant message
             action = message.get("action", {})
             action_type = action.get("type")
             call_id = message.get("call_id", "call_1")
-            
+
             tool_use_content = []
-            
+
             # Basic actions (all versions)
             if action_type == "click":
                 # Input:
@@ -253,7 +240,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "y": 200
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -267,16 +254,22 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #     "type": "function"
                 # }
                 button = action.get("button", "left")
-                action_name = "right_click" if button == "right" else "middle_click" if button == "wheel" else "left_click"
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": action_name,
-                        "coordinate": [action.get("x", 0), action.get("y", 0)]
+                action_name = (
+                    "right_click"
+                    if button == "right"
+                    else "middle_click" if button == "wheel" else "left_click"
+                )
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {
+                            "action": action_name,
+                            "coordinate": [action.get("x", 0), action.get("y", 0)],
+                        },
                     }
-                })
+                )
             elif action_type == "double_click":
                 # Input:
                 # {
@@ -288,7 +281,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "y": 240
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -301,15 +294,17 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #     "id": "call_1",
                 #     "type": "function"
                 # }
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "double_click",
-                        "coordinate": [action.get("x", 0), action.get("y", 0)]
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {
+                            "action": "double_click",
+                            "coordinate": [action.get("x", 0), action.get("y", 0)],
+                        },
                     }
-                })
+                )
             elif action_type == "type":
                 # Input:
                 # {
@@ -320,7 +315,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "text": "Hello World"
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -333,15 +328,14 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #     "id": "call_1",
                 #     "type": "function"
                 # }
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "type",
-                        "text": action.get("text", "")
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {"action": "type", "text": action.get("text", "")},
                     }
-                })
+                )
             elif action_type == "keypress":
                 # Input:
                 # {
@@ -352,7 +346,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "keys": ["ctrl", "c"]
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -365,15 +359,14 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #     "id": "call_1",
                 #     "type": "function"
                 # }
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "key",
-                        "text": "+".join(action.get("keys", []))
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {"action": "key", "text": "+".join(action.get("keys", []))},
                     }
-                })
+                )
             elif action_type in ["mouse_move", "move"]:
                 # Input:
                 # {
@@ -385,7 +378,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "y": 250
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -398,15 +391,17 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #     "id": "call_1",
                 #     "type": "function"
                 # }
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "mouse_move",
-                        "coordinate": [action.get("x", 0), action.get("y", 0)]
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {
+                            "action": "mouse_move",
+                            "coordinate": [action.get("x", 0), action.get("y", 0)],
+                        },
                     }
-                })
+                )
             elif action_type == "scroll":
                 # Input:
                 # {
@@ -420,7 +415,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "scroll_y": -5
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -453,18 +448,20 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 else:
                     direction = "down"
                     amount = 3
-                
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "scroll",
-                        "coordinate": [action.get("x", 0), action.get("y", 0)],
-                        "scroll_direction": direction,
-                        "scroll_amount": amount
+
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {
+                            "action": "scroll",
+                            "coordinate": [action.get("x", 0), action.get("y", 0)],
+                            "scroll_direction": direction,
+                            "scroll_amount": amount,
+                        },
                     }
-                })
+                )
             elif action_type == "drag":
                 # Input:
                 # {
@@ -478,7 +475,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         ]
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -498,17 +495,19 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 if isinstance(path, list) and len(path) >= 2:
                     start_coord = [path[0].get("x", 0), path[0].get("y", 0)]
                     end_coord = [path[-1].get("x", 0), path[-1].get("y", 0)]
-                
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "left_click_drag",
-                        "start_coordinate": start_coord,
-                        "end_coordinate": end_coord
+
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {
+                            "action": "left_click_drag",
+                            "start_coordinate": start_coord,
+                            "end_coordinate": end_coord,
+                        },
                     }
-                })
+                )
             elif action_type == "wait":
                 # Input:
                 # {
@@ -518,7 +517,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "type": "wait"
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -530,14 +529,14 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #     "id": "call_1",
                 #     "type": "function"
                 # }
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "wait"
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {"action": "wait"},
                     }
-                })
+                )
             elif action_type == "screenshot":
                 # Input:
                 # {
@@ -547,7 +546,7 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #         "type": "screenshot"
                 #     }
                 # }
-                
+
                 # Output:
                 # {
                 #     "function": {
@@ -559,47 +558,53 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 #     "id": "call_1",
                 #     "type": "function"
                 # }
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "screenshot"
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {"action": "screenshot"},
                     }
-                })
+                )
             elif action_type == "left_mouse_down":
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "left_mouse_down",
-                        "coordinate": [action.get("x", None), action.get("y", None)]
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {
+                            "action": "left_mouse_down",
+                            "coordinate": [action.get("x", None), action.get("y", None)],
+                        },
                     }
-                })
+                )
             elif action_type == "left_mouse_up":
-                tool_use_content.append({
-                    "type": "tool_use",
-                    "id": call_id,
-                    "name": "computer",
-                    "input": {
-                        "action": "left_mouse_up",
-                        "coordinate": [action.get("x", None), action.get("y", None)]
+                tool_use_content.append(
+                    {
+                        "type": "tool_use",
+                        "id": call_id,
+                        "name": "computer",
+                        "input": {
+                            "action": "left_mouse_up",
+                            "coordinate": [action.get("x", None), action.get("y", None)],
+                        },
                     }
-                })
-            
+                )
+
             # Convert tool_use_content to OpenAI tool_calls format
             openai_tool_calls = []
             for tool_use in tool_use_content:
-                openai_tool_calls.append({
-                    "id": tool_use["id"],
-                    "type": "function",
-                    "function": {
-                        "name": tool_use["name"],
-                        "arguments": json.dumps(tool_use["input"])
+                openai_tool_calls.append(
+                    {
+                        "id": tool_use["id"],
+                        "type": "function",
+                        "function": {
+                            "name": tool_use["name"],
+                            "arguments": json.dumps(tool_use["input"]),
+                        },
                     }
-                })
-            
+                )
+
             # If the last completion message is an assistant message, extend the tool_calls
             if completion_messages and completion_messages[-1].get("role") == "assistant":
                 if "tool_calls" not in completion_messages[-1]:
@@ -607,54 +612,52 @@ def _convert_responses_items_to_completion_messages(messages: Messages) -> List[
                 completion_messages[-1]["tool_calls"].extend(openai_tool_calls)
             else:
                 # Create new assistant message with tool calls
-                completion_messages.append({
-                    "role": "assistant",
-                    "content": None,
-                    "tool_calls": openai_tool_calls
-                })
-        
+                completion_messages.append(
+                    {"role": "assistant", "content": None, "tool_calls": openai_tool_calls}
+                )
+
         elif msg_type == "computer_call_output":
             # Computer call output becomes OpenAI function result
             output = message.get("output", {})
             call_id = message.get("call_id", "call_1")
-            
+
             if output.get("type") == "input_image":
                 # Screenshot result - convert to OpenAI format with image_url content
                 image_url = output.get("image_url", "")
-                completion_messages.append({
-                    "role": "function",
-                    "name": "computer",
-                    "tool_call_id": call_id,
-                    "content": [{
-                        "type": "image_url",
-                        "image_url": {
-                            "url": image_url
-                        }
-                    }]
-                })
+                completion_messages.append(
+                    {
+                        "role": "function",
+                        "name": "computer",
+                        "tool_call_id": call_id,
+                        "content": [{"type": "image_url", "image_url": {"url": image_url}}],
+                    }
+                )
             else:
                 # Text result - convert to OpenAI format
-                completion_messages.append({
-                    "role": "function",
-                    "name": "computer",
-                    "tool_call_id": call_id,
-                    "content": str(output)
-                })
-    
+                completion_messages.append(
+                    {
+                        "role": "function",
+                        "name": "computer",
+                        "tool_call_id": call_id,
+                        "content": str(output),
+                    }
+                )
+
     return completion_messages
 
+
 def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]]:
     """Convert liteLLM completion response to responses_items message format."""
     responses_items = []
-    
-    if not response or not hasattr(response, 'choices') or not response.choices:
+
+    if not response or not hasattr(response, "choices") or not response.choices:
         return responses_items
-    
+
     choice = response.choices[0]
     message = choice.message
-    
+
     # Handle text content
-    if hasattr(message, 'content') and message.content:
+    if hasattr(message, "content") and message.content:
         if isinstance(message.content, str):
             responses_items.append(make_output_text_item(message.content))
         elif isinstance(message.content, list):
@@ -667,31 +670,36 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                         tool_input = content_item.get("input", {})
                         action_type = tool_input.get("action")
                         call_id = content_item.get("id")
-                        
+
                         # Action reference:
                         # https://docs.anthropic.com/en/docs/agents-and-tools/tool-use/computer-use-tool#available-actions
-                        
+
                         try:
                             # Basic actions (all versions)
                             if action_type == "screenshot":
                                 responses_items.append(make_screenshot_item(call_id=call_id))
                             elif action_type in ["click", "left_click"]:
                                 coordinate = tool_input.get("coordinate", [0, 0])
-                                responses_items.append(make_click_item(
-                                    x=coordinate[0] if len(coordinate) > 0 else 0,
-                                    y=coordinate[1] if len(coordinate) > 1 else 0,
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_click_item(
+                                        x=coordinate[0] if len(coordinate) > 0 else 0,
+                                        y=coordinate[1] if len(coordinate) > 1 else 0,
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type in ["type", "type_text"]:
-                                responses_items.append(make_type_item(
-                                    text=tool_input.get("text", ""),
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_type_item(text=tool_input.get("text", ""), call_id=call_id)
+                                )
                             elif action_type in ["key", "keypress", "hotkey"]:
-                                responses_items.append(make_keypress_item(
-                                    keys=tool_input.get("text", "").replace("+", "-").split("-"),
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_keypress_item(
+                                        keys=tool_input.get("text", "")
+                                        .replace("+", "-")
+                                        .split("-"),
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type in ["mouse_move", "move_cursor", "move"]:
                                 # Mouse move - create a custom action item
                                 coordinate = tool_input.get("coordinate", [0, 0])
@@ -699,64 +707,88 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                                     make_move_item(
                                         x=coordinate[0] if len(coordinate) > 0 else 0,
                                         y=coordinate[1] if len(coordinate) > 1 else 0,
-                                        call_id=call_id
+                                        call_id=call_id,
                                     )
                                 )
-                            
+
                             # Enhanced actions (computer_20250124) Available in Claude 4 and Claude Sonnet 3.7
                             elif action_type == "scroll":
                                 coordinate = tool_input.get("coordinate", [0, 0])
                                 scroll_amount = tool_input.get("scroll_amount", 3)
-                                scroll_x = scroll_amount if tool_input.get("scroll_direction", "down") == "right" else \
-                                    -scroll_amount if tool_input.get("scroll_direction", "down") == "left" else 0
-                                scroll_y = scroll_amount if tool_input.get("scroll_direction", "down") == "down" else \
-                                    -scroll_amount if tool_input.get("scroll_direction", "down") == "up" else 0
-                                responses_items.append(make_scroll_item(
-                                    x=coordinate[0] if len(coordinate) > 0 else 0,
-                                    y=coordinate[1] if len(coordinate) > 1 else 0,
-                                    scroll_x=scroll_x,
-                                    scroll_y=scroll_y,
-                                    call_id=call_id
-                                ))
+                                scroll_x = (
+                                    scroll_amount
+                                    if tool_input.get("scroll_direction", "down") == "right"
+                                    else (
+                                        -scroll_amount
+                                        if tool_input.get("scroll_direction", "down") == "left"
+                                        else 0
+                                    )
+                                )
+                                scroll_y = (
+                                    scroll_amount
+                                    if tool_input.get("scroll_direction", "down") == "down"
+                                    else (
+                                        -scroll_amount
+                                        if tool_input.get("scroll_direction", "down") == "up"
+                                        else 0
+                                    )
+                                )
+                                responses_items.append(
+                                    make_scroll_item(
+                                        x=coordinate[0] if len(coordinate) > 0 else 0,
+                                        y=coordinate[1] if len(coordinate) > 1 else 0,
+                                        scroll_x=scroll_x,
+                                        scroll_y=scroll_y,
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type in ["left_click_drag", "drag"]:
                                 start_coord = tool_input.get("start_coordinate", [0, 0])
                                 end_coord = tool_input.get("end_coordinate", [0, 0])
-                                responses_items.append(make_drag_item(
-                                    path=[
-                                        {
-                                            "x": start_coord[0] if len(start_coord) > 0 else 0,
-                                            "y": start_coord[1] if len(start_coord) > 1 else 0
-                                        },
-                                        {
-                                            "x": end_coord[0] if len(end_coord) > 0 else 0,
-                                            "y": end_coord[1] if len(end_coord) > 1 else 0
-                                        }
-                                    ],
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_drag_item(
+                                        path=[
+                                            {
+                                                "x": start_coord[0] if len(start_coord) > 0 else 0,
+                                                "y": start_coord[1] if len(start_coord) > 1 else 0,
+                                            },
+                                            {
+                                                "x": end_coord[0] if len(end_coord) > 0 else 0,
+                                                "y": end_coord[1] if len(end_coord) > 1 else 0,
+                                            },
+                                        ],
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type == "right_click":
                                 coordinate = tool_input.get("coordinate", [0, 0])
-                                responses_items.append(make_click_item(
-                                    x=coordinate[0] if len(coordinate) > 0 else 0,
-                                    y=coordinate[1] if len(coordinate) > 1 else 0,
-                                    button="right",
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_click_item(
+                                        x=coordinate[0] if len(coordinate) > 0 else 0,
+                                        y=coordinate[1] if len(coordinate) > 1 else 0,
+                                        button="right",
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type == "middle_click":
                                 coordinate = tool_input.get("coordinate", [0, 0])
-                                responses_items.append(make_click_item(
-                                    x=coordinate[0] if len(coordinate) > 0 else 0,
-                                    y=coordinate[1] if len(coordinate) > 1 else 0,
-                                    button="wheel",
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_click_item(
+                                        x=coordinate[0] if len(coordinate) > 0 else 0,
+                                        y=coordinate[1] if len(coordinate) > 1 else 0,
+                                        button="wheel",
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type == "double_click":
                                 coordinate = tool_input.get("coordinate", [0, 0])
-                                responses_items.append(make_double_click_item(
-                                    x=coordinate[0] if len(coordinate) > 0 else 0,
-                                    y=coordinate[1] if len(coordinate) > 1 else 0,
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_double_click_item(
+                                        x=coordinate[0] if len(coordinate) > 0 else 0,
+                                        y=coordinate[1] if len(coordinate) > 1 else 0,
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type == "triple_click":
                                 # coordinate = tool_input.get("coordinate", [0, 0])
                                 # responses_items.append({
@@ -782,11 +814,13 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                                 #     }
                                 # })
                                 coordinate = tool_input.get("coordinate", [None, None])
-                                responses_items.append(make_left_mouse_down_item(
-                                    x=coordinate[0] if len(coordinate) > 0 else None,
-                                    y=coordinate[1] if len(coordinate) > 1 else None,
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_left_mouse_down_item(
+                                        x=coordinate[0] if len(coordinate) > 0 else None,
+                                        y=coordinate[1] if len(coordinate) > 1 else None,
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type == "left_mouse_up":
                                 # coordinate = tool_input.get("coordinate", [0, 0])
                                 # responses_items.append({
@@ -800,11 +834,13 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                                 #     }
                                 # })
                                 coordinate = tool_input.get("coordinate", [None, None])
-                                responses_items.append(make_left_mouse_up_item(
-                                    x=coordinate[0] if len(coordinate) > 0 else None,
-                                    y=coordinate[1] if len(coordinate) > 1 else None,
-                                    call_id=call_id
-                                ))
+                                responses_items.append(
+                                    make_left_mouse_up_item(
+                                        x=coordinate[0] if len(coordinate) > 0 else None,
+                                        y=coordinate[1] if len(coordinate) > 1 else None,
+                                        call_id=call_id,
+                                    )
+                                )
                             elif action_type == "hold_key":
                                 # responses_items.append({
                                 #     "type": "computer_call",
@@ -816,21 +852,21 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                                 # })
                                 raise NotImplementedError("hold_key")
                             elif action_type == "wait":
-                                responses_items.append(make_wait_item(
-                                    call_id=call_id
-                                ))
+                                responses_items.append(make_wait_item(call_id=call_id))
                             else:
                                 raise ValueError(f"Unknown action type: {action_type}")
                         except Exception as e:
-                            responses_items.extend(make_failed_tool_call_items(
-                                tool_name="computer",
-                                tool_kwargs=tool_input,
-                                error_message=repr(e),
-                                call_id=call_id
-                            ))
-    
+                            responses_items.extend(
+                                make_failed_tool_call_items(
+                                    tool_name="computer",
+                                    tool_kwargs=tool_input,
+                                    error_message=repr(e),
+                                    call_id=call_id,
+                                )
+                            )
+
     # Handle tool calls (alternative format)
-    if hasattr(message, 'tool_calls') and message.tool_calls:
+    if hasattr(message, "tool_calls") and message.tool_calls:
         for tool_call in message.tool_calls:
             if tool_call.function.name == "computer":
                 try:
@@ -852,7 +888,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -861,9 +897,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #         "type": "screenshot"
                             #     }
                             # }
-                            responses_items.append(make_screenshot_item(
-                                call_id=call_id
-                            ))
+                            responses_items.append(make_screenshot_item(call_id=call_id))
                         elif action_type in ["click", "left_click"]:
                             # Input:
                             # {
@@ -877,7 +911,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -889,11 +923,13 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     }
                             # }
                             coordinate = args.get("coordinate", [0, 0])
-                            responses_items.append(make_click_item(
-                                x=coordinate[0] if len(coordinate) > 0 else 0,
-                                y=coordinate[1] if len(coordinate) > 1 else 0,
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_click_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else 0,
+                                    y=coordinate[1] if len(coordinate) > 1 else 0,
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type in ["type", "type_text"]:
                             # Input:
                             # {
@@ -907,7 +943,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -917,10 +953,9 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #         "text": "Hello World"
                             #     }
                             # }
-                            responses_items.append(make_type_item(
-                                text=args.get("text", ""),
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_type_item(text=args.get("text", ""), call_id=call_id)
+                            )
                         elif action_type in ["key", "keypress", "hotkey"]:
                             # Input:
                             # {
@@ -934,7 +969,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -944,10 +979,12 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #         "keys": ["ctrl", "c"]
                             #     }
                             # }
-                            responses_items.append(make_keypress_item(
-                                keys=args.get("text", "").replace("+", "-").split("-"),
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_keypress_item(
+                                    keys=args.get("text", "").replace("+", "-").split("-"),
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type in ["mouse_move", "move_cursor", "move"]:
                             # Input:
                             # {
@@ -961,7 +998,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -973,12 +1010,14 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     }
                             # }
                             coordinate = args.get("coordinate", [0, 0])
-                            responses_items.append(make_move_item(
-                                x=coordinate[0] if len(coordinate) > 0 else 0,
-                                y=coordinate[1] if len(coordinate) > 1 else 0,
-                                call_id=call_id
-                            ))
-                        
+                            responses_items.append(
+                                make_move_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else 0,
+                                    y=coordinate[1] if len(coordinate) > 1 else 0,
+                                    call_id=call_id,
+                                )
+                            )
+
                         # Enhanced actions (computer_20250124) Available in Claude 4 and Claude Sonnet 3.7
                         elif action_type == "scroll":
                             # Input:
@@ -995,7 +1034,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1011,17 +1050,25 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             coordinate = args.get("coordinate", [0, 0])
                             direction = args.get("scroll_direction", "down")
                             amount = args.get("scroll_amount", 3)
-                            scroll_x = amount if direction == "left" else \
-                                    -amount if direction == "right" else 0
-                            scroll_y = amount if direction == "up" else \
-                                    -amount if direction == "down" else 0
-                            responses_items.append(make_scroll_item(
-                                x=coordinate[0] if len(coordinate) > 0 else 0,
-                                y=coordinate[1] if len(coordinate) > 1 else 0,
-                                scroll_x=scroll_x,
-                                scroll_y=scroll_y,
-                                call_id=call_id
-                            ))
+                            scroll_x = (
+                                amount
+                                if direction == "left"
+                                else -amount if direction == "right" else 0
+                            )
+                            scroll_y = (
+                                amount
+                                if direction == "up"
+                                else -amount if direction == "down" else 0
+                            )
+                            responses_items.append(
+                                make_scroll_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else 0,
+                                    y=coordinate[1] if len(coordinate) > 1 else 0,
+                                    scroll_x=scroll_x,
+                                    scroll_y=scroll_y,
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type in ["left_click_drag", "drag"]:
                             # Input:
                             # {
@@ -1036,7 +1083,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1051,19 +1098,21 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             # }
                             start_coord = args.get("start_coordinate", [0, 0])
                             end_coord = args.get("end_coordinate", [0, 0])
-                            responses_items.append(make_drag_item(
-                                path=[
-                                    {
-                                        "x": start_coord[0] if len(start_coord) > 0 else 0,
-                                        "y": start_coord[1] if len(start_coord) > 1 else 0
-                                    },
-                                    {
-                                        "x": end_coord[0] if len(end_coord) > 0 else 0,
-                                        "y": end_coord[1] if len(end_coord) > 1 else 0
-                                    }
-                                ],
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_drag_item(
+                                    path=[
+                                        {
+                                            "x": start_coord[0] if len(start_coord) > 0 else 0,
+                                            "y": start_coord[1] if len(start_coord) > 1 else 0,
+                                        },
+                                        {
+                                            "x": end_coord[0] if len(end_coord) > 0 else 0,
+                                            "y": end_coord[1] if len(end_coord) > 1 else 0,
+                                        },
+                                    ],
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type == "right_click":
                             # Input:
                             # {
@@ -1077,7 +1126,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1090,12 +1139,14 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     }
                             # }
                             coordinate = args.get("coordinate", [0, 0])
-                            responses_items.append(make_click_item(
-                                x=coordinate[0] if len(coordinate) > 0 else 0,
-                                y=coordinate[1] if len(coordinate) > 1 else 0,
-                                button="right",
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_click_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else 0,
+                                    y=coordinate[1] if len(coordinate) > 1 else 0,
+                                    button="right",
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type == "middle_click":
                             # Input:
                             # {
@@ -1109,7 +1160,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1122,12 +1173,14 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     }
                             # }
                             coordinate = args.get("coordinate", [0, 0])
-                            responses_items.append(make_click_item(
-                                x=coordinate[0] if len(coordinate) > 0 else 0,
-                                y=coordinate[1] if len(coordinate) > 1 else 0,
-                                button="wheel",
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_click_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else 0,
+                                    y=coordinate[1] if len(coordinate) > 1 else 0,
+                                    button="wheel",
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type == "double_click":
                             # Input:
                             # {
@@ -1141,7 +1194,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1153,11 +1206,13 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     }
                             # }
                             coordinate = args.get("coordinate", [0, 0])
-                            responses_items.append(make_double_click_item(
-                                x=coordinate[0] if len(coordinate) > 0 else 0,
-                                y=coordinate[1] if len(coordinate) > 1 else 0,
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_double_click_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else 0,
+                                    y=coordinate[1] if len(coordinate) > 1 else 0,
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type == "triple_click":
                             # Input:
                             # {
@@ -1171,7 +1226,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1196,7 +1251,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1209,11 +1264,13 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     }
                             # }
                             coordinate = args.get("coordinate", [None, None])
-                            responses_items.append(make_left_mouse_down_item(
-                                x=coordinate[0] if len(coordinate) > 0 else None,
-                                y=coordinate[1] if len(coordinate) > 1 else None,
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_left_mouse_down_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else None,
+                                    y=coordinate[1] if len(coordinate) > 1 else None,
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type == "left_mouse_up":
                             # Input:
                             # {
@@ -1227,7 +1284,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1240,11 +1297,13 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     }
                             # }
                             coordinate = args.get("coordinate", [None, None])
-                            responses_items.append(make_left_mouse_up_item(
-                                x=coordinate[0] if len(coordinate) > 0 else None,
-                                y=coordinate[1] if len(coordinate) > 1 else None,
-                                call_id=call_id
-                            ))
+                            responses_items.append(
+                                make_left_mouse_up_item(
+                                    x=coordinate[0] if len(coordinate) > 0 else None,
+                                    y=coordinate[1] if len(coordinate) > 1 else None,
+                                    call_id=call_id,
+                                )
+                            )
                         elif action_type == "hold_key":
                             # Input:
                             # {
@@ -1258,7 +1317,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1281,7 +1340,7 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #     "id": "call_1",
                             #     "type": "function"
                             # }
-                            
+
                             # Output:
                             # {
                             #     "type": "computer_call",
@@ -1290,74 +1349,77 @@ def _convert_completion_to_responses_items(response: Any) -> List[Dict[str, Any]
                             #         "type": "wait"
                             #     }
                             # }
-                            responses_items.append(make_wait_item(
-                                call_id=call_id
-                            ))
+                            responses_items.append(make_wait_item(call_id=call_id))
                     except Exception as e:
-                        responses_items.extend(make_failed_tool_call_items(
-                            tool_name="computer",
-                            tool_kwargs=args,
-                            error_message=repr(e),
-                            call_id=call_id
-                        ))
+                        responses_items.extend(
+                            make_failed_tool_call_items(
+                                tool_name="computer",
+                                tool_kwargs=args,
+                                error_message=repr(e),
+                                call_id=call_id,
+                            )
+                        )
                 except json.JSONDecodeError:
                     print("Failed to decode tool call arguments")
                     # Skip malformed tool calls
                     continue
-    
+
     return responses_items
 
+
 def _add_cache_control(completion_messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
     """Add cache control to completion messages"""
     num_writes = 0
     for message in completion_messages:
-        message["cache_control"] = { "type": "ephemeral" }
+        message["cache_control"] = {"type": "ephemeral"}
         num_writes += 1
         # Cache control has a maximum of 4 blocks
         if num_writes >= 4:
             break
-    
+
     return completion_messages
 
+
 def _combine_completion_messages(completion_messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
     """Combine completion messages with the same role"""
     if not completion_messages:
         return completion_messages
-    
+
     combined_messages = []
-    
+
     for message in completion_messages:
         # If this is the first message or role is different from last, add as new message
         if not combined_messages or combined_messages[-1]["role"] != message["role"]:
             # Ensure content is a list format and normalize text content
             new_message = message.copy()
             new_message["content"] = _normalize_content(message.get("content", ""))
-            
+
             # Copy tool_calls if present
             if "tool_calls" in message:
                 new_message["tool_calls"] = message["tool_calls"].copy()
-            
+
             combined_messages.append(new_message)
         else:
             # Same role as previous message, combine them
             last_message = combined_messages[-1]
-            
+
             # Combine content
             current_content = _normalize_content(message.get("content", ""))
             last_message["content"].extend(current_content)
-            
+
             # Combine tool_calls if present
             if "tool_calls" in message:
                 if "tool_calls" not in last_message:
                     last_message["tool_calls"] = []
                 last_message["tool_calls"].extend(message["tool_calls"])
-    
+
     # Post-process to merge consecutive text blocks
     for message in combined_messages:
         message["content"] = _merge_consecutive_text(message["content"])
-    
+
     return combined_messages
 
+
 def _normalize_content(content) -> List[Dict[str, Any]]:
     """Normalize content to list format"""
     if isinstance(content, str):
@@ -1370,28 +1432,28 @@ def _normalize_content(content) -> List[Dict[str, Any]]:
     else:
         return []
 
+
 def _merge_consecutive_text(content_list: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
     """Merge consecutive text blocks with newlines"""
     if not content_list:
         return content_list
-    
+
     merged = []
-    
+
     for item in content_list:
-        if (item.get("type") == "text" and 
-            merged and 
-            merged[-1].get("type") == "text"):
+        if item.get("type") == "text" and merged and merged[-1].get("type") == "text":
             # Merge with previous text block
             merged[-1]["text"] += "\n" + item["text"]
         else:
             merged.append(item.copy())
-    
+
     return merged
 
+
 @register_agent(models=r".*claude-.*")
 class AnthropicHostedToolsConfig(AsyncAgentConfig):
     """Anthropic hosted tools agent configuration implementing AsyncAgentConfig protocol."""
-    
+
     async def predict_step(
         self,
         messages: Messages,
@@ -1405,21 +1467,21 @@ class AnthropicHostedToolsConfig(AsyncAgentConfig):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """
         Anthropic hosted tools agent loop using liteLLM acompletion.
-        
+
         Supports Anthropic's computer use models with hosted tools.
         """
         tools = tools or []
-        
+
         # Get tool configuration for this model
         tool_config = _get_tool_config_for_model(model)
-        
+
         # Prepare tools for Anthropic API
         anthropic_tools = await _prepare_tools_for_anthropic(tools, model)
-        
+
         # Convert responses_items messages to completion format
         completion_messages = _convert_responses_items_to_completion_messages(messages)
         if use_prompt_caching:
@@ -1427,7 +1489,7 @@ class AnthropicHostedToolsConfig(AsyncAgentConfig):
             completion_messages = _combine_completion_messages(completion_messages)
             # Then add cache control, anthropic requires explicit "cache_control" dicts
             completion_messages = _add_cache_control(completion_messages)
-        
+
         # Prepare API call kwargs
         api_kwargs = {
             "model": model,
@@ -1435,80 +1497,74 @@ class AnthropicHostedToolsConfig(AsyncAgentConfig):
             "tools": anthropic_tools if anthropic_tools else None,
             "stream": stream,
             "num_retries": max_retries,
-            **kwargs
+            **kwargs,
         }
-        
+
         # Add beta header for computer use
         if anthropic_tools:
-            api_kwargs["headers"] = {
-                "anthropic-beta": tool_config["beta_flag"]
-            }
-        
+            api_kwargs["headers"] = {"anthropic-beta": tool_config["beta_flag"]}
+
         # Call API start hook
         if _on_api_start:
             await _on_api_start(api_kwargs)
-        
+
         # Use liteLLM acompletion
         response = await litellm.acompletion(**api_kwargs)
-        
+
         # Call API end hook
         if _on_api_end:
             await _on_api_end(api_kwargs, response)
-        
+
         # Convert response to responses_items format
         responses_items = _convert_completion_to_responses_items(response)
 
         # Extract usage information
-        responses_usage = { 
-            **LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(response.usage).model_dump(),
+        responses_usage = {
+            **LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
+                response.usage
+            ).model_dump(),
             "response_cost": response._hidden_params.get("response_cost", 0.0),
         }
         if _on_usage:
             await _on_usage(responses_usage)
 
         # Return in AsyncAgentConfig format
-        return {
-            "output": responses_items,
-            "usage": responses_usage
-        }
-    
+        return {"output": responses_items, "usage": responses_usage}
+
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str,
-        **kwargs
+        self, model: str, image_b64: str, instruction: str, **kwargs
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates based on image and instruction.
-        
+
         Uses Anthropic's computer use models with a custom prompt that instructs
         the agent to only output clicks.
-        
+
         Args:
             model: Model name to use
             image_b64: Base64 encoded image
             instruction: Instruction for where to click
-            
+
         Returns:
             Tuple of (x, y) coordinates or None if prediction fails
         """
         # Get image dimensions from base64 data
         try:
             import base64
-            from PIL import Image
             from io import BytesIO
-            
+
+            from PIL import Image
+
             image_data = base64.b64decode(image_b64)
             image = Image.open(BytesIO(image_data))
             display_width, display_height = image.size
         except Exception:
             # Fallback to default dimensions if image parsing fails
             display_width, display_height = 1024, 768
-        
+
         # Get tool configuration for this model
         tool_config = _get_tool_config_for_model(model)
-        
+
         # Prepare computer tool for Anthropic format
         computer_tool = {
             "type": tool_config["tool_version"],
@@ -1521,7 +1577,7 @@ class AnthropicHostedToolsConfig(AsyncAgentConfig):
                 },
             },
         }
-        
+
         # Construct messages in OpenAI chat completion format for liteLLM
         messages = [
             {
@@ -1540,18 +1596,16 @@ class AnthropicHostedToolsConfig(AsyncAgentConfig):
 7. Be decisive and action-oriented. Complete the requested task fully.
 
 Remember: You are expected to complete tasks autonomously. The user trusts you to do what they asked.
-Task: Click {instruction}. Output ONLY a click action on the target element."""
+Task: Click {instruction}. Output ONLY a click action on the target element.""",
                     },
                     {
                         "type": "image_url",
-                        "image_url": {
-                            "url": f"data:image/png;base64,{image_b64}"
-                        }
-                    }
-                ]
+                        "image_url": {"url": f"data:image/png;base64,{image_b64}"},
+                    },
+                ],
             }
         ]
-        
+
         # Prepare API call kwargs
         api_kwargs = {
             "model": model,
@@ -1559,31 +1613,31 @@ Task: Click {instruction}. Output ONLY a click action on the target element."""
             "tools": [computer_tool],
             "stream": False,
             "max_tokens": 100,  # Keep response short for click prediction
-            "headers": {
-                "anthropic-beta": tool_config["beta_flag"]
-            }
+            "headers": {"anthropic-beta": tool_config["beta_flag"]},
         }
-    
+
         # Use liteLLM acompletion
         response = await litellm.acompletion(**api_kwargs)
-        
+
         # Convert response to responses_items format to extract click coordinates
         responses_items = _convert_completion_to_responses_items(response)
-        
+
         # Look for computer_call with click action
         for item in responses_items:
-            if (isinstance(item, dict) and 
-                item.get("type") == "computer_call" and
-                isinstance(item.get("action"), dict)):
-                
+            if (
+                isinstance(item, dict)
+                and item.get("type") == "computer_call"
+                and isinstance(item.get("action"), dict)
+            ):
+
                 action = item["action"]
                 if action.get("x") and action.get("y"):
                     x = action.get("x")
                     y = action.get("y")
                     return (int(x), int(y))
-        
+
         return None
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """Return the capabilities supported by this agent."""
         return ["click", "step"]
diff --git a/libs/python/agent/agent/loops/base.py b/libs/python/agent/agent/loops/base.py
index 887605b1..b764fb6f 100644
--- a/libs/python/agent/agent/loops/base.py
+++ b/libs/python/agent/agent/loops/base.py
@@ -2,13 +2,15 @@
 Base protocol for async agent configurations
 """
 
-from typing import Protocol, List, Dict, Any, Optional, Tuple, Union
 from abc import abstractmethod
+from typing import Any, Dict, List, Optional, Protocol, Tuple, Union
+
 from ..types import AgentCapability
 
+
 class AsyncAgentConfig(Protocol):
     """Protocol defining the interface for async agent configurations."""
-    
+
     @abstractmethod
     async def predict_step(
         self,
@@ -22,11 +24,11 @@ class AsyncAgentConfig(Protocol):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """
         Predict the next step based on input items.
-        
+
         Args:
             messages: Input items following Responses format (message, function_call, computer_call)
             model: Model name to use
@@ -39,37 +41,34 @@ class AsyncAgentConfig(Protocol):
             _on_usage: Callback for usage tracking
             _on_screenshot: Callback for screenshot events
             **kwargs: Additional arguments
-            
+
         Returns:
             Dictionary with "output" (output items) and "usage" array
         """
         ...
-    
+
     @abstractmethod
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str
+        self, model: str, image_b64: str, instruction: str
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates based on image and instruction.
-        
+
         Args:
             model: Model name to use
             image_b64: Base64 encoded image
             instruction: Instruction for where to click
-            
+
         Returns:
             None or tuple with (x, y) coordinates
         """
         ...
-    
+
     @abstractmethod
     def get_capabilities(self) -> List[AgentCapability]:
         """
         Get list of capabilities supported by this agent config.
-        
+
         Returns:
             List of capability strings (e.g., ["step", "click"])
         """
diff --git a/libs/python/agent/agent/loops/composed_grounded.py b/libs/python/agent/agent/loops/composed_grounded.py
index 8d8a1501..5e187e83 100644
--- a/libs/python/agent/agent/loops/composed_grounded.py
+++ b/libs/python/agent/agent/loops/composed_grounded.py
@@ -3,122 +3,117 @@ Composed-grounded agent loop implementation that combines grounding and thinking
 Uses a two-stage approach: grounding model for element detection, thinking model for reasoning.
 """
 
-import uuid
 import asyncio
-import json
 import base64
-from typing import Dict, List, Any, Optional, Tuple
+import json
+import uuid
 from io import BytesIO
-from PIL import Image
-import litellm
+from typing import Any, Dict, List, Optional, Tuple
 
+import litellm
+from PIL import Image
+
+from ..agent import find_agent_config
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
 from ..loops.base import AsyncAgentConfig
 from ..responses import (
-    convert_computer_calls_xy2desc,
-    convert_responses_items_to_completion_messages,
     convert_completion_messages_to_responses_items,
     convert_computer_calls_desc2xy,
-    get_all_element_descriptions
+    convert_computer_calls_xy2desc,
+    convert_responses_items_to_completion_messages,
+    get_all_element_descriptions,
 )
-from ..agent import find_agent_config
+from ..types import AgentCapability, AgentResponse, Messages, Tools
 
 GROUNDED_COMPUTER_TOOL_SCHEMA = {
-  "type": "function",
-  "function": {
-    "name": "computer",
-    "description": "Control a computer by taking screenshots and interacting with UI elements. This tool uses element descriptions to locate and interact with UI elements on the screen (e.g., 'red submit button', 'search text field', 'hamburger menu icon', 'close button in top right corner').",
-    "parameters": {
-        "type": "object",
-        "properties": {
-        "action": {
-            "type": "string",
-            "enum": [
-            "screenshot",
-            "click",
-            "double_click",
-            "drag",
-            "type",
-            "keypress",
-            "scroll",
-            "move",
-            "wait",
-            "get_current_url",
-            "get_dimensions",
-            "get_environment"
-            ],
-            "description": "The action to perform (required for all actions)"
-        },
-        "element_description": {
-            "type": "string",
-            "description": "Description of the element to interact with (required for click, double_click, move, scroll actions)"
-        },
-        "start_element_description": {
-            "type": "string",
-            "description": "Description of the element to start dragging from (required for drag action)"
-        },
-        "end_element_description": {
-            "type": "string",
-            "description": "Description of the element to drag to (required for drag action)"
-        },
-        "text": {
-            "type": "string",
-            "description": "The text to type (required for type action)"
-        },
-        "keys": {
-            "type": "array",
-            "items": {
-                "type": "string"
+    "type": "function",
+    "function": {
+        "name": "computer",
+        "description": "Control a computer by taking screenshots and interacting with UI elements. This tool uses element descriptions to locate and interact with UI elements on the screen (e.g., 'red submit button', 'search text field', 'hamburger menu icon', 'close button in top right corner').",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "action": {
+                    "type": "string",
+                    "enum": [
+                        "screenshot",
+                        "click",
+                        "double_click",
+                        "drag",
+                        "type",
+                        "keypress",
+                        "scroll",
+                        "move",
+                        "wait",
+                        "get_current_url",
+                        "get_dimensions",
+                        "get_environment",
+                    ],
+                    "description": "The action to perform (required for all actions)",
+                },
+                "element_description": {
+                    "type": "string",
+                    "description": "Description of the element to interact with (required for click, double_click, move, scroll actions)",
+                },
+                "start_element_description": {
+                    "type": "string",
+                    "description": "Description of the element to start dragging from (required for drag action)",
+                },
+                "end_element_description": {
+                    "type": "string",
+                    "description": "Description of the element to drag to (required for drag action)",
+                },
+                "text": {
+                    "type": "string",
+                    "description": "The text to type (required for type action)",
+                },
+                "keys": {
+                    "type": "array",
+                    "items": {"type": "string"},
+                    "description": "Key(s) to press (required for keypress action)",
+                },
+                "button": {
+                    "type": "string",
+                    "enum": ["left", "right", "wheel", "back", "forward"],
+                    "description": "The mouse button to use for click action (required for click and double_click action)",
+                },
+                "scroll_x": {
+                    "type": "integer",
+                    "description": "Horizontal scroll amount for scroll action (required for scroll action)",
+                },
+                "scroll_y": {
+                    "type": "integer",
+                    "description": "Vertical scroll amount for scroll action (required for scroll action)",
+                },
             },
-            "description": "Key(s) to press (required for keypress action)"
+            "required": ["action"],
         },
-        "button": {
-            "type": "string",
-            "enum": [
-                "left",
-                "right",
-                "wheel",
-                "back",
-                "forward"
-            ],
-            "description": "The mouse button to use for click action (required for click and double_click action)",
-        },
-        "scroll_x": {
-            "type": "integer",
-            "description": "Horizontal scroll amount for scroll action (required for scroll action)",
-        },
-        "scroll_y": {
-            "type": "integer",
-            "description": "Vertical scroll amount for scroll action (required for scroll action)",
-        },
-        },
-        "required": [
-            "action"
-        ]
-    }
-  }
+    },
 }
 
+
 def _prepare_tools_for_grounded(tool_schemas: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
     """Prepare tools for grounded API format"""
     grounded_tools = []
-    
+
     for schema in tool_schemas:
         if schema["type"] == "computer":
             grounded_tools.append(GROUNDED_COMPUTER_TOOL_SCHEMA)
         else:
             grounded_tools.append(schema)
-    
+
     return grounded_tools
 
+
 def get_last_computer_call_image(messages: List[Dict[str, Any]]) -> Optional[str]:
     """Get the last computer call output image from messages."""
     for message in reversed(messages):
-        if (isinstance(message, dict) and 
-            message.get("type") == "computer_call_output" and
-            isinstance(message.get("output"), dict) and
-            message["output"].get("type") == "input_image"):
+        if (
+            isinstance(message, dict)
+            and message.get("type") == "computer_call_output"
+            and isinstance(message.get("output"), dict)
+            and message["output"].get("type") == "input_image"
+        ):
             image_url = message["output"].get("image_url", "")
             if image_url.startswith("data:image/png;base64,"):
                 return image_url.split(",", 1)[1]
@@ -129,14 +124,14 @@ def get_last_computer_call_image(messages: List[Dict[str, Any]]) -> Optional[str
 class ComposedGroundedConfig(AsyncAgentConfig):
     """
     Composed-grounded agent configuration that uses both grounding and thinking models.
-    
+
     The model parameter should be in format: "grounding_model+thinking_model"
     e.g., "huggingface-local/HelloKKMe/GTA1-7B+gemini/gemini-1.5-pro"
     """
-    
+
     def __init__(self):
         self.desc2xy: Dict[str, Tuple[float, float]] = {}
-    
+
     async def predict_step(
         self,
         messages: List[Dict[str, Any]],
@@ -150,11 +145,11 @@ class ComposedGroundedConfig(AsyncAgentConfig):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """
         Composed-grounded predict step implementation.
-        
+
         Process:
         0. Store last computer call image, if none then take a screenshot
         1. Convert computer calls from xy to descriptions
@@ -167,18 +162,20 @@ class ComposedGroundedConfig(AsyncAgentConfig):
         """
         # Parse the composed model
         if "+" not in model:
-            raise ValueError(f"Composed model must be in format 'grounding_model+thinking_model', got: {model}")
+            raise ValueError(
+                f"Composed model must be in format 'grounding_model+thinking_model', got: {model}"
+            )
         grounding_model, thinking_model = model.split("+", 1)
-        
+
         pre_output_items = []
-        
+
         # Step 0: Store last computer call image, if none then take a screenshot
         last_image_b64 = get_last_computer_call_image(messages)
         if last_image_b64 is None:
             # Take a screenshot
-            screenshot_b64 = await computer_handler.screenshot() # type: ignore
+            screenshot_b64 = await computer_handler.screenshot()  # type: ignore
             if screenshot_b64:
-                
+
                 call_id = uuid.uuid4().hex
                 pre_output_items += [
                     {
@@ -187,45 +184,42 @@ class ComposedGroundedConfig(AsyncAgentConfig):
                         "content": [
                             {
                                 "type": "output_text",
-                                "text": "Taking a screenshot to see the current computer screen."
+                                "text": "Taking a screenshot to see the current computer screen.",
                             }
-                        ]
+                        ],
                     },
                     {
-                        "action": {
-                            "type": "screenshot"
-                        },
+                        "action": {"type": "screenshot"},
                         "call_id": call_id,
                         "status": "completed",
-                        "type": "computer_call"
+                        "type": "computer_call",
                     },
                     {
                         "type": "computer_call_output",
                         "call_id": call_id,
                         "output": {
                             "type": "input_image",
-                            "image_url": f"data:image/png;base64,{screenshot_b64}"
-                        }
+                            "image_url": f"data:image/png;base64,{screenshot_b64}",
+                        },
                     },
                 ]
                 last_image_b64 = screenshot_b64
-                
+
                 # Call screenshot callback if provided
                 if _on_screenshot:
                     await _on_screenshot(screenshot_b64)
-        
-        tool_schemas = _prepare_tools_for_grounded(tools) # type: ignore
+
+        tool_schemas = _prepare_tools_for_grounded(tools)  # type: ignore
 
         # Step 1: Convert computer calls from xy to descriptions
         input_messages = messages + pre_output_items
         messages_with_descriptions = convert_computer_calls_xy2desc(input_messages, self.desc2xy)
-        
+
         # Step 2: Convert responses items to completion messages
         completion_messages = convert_responses_items_to_completion_messages(
-            messages_with_descriptions, 
-            allow_images_in_tool_results=False
+            messages_with_descriptions, allow_images_in_tool_results=False
         )
-        
+
         # Step 3: Call thinking model with litellm.acompletion
         api_kwargs = {
             "model": thinking_model,
@@ -233,98 +227,90 @@ class ComposedGroundedConfig(AsyncAgentConfig):
             "tools": tool_schemas,
             "max_retries": max_retries,
             "stream": stream,
-            **kwargs
+            **kwargs,
         }
 
         if use_prompt_caching:
             api_kwargs["use_prompt_caching"] = use_prompt_caching
-        
+
         # Call API start hook
         if _on_api_start:
             await _on_api_start(api_kwargs)
-        
+
         # Make the completion call
         response = await litellm.acompletion(**api_kwargs)
-        
+
         # Call API end hook
         if _on_api_end:
             await _on_api_end(api_kwargs, response)
-        
+
         # Extract usage information
         usage = {
-            **response.usage.model_dump(), # type: ignore
+            **response.usage.model_dump(),  # type: ignore
             "response_cost": response._hidden_params.get("response_cost", 0.0),
         }
         if _on_usage:
             await _on_usage(usage)
-        
+
         # Step 4: Convert completion messages back to responses items format
-        response_dict = response.model_dump() # type: ignore
+        response_dict = response.model_dump()  # type: ignore
         choice_messages = [choice["message"] for choice in response_dict["choices"]]
         thinking_output_items = []
-        
+
         for choice_message in choice_messages:
-            thinking_output_items.extend(convert_completion_messages_to_responses_items([choice_message]))
-        
+            thinking_output_items.extend(
+                convert_completion_messages_to_responses_items([choice_message])
+            )
+
         # Step 5: Get all element descriptions and populate desc2xy mapping
         element_descriptions = get_all_element_descriptions(thinking_output_items)
-        
+
         if element_descriptions and last_image_b64:
             # Use grounding model to predict coordinates for each description
             grounding_agent_conf = find_agent_config(grounding_model)
             if grounding_agent_conf:
                 grounding_agent = grounding_agent_conf.agent_class()
-                
+
                 for desc in element_descriptions:
-                    for _ in range(3): # try 3 times
+                    for _ in range(3):  # try 3 times
                         coords = await grounding_agent.predict_click(
-                            model=grounding_model,
-                            image_b64=last_image_b64,
-                            instruction=desc
+                            model=grounding_model, image_b64=last_image_b64, instruction=desc
                         )
                         if coords:
                             self.desc2xy[desc] = coords
                             break
-        
+
         # Step 6: Convert computer calls from descriptions back to xy coordinates
         final_output_items = convert_computer_calls_desc2xy(thinking_output_items, self.desc2xy)
-        
+
         # Step 7: Return output and usage
-        return {
-            "output": pre_output_items + final_output_items,
-            "usage": usage
-        }
-    
+        return {"output": pre_output_items + final_output_items, "usage": usage}
+
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str,
-        **kwargs
+        self, model: str, image_b64: str, instruction: str, **kwargs
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates using the grounding model.
-        
+
         For composed models, uses only the grounding model part for click prediction.
         """
         # Parse the composed model to get grounding model
         if "+" not in model:
-            raise ValueError(f"Composed model must be in format 'grounding_model+thinking_model', got: {model}")
+            raise ValueError(
+                f"Composed model must be in format 'grounding_model+thinking_model', got: {model}"
+            )
         grounding_model, thinking_model = model.split("+", 1)
-        
+
         # Find and use the grounding agent
         grounding_agent_conf = find_agent_config(grounding_model)
         if grounding_agent_conf:
             grounding_agent = grounding_agent_conf.agent_class()
             return await grounding_agent.predict_click(
-                model=grounding_model,
-                image_b64=image_b64,
-                instruction=instruction,
-                **kwargs
+                model=grounding_model, image_b64=image_b64, instruction=instruction, **kwargs
             )
-        
+
         return None
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """Return the capabilities supported by this agent."""
         return ["click", "step"]
diff --git a/libs/python/agent/agent/loops/gemini.py b/libs/python/agent/agent/loops/gemini.py
index 5ac4db51..3760876b 100644
--- a/libs/python/agent/agent/loops/gemini.py
+++ b/libs/python/agent/agent/loops/gemini.py
@@ -29,6 +29,7 @@ def _lazy_import_genai():
     try:
         from google import genai  # type: ignore
         from google.genai import types  # type: ignore
+
         return genai, types
     except Exception as e:  # pragma: no cover
         raise RuntimeError(
@@ -134,7 +135,13 @@ def _map_gemini_fc_to_computer_call(
             dx = magnitude
         elif direction == "left":
             dx = -magnitude
-        action = {"type": "scroll", "scroll_x": dx, "scroll_y": dy, "x": int(screen_w / 2), "y": int(screen_h / 2)}
+        action = {
+            "type": "scroll",
+            "scroll_x": dx,
+            "scroll_y": dy,
+            "x": int(screen_w / 2),
+            "y": int(screen_h / 2),
+        }
     elif name == "scroll_at":
         x = _denormalize(int(args.get("x", 500)), screen_w)
         y = _denormalize(int(args.get("y", 500)), screen_h)
@@ -155,7 +162,14 @@ def _map_gemini_fc_to_computer_call(
         y = _denormalize(int(args.get("y", 0)), screen_h)
         dx = _denormalize(int(args.get("destination_x", x)), screen_w)
         dy = _denormalize(int(args.get("destination_y", y)), screen_h)
-        action = {"type": "drag", "start_x": x, "start_y": y, "end_x": dx, "end_y": dy, "button": "left"}
+        action = {
+            "type": "drag",
+            "start_x": x,
+            "start_y": y,
+            "end_x": dx,
+            "end_y": dy,
+            "button": "left",
+        }
     elif name == "wait_5_seconds":
         action = {"type": "wait"}
     else:
@@ -242,20 +256,25 @@ class GeminiComputerUseConfig(AsyncAgentConfig):
         }
 
         if _on_api_start:
-            await _on_api_start({
-                "model": api_kwargs["model"],
-                # "contents": api_kwargs["contents"], # Disabled for now
-                "config": api_kwargs["config"],
-            })
+            await _on_api_start(
+                {
+                    "model": api_kwargs["model"],
+                    # "contents": api_kwargs["contents"], # Disabled for now
+                    "config": api_kwargs["config"],
+                }
+            )
 
         response = client.models.generate_content(**api_kwargs)
 
         if _on_api_end:
-            await _on_api_end({
-                "model": api_kwargs["model"],
-                # "contents": api_kwargs["contents"], # Disabled for now
-                "config": api_kwargs["config"],
-            }, response)
+            await _on_api_end(
+                {
+                    "model": api_kwargs["model"],
+                    # "contents": api_kwargs["contents"], # Disabled for now
+                    "config": api_kwargs["config"],
+                },
+                response,
+            )
 
         # Usage (Gemini SDK may not always provide token usage; populate when available)
         usage: Dict[str, Any] = {}
diff --git a/libs/python/agent/agent/loops/glm45v.py b/libs/python/agent/agent/loops/glm45v.py
index 516a9cb1..27befbf1 100644
--- a/libs/python/agent/agent/loops/glm45v.py
+++ b/libs/python/agent/agent/loops/glm45v.py
@@ -4,33 +4,36 @@ Supports vision-language models for computer control with bounding box parsing.
 """
 
 import asyncio
-import json
 import base64
+import json
 import re
-from typing import Dict, List, Any, Optional, Tuple
 from io import BytesIO
-from PIL import Image
+from typing import Any, Dict, List, Optional, Tuple
+
 import litellm
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
 from litellm.types.utils import ModelResponse
-from litellm.responses.litellm_completion_transformation.transformation import LiteLLMCompletionResponsesConfig
+from PIL import Image
 
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
 from ..loops.base import AsyncAgentConfig
 from ..responses import (
-    convert_responses_items_to_completion_messages,
     convert_completion_messages_to_responses_items,
-    make_reasoning_item,
-    make_output_text_item,
+    convert_responses_items_to_completion_messages,
     make_click_item,
     make_double_click_item,
     make_drag_item,
+    make_input_image_item,
     make_keypress_item,
+    make_output_text_item,
+    make_reasoning_item,
     make_scroll_item,
     make_type_item,
     make_wait_item,
-    make_input_image_item
 )
+from ..types import AgentCapability, AgentResponse, Messages, Tools
 
 # GLM-4.5V specific constants
 GLM_ACTION_SPACE = """
@@ -251,16 +254,18 @@ Call rule: `FAIL()`
     }
 }"""
 
+
 def encode_image_to_base64(image_path: str) -> str:
     """Encode image file to base64 string with data URI."""
     with open(image_path, "rb") as image_file:
         encoded_string = base64.b64encode(image_file.read()).decode("utf-8")
         return f"data:image/png;base64,{encoded_string}"
 
+
 def parse_glm_response(response: str) -> Dict[str, Any]:
     """
     Parse GLM-4.5V response to extract action and memory.
-    
+
     The special tokens <|begin_of_box|> and <|end_of_box|> mark bounding boxes.
     Coordinates are normalized values between 0 and 1000.
     """
@@ -274,26 +279,23 @@ def parse_glm_response(response: str) -> Dict[str, Any]:
         action_pattern = r"[\w_]+\([^)]*\)"
         matches = re.findall(action_pattern, response)
         action = matches[0] if matches else None
-    
+
     # Extract memory section
     memory_pattern = r"Memory:(.*?)$"
     memory_match = re.search(memory_pattern, response, re.DOTALL)
     memory = memory_match.group(1).strip() if memory_match else "[]"
-    
+
     # Extract action text (everything before Memory:)
-    action_text_pattern = r'^(.*?)Memory:'
+    action_text_pattern = r"^(.*?)Memory:"
     action_text_match = re.search(action_text_pattern, response, re.DOTALL)
     action_text = action_text_match.group(1).strip() if action_text_match else response
-    
+
     # Clean up action text by removing special tokens
     if action_text:
         action_text = action_text.replace("<|begin_of_box|>", "").replace("<|end_of_box|>", "")
-    
-    return {
-        "action": action,
-        "action_text": action_text,
-        "memory": memory
-    }
+
+    return {"action": action, "action_text": action_text, "memory": memory}
+
 
 def get_last_image_from_messages(messages: Messages) -> Optional[str]:
     """Extract the last image from messages for processing."""
@@ -314,23 +316,28 @@ def get_last_image_from_messages(messages: Messages) -> Optional[str]:
                             image_url_obj = item.get("image_url", {})
                             if isinstance(image_url_obj, dict):
                                 image_url = image_url_obj.get("url", "")
-                                if isinstance(image_url, str) and image_url.startswith("data:image/"):
+                                if isinstance(image_url, str) and image_url.startswith(
+                                    "data:image/"
+                                ):
                                     return image_url.split(",", 1)[1]
     return None
 
-def convert_responses_items_to_glm45v_pc_prompt(messages: Messages, task: str, memory: str = "") -> List[Dict[str, Any]]:
+
+def convert_responses_items_to_glm45v_pc_prompt(
+    messages: Messages, task: str, memory: str = ""
+) -> List[Dict[str, Any]]:
     """Convert responses items to GLM-4.5V PC prompt format with historical actions.
-    
+
     Args:
         messages: List of message items from the conversation
         task: The task description
         memory: Current memory state
-        
+
     Returns:
         List of content items for the prompt (text and image_url items)
     """
     action_space = GLM_ACTION_SPACE
-    
+
     # Template head
     head_text = f"""You are a GUI Agent, and your primary task is to respond accurately to user requests or questions. In addition to directly answering the user's queries, you can also use tools or perform GUI operations directly until you fulfill the user's request or provide a correct answer. You should carefully read and understand the images and questions provided by the user, and engage in thinking and reflection when appropriate. The coordinates involved are all represented in thousandths (0-999).
 
@@ -345,7 +352,7 @@ Ubuntu
 
 # Historical Actions and Current Memory
 History:"""
-    
+
     # Template tail
     tail_text = f"""
 Memory:
@@ -363,18 +370,18 @@ Memory:
 
 Current Screenshot:
 """
-    
+
     # Build history from messages
     history = []
     history_images = []
-    
+
     # Group messages into steps
     current_step = []
     step_num = 0
-    
+
     for message in messages:
         msg_type = message.get("type")
-        
+
         if msg_type == "reasoning":
             current_step.append(message)
         elif msg_type == "message" and message.get("role") == "assistant":
@@ -386,7 +393,7 @@ Current Screenshot:
             # End of step - process it
             if current_step:
                 step_num += 1
-                
+
                 # Extract bot thought from message content
                 bot_thought = ""
                 for item in current_step:
@@ -397,14 +404,14 @@ Current Screenshot:
                                 bot_thought = content_item.get("text", "")
                                 break
                         break
-                
+
                 # Extract action from computer_call
                 action_text = ""
                 for item in current_step:
                     if item.get("type") == "computer_call":
                         action = item.get("action", {})
                         action_type = action.get("type", "")
-                        
+
                         if action_type == "click":
                             x, y = action.get("x", 0), action.get("y", 0)
                             # Convert to 0-999 range (assuming screen dimensions)
@@ -436,7 +443,7 @@ Current Screenshot:
                         elif action_type == "wait":
                             action_text = "WAIT()"
                         break
-                
+
                 # Extract screenshot from computer_call_output
                 screenshot_url = None
                 for item in current_step:
@@ -445,34 +452,34 @@ Current Screenshot:
                         if output.get("type") == "input_image":
                             screenshot_url = output.get("image_url", "")
                             break
-                
+
                 # Store step info
                 step_info = {
                     "step_num": step_num,
                     "bot_thought": bot_thought,
                     "action_text": action_text,
-                    "screenshot_url": screenshot_url
+                    "screenshot_url": screenshot_url,
                 }
                 history.append(step_info)
-                
+
                 # Store screenshot for last 4 steps
                 if screenshot_url:
                     history_images.append(screenshot_url)
-                
+
                 current_step = []
-    
+
     # Build content array with head, history, and tail
     content = []
     current_text = head_text
-    
+
     total_history_steps = len(history)
     history_image_count = min(4, len(history_images))  # Last 4 images
-    
+
     for step_idx, step_info in enumerate(history):
         step_num = step_info["step_num"]
         bot_thought = step_info["bot_thought"]
         action_text = step_info["action_text"]
-        
+
         if step_idx < total_history_steps - history_image_count:
             # For steps beyond the last 4, use text placeholder
             current_text += f"\nstep {step_num}: Screenshot:(Omitted in context.) Thought: {bot_thought}\nAction: {action_text}"
@@ -480,20 +487,21 @@ Current Screenshot:
             # For the last 4 steps, insert images
             current_text += f"\nstep {step_num}: Screenshot:"
             content.append({"type": "text", "text": current_text})
-            
+
             # Add image
             img_idx = step_idx - (total_history_steps - history_image_count)
             if img_idx < len(history_images):
                 content.append({"type": "image_url", "image_url": {"url": history_images[img_idx]}})
-            
+
             current_text = f" Thought: {bot_thought}\nAction: {action_text}"
-    
+
     # Add tail
     current_text += tail_text
     content.append({"type": "text", "text": current_text})
-    
+
     return content
 
+
 def model_dump(obj) -> Dict[str, Any]:
     if isinstance(obj, dict):
         return {k: model_dump(v) for k, v in obj.items()}
@@ -502,58 +510,61 @@ def model_dump(obj) -> Dict[str, Any]:
     else:
         return obj
 
-def convert_glm_completion_to_responses_items(response: ModelResponse, image_width: int, image_height: int) -> List[Dict[str, Any]]:
+
+def convert_glm_completion_to_responses_items(
+    response: ModelResponse, image_width: int, image_height: int
+) -> List[Dict[str, Any]]:
     """
     Convert GLM-4.5V completion response to responses items format.
-    
+
     Args:
         response: LiteLLM ModelResponse from GLM-4.5V
         image_width: Original image width for coordinate scaling
         image_height: Original image height for coordinate scaling
-        
+
     Returns:
         List of response items in the proper format
     """
     import uuid
-    
+
     response_items = []
-    
+
     if not response.choices or not response.choices[0].message:
         return response_items
-    
+
     message = response.choices[0].message
     content = message.content or ""
-    reasoning_content = getattr(message, 'reasoning_content', None)
-    
+    reasoning_content = getattr(message, "reasoning_content", None)
+
     # Add reasoning item if present
     if reasoning_content:
         reasoning_item = model_dump(make_reasoning_item(reasoning_content))
         response_items.append(reasoning_item)
-    
+
     # Parse the content to extract action and text
     parsed_response = parse_glm_response(content)
     action = parsed_response.get("action", "")
     action_text = parsed_response.get("action_text", "")
-    
+
     # Add message item with text content (excluding action and memory)
     if action_text:
         # Remove action from action_text if it's there
         clean_text = action_text
         if action and action in clean_text:
             clean_text = clean_text.replace(action, "").strip()
-        
+
         # Remove memory section
         memory_pattern = r"Memory:\s*\[.*?\]\s*$"
         clean_text = re.sub(memory_pattern, "", clean_text, flags=re.DOTALL).strip()
-        
+
         if clean_text:
             message_item = model_dump(make_output_text_item(clean_text))
             response_items.append(message_item)
-    
+
     # Convert action to computer call if present
     if action:
         call_id = f"call_{uuid.uuid4().hex[:8]}"
-        
+
         # Parse different action types and create appropriate computer calls
         if action.startswith("left_click"):
             coord_match = re.search(r"start_box='?\[(\d+),\s*(\d+)\]'?", action)
@@ -566,7 +577,7 @@ def convert_glm_completion_to_responses_items(response: ModelResponse, image_wid
                 computer_call["call_id"] = call_id
                 computer_call["status"] = "completed"
                 response_items.append(computer_call)
-        
+
         elif action.startswith("right_click"):
             coord_match = re.search(r"start_box='?\[(\d+),\s*(\d+)\]'?", action)
             if coord_match:
@@ -577,7 +588,7 @@ def convert_glm_completion_to_responses_items(response: ModelResponse, image_wid
                 computer_call["call_id"] = call_id
                 computer_call["status"] = "completed"
                 response_items.append(computer_call)
-        
+
         elif action.startswith("left_double_click"):
             coord_match = re.search(r"start_box='?\[(\d+),\s*(\d+)\]'?", action)
             if coord_match:
@@ -588,7 +599,7 @@ def convert_glm_completion_to_responses_items(response: ModelResponse, image_wid
                 computer_call["call_id"] = call_id
                 computer_call["status"] = "completed"
                 response_items.append(computer_call)
-        
+
         elif action.startswith("left_drag"):
             start_match = re.search(r"start_box='?\[(\d+),\s*(\d+)\]'?", action)
             end_match = re.search(r"end_box='?\[(\d+),\s*(\d+)\]'?", action)
@@ -605,18 +616,18 @@ def convert_glm_completion_to_responses_items(response: ModelResponse, image_wid
                 computer_call["call_id"] = call_id
                 computer_call["status"] = "completed"
                 response_items.append(computer_call)
-        
+
         elif action.startswith("key"):
             key_match = re.search(r"keys='([^']+)'", action)
             if key_match:
                 keys = key_match.group(1)
                 # Split keys by '+' for key combinations, or use as single key
-                key_list = keys.split('+') if '+' in keys else [keys]
+                key_list = keys.split("+") if "+" in keys else [keys]
                 computer_call = model_dump(make_keypress_item(key_list))
                 computer_call["call_id"] = call_id
                 computer_call["status"] = "completed"
                 response_items.append(computer_call)
-        
+
         elif action.startswith("type"):
             content_match = re.search(r"content='([^']*)'", action)
             if content_match:
@@ -625,7 +636,7 @@ def convert_glm_completion_to_responses_items(response: ModelResponse, image_wid
                 computer_call["call_id"] = call_id
                 computer_call["status"] = "completed"
                 response_items.append(computer_call)
-        
+
         elif action.startswith("scroll"):
             coord_match = re.search(r"start_box='?\[(\d+),\s*(\d+)\]'?", action)
             direction_match = re.search(r"direction='([^']+)'", action)
@@ -648,15 +659,16 @@ def convert_glm_completion_to_responses_items(response: ModelResponse, image_wid
                 computer_call["call_id"] = call_id
                 computer_call["status"] = "completed"
                 response_items.append(computer_call)
-        
+
         elif action == "WAIT()":
             computer_call = model_dump(make_wait_item())
             computer_call["call_id"] = call_id
             computer_call["status"] = "completed"
             response_items.append(computer_call)
-    
+
     return response_items
 
+
 @register_agent(models=r"(?i).*GLM-4\.5V.*")
 class Glm4vConfig(AsyncAgentConfig):
     """GLM-4.5V agent configuration using liteLLM."""
@@ -674,11 +686,11 @@ class Glm4vConfig(AsyncAgentConfig):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """
         Predict the next step using GLM-4.5V model.
-        
+
         Args:
             messages: Input messages following Responses format
             model: Model name to use
@@ -691,7 +703,7 @@ class Glm4vConfig(AsyncAgentConfig):
             _on_api_end: Callback for API end
             _on_usage: Callback for usage tracking
             _on_screenshot: Callback for screenshot events
-            
+
         Returns:
             Dict with "output" and "usage" keys
         """
@@ -708,7 +720,7 @@ class Glm4vConfig(AsyncAgentConfig):
                             user_instruction = item.get("text", "")
                             break
                 break
-        
+
         # Get the last image for processing
         last_image_b64 = get_last_image_from_messages(messages)
         if not last_image_b64 and computer_handler:
@@ -718,35 +730,28 @@ class Glm4vConfig(AsyncAgentConfig):
                 last_image_b64 = screenshot_b64
                 if _on_screenshot:
                     await _on_screenshot(screenshot_b64)
-        
+
         if not last_image_b64:
             raise ValueError("No image available for GLM-4.5V processing")
-        
+
         # Convert responses items to GLM-4.5V PC prompt format with historical actions
         prompt_content = convert_responses_items_to_glm45v_pc_prompt(
             messages=messages,
             task=user_instruction,
-            memory="[]"  # Initialize with empty memory for now
+            memory="[]",  # Initialize with empty memory for now
         )
-        
+
         # Add the current screenshot to the end
-        prompt_content.append({
-            "type": "image_url",
-            "image_url": {"url": f"data:image/png;base64,{last_image_b64}"}
-        })
-        
+        prompt_content.append(
+            {"type": "image_url", "image_url": {"url": f"data:image/png;base64,{last_image_b64}"}}
+        )
+
         # Prepare messages for liteLLM
         litellm_messages = [
-            {
-                "role": "system",
-                "content": "You are a helpful GUI agent assistant."
-            },
-            {
-                "role": "user", 
-                "content": prompt_content
-            }
+            {"role": "system", "content": "You are a helpful GUI agent assistant."},
+            {"role": "user", "content": prompt_content},
         ]
-        
+
         # Prepare API call kwargs
         api_kwargs = {
             "model": model,
@@ -757,20 +762,20 @@ class Glm4vConfig(AsyncAgentConfig):
             #     "skip_special_tokens": False,
             # }
         }
-        
+
         # Add API callbacks
         if _on_api_start:
             await _on_api_start(api_kwargs)
-        
+
         # Call liteLLM
         response = await litellm.acompletion(**api_kwargs)
-        
+
         if _on_api_end:
             await _on_api_end(api_kwargs, response)
-        
+
         # Get image dimensions for coordinate scaling
         image_width, image_height = 1920, 1080  # Default dimensions
-        
+
         # Try to get actual dimensions from the image
         try:
             image_data = base64.b64decode(last_image_b64)
@@ -778,41 +783,38 @@ class Glm4vConfig(AsyncAgentConfig):
             image_width, image_height = image.size
         except Exception:
             pass  # Use default dimensions
-        
+
         # Convert GLM completion response to responses items
-        response_items = convert_glm_completion_to_responses_items(response, image_width, image_height)
-        
+        response_items = convert_glm_completion_to_responses_items(
+            response, image_width, image_height
+        )
+
         # Extract usage information
         response_usage = {
-            **LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(response.usage).model_dump(),
+            **LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
+                response.usage
+            ).model_dump(),
             "response_cost": response._hidden_params.get("response_cost", 0.0),
         }
         if _on_usage:
             await _on_usage(response_usage)
-        
+
         # Create agent response
-        agent_response = {
-            "output": response_items,
-            "usage": response_usage
-        }
-        
+        agent_response = {"output": response_items, "usage": response_usage}
+
         return agent_response
 
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str,
-        **kwargs
+        self, model: str, image_b64: str, instruction: str, **kwargs
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates using GLM-4.5V model.
-        
+
         Args:
             model: Model name to use
             image_b64: Base64 encoded image
             instruction: Instruction for where to click
-            
+
         Returns:
             Tuple with (x, y) coordinates or None
         """
@@ -824,22 +826,22 @@ Respond with a single click action in this format:
 left_click(start_box='[x,y]')
 
 Where x,y are coordinates normalized to 0-999 range."""
-            
+
             # Prepare messages for liteLLM
             litellm_messages = [
-                {
-                    "role": "system",
-                    "content": "You are a helpful GUI agent assistant."
-                },
+                {"role": "system", "content": "You are a helpful GUI agent assistant."},
                 {
                     "role": "user",
                     "content": [
                         {"type": "text", "text": click_prompt},
-                        {"type": "image_url", "image_url": {"url": f"data:image/png;base64,{image_b64}"}}
-                    ]
-                }
+                        {
+                            "type": "image_url",
+                            "image_url": {"url": f"data:image/png;base64,{image_b64}"},
+                        },
+                    ],
+                },
             ]
-            
+
             # Prepare API call kwargs
             api_kwargs = {
                 "model": model,
@@ -848,21 +850,21 @@ Where x,y are coordinates normalized to 0-999 range."""
                 "temperature": 0.001,
                 "extra_body": {
                     "skip_special_tokens": False,
-                }
+                },
             }
-            
+
             # Call liteLLM
             response = await litellm.acompletion(**api_kwargs)
-            
+
             # Extract response content
             response_content = response.choices[0].message.content.strip()
             print(response)
-            
+
             # Parse response for click coordinates
             # Look for coordinates in the response, handling special tokens
             coord_pattern = r"<\|begin_of_box\|>.*?left_click\(start_box='?\[(\d+),(\d+)\]'?\).*?<\|end_of_box\|>"
             match = re.search(coord_pattern, response_content)
-            
+
             if not match:
                 # Fallback: look for coordinates without special tokens
                 coord_pattern = r"left_click\(start_box='?\[(\d+),(\d+)\]'?\)"
@@ -870,7 +872,7 @@ Where x,y are coordinates normalized to 0-999 range."""
 
             if match:
                 x, y = int(match.group(1)), int(match.group(2))
-                
+
                 # Get actual image dimensions for scaling
                 try:
                     image_data = base64.b64decode(image_b64)
@@ -879,15 +881,15 @@ Where x,y are coordinates normalized to 0-999 range."""
                 except Exception:
                     # Use default dimensions
                     image_width, image_height = 1920, 1080
-                
+
                 # Convert from 0-999 normalized coordinates to actual pixel coordinates
                 actual_x = int((x / 999.0) * image_width)
                 actual_y = int((y / 999.0) * image_height)
-                
+
                 return (actual_x, actual_y)
-            
+
             return None
-            
+
         except Exception as e:
             # Log error and return None
             print(f"Error in predict_click: {e}")
@@ -896,7 +898,7 @@ Where x,y are coordinates normalized to 0-999 range."""
     def get_capabilities(self) -> List[AgentCapability]:
         """
         Get list of capabilities supported by this agent config.
-        
+
         Returns:
             List of capability strings
         """
diff --git a/libs/python/agent/agent/loops/gta1.py b/libs/python/agent/agent/loops/gta1.py
index 400daa29..8e60f209 100644
--- a/libs/python/agent/agent/loops/gta1.py
+++ b/libs/python/agent/agent/loops/gta1.py
@@ -5,75 +5,80 @@ Code: https://github.com/Yan98/GTA1
 """
 
 import asyncio
-import json
-import re
 import base64
-from typing import Dict, List, Any, AsyncGenerator, Union, Optional, Tuple
-from io import BytesIO
-import uuid
-from PIL import Image
-import litellm
+import json
 import math
+import re
+import uuid
+from io import BytesIO
+from typing import Any, AsyncGenerator, Dict, List, Optional, Tuple, Union
+
+import litellm
+from PIL import Image
 
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
 from ..loops.base import AsyncAgentConfig
+from ..types import AgentCapability, AgentResponse, Messages, Tools
 
-SYSTEM_PROMPT = '''
+SYSTEM_PROMPT = """
 You are an expert UI element locator. Given a GUI image and a user's element description, provide the coordinates of the specified element as a single (x,y) point. The image resolution is height {height} and width {width}. For elements with area, return the center point.
 
 Output the coordinate pair exactly:
 (x,y)
-'''.strip()
+""".strip()
+
 
 def extract_coordinates(raw_string: str) -> Tuple[float, float]:
     """Extract coordinates from model output."""
     try:
         matches = re.findall(r"\((-?\d*\.?\d+),\s*(-?\d*\.?\d+)\)", raw_string)
-        return tuple(map(float, matches[0])) # type: ignore
+        return tuple(map(float, matches[0]))  # type: ignore
     except:
         return (0.0, 0.0)
 
-def smart_resize(height: int, width: int, factor: int = 28, min_pixels: int = 3136, max_pixels: int = 8847360) -> Tuple[int, int]:
+
+def smart_resize(
+    height: int, width: int, factor: int = 28, min_pixels: int = 3136, max_pixels: int = 8847360
+) -> Tuple[int, int]:
     """Smart resize function similar to qwen_vl_utils."""
     # Calculate the total pixels
     total_pixels = height * width
-    
+
     # If already within bounds, return original dimensions
     if min_pixels <= total_pixels <= max_pixels:
         # Round to nearest factor
         new_height = (height // factor) * factor
         new_width = (width // factor) * factor
         return new_height, new_width
-    
+
     # Calculate scaling factor
     if total_pixels > max_pixels:
         scale = (max_pixels / total_pixels) ** 0.5
     else:
         scale = (min_pixels / total_pixels) ** 0.5
-    
+
     # Apply scaling
     new_height = int(height * scale)
     new_width = int(width * scale)
-    
+
     # Round to nearest factor
     new_height = (new_height // factor) * factor
     new_width = (new_width // factor) * factor
-    
+
     # Ensure minimum size
     new_height = max(new_height, factor)
     new_width = max(new_width, factor)
-    
+
     return new_height, new_width
 
+
 @register_agent(models=r".*GTA1.*")
 class GTA1Config(AsyncAgentConfig):
     """GTA1 agent configuration implementing AsyncAgentConfig protocol for click prediction."""
-    
+
     def __init__(self):
         self.current_model = None
         self.last_screenshot_b64 = None
-    
 
     async def predict_step(
         self,
@@ -87,25 +92,21 @@ class GTA1Config(AsyncAgentConfig):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         raise NotImplementedError()
 
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str,
-        **kwargs
+        self, model: str, image_b64: str, instruction: str, **kwargs
     ) -> Optional[Tuple[float, float]]:
         """
         Predict click coordinates using GTA1 model via litellm.acompletion.
-        
+
         Args:
             model: The GTA1 model name
             image_b64: Base64 encoded image
             instruction: Instruction for where to click
-            
+
         Returns:
             Tuple of (x, y) coordinates or None if prediction fails
         """
@@ -113,66 +114,62 @@ class GTA1Config(AsyncAgentConfig):
         image_data = base64.b64decode(image_b64)
         image = Image.open(BytesIO(image_data))
         width, height = image.width, image.height
-        
+
         # Smart resize the image (similar to qwen_vl_utils)
         resized_height, resized_width = smart_resize(
-            height, width, 
+            height,
+            width,
             factor=28,  # Default factor for Qwen models
             min_pixels=3136,
-            max_pixels=4096 * 2160
+            max_pixels=4096 * 2160,
         )
         resized_image = image.resize((resized_width, resized_height))
         scale_x, scale_y = width / resized_width, height / resized_height
-        
+
         # Convert resized image back to base64
         buffered = BytesIO()
         resized_image.save(buffered, format="PNG")
         resized_image_b64 = base64.b64encode(buffered.getvalue()).decode()
-        
+
         # Prepare system and user messages
         system_message = {
             "role": "system",
-            "content": SYSTEM_PROMPT.format(height=resized_height, width=resized_width)
+            "content": SYSTEM_PROMPT.format(height=resized_height, width=resized_width),
         }
-        
+
         user_message = {
             "role": "user",
             "content": [
                 {
                     "type": "image_url",
-                    "image_url": {
-                        "url": f"data:image/png;base64,{resized_image_b64}"
-                    }
+                    "image_url": {"url": f"data:image/png;base64,{resized_image_b64}"},
                 },
-                {
-                    "type": "text",
-                    "text": instruction
-                }
-            ]
+                {"type": "text", "text": instruction},
+            ],
         }
-        
+
         # Prepare API call kwargs
         api_kwargs = {
             "model": model,
             "messages": [system_message, user_message],
             "max_tokens": 2056,
             "temperature": 0.0,
-            **kwargs
+            **kwargs,
         }
-        
+
         # Use liteLLM acompletion
         response = await litellm.acompletion(**api_kwargs)
-        
+
         # Extract response text
-        output_text = response.choices[0].message.content # type: ignore
-        
+        output_text = response.choices[0].message.content  # type: ignore
+
         # Extract and rescale coordinates
-        pred_x, pred_y = extract_coordinates(output_text) # type: ignore
+        pred_x, pred_y = extract_coordinates(output_text)  # type: ignore
         pred_x *= scale_x
         pred_y *= scale_y
-        
+
         return (math.floor(pred_x), math.floor(pred_y))
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """Return the capabilities supported by this agent."""
         return ["click"]
diff --git a/libs/python/agent/agent/loops/holo.py b/libs/python/agent/agent/loops/holo.py
index b1cbc5a1..6ea42d7e 100644
--- a/libs/python/agent/agent/loops/holo.py
+++ b/libs/python/agent/agent/loops/holo.py
@@ -21,8 +21,8 @@ import litellm
 from PIL import Image
 
 from ..decorators import register_agent
-from .base import AsyncAgentConfig
 from ..types import AgentCapability
+from .base import AsyncAgentConfig
 
 
 def _strip_hf_prefix(model: str) -> str:
@@ -53,7 +53,9 @@ def _maybe_smart_resize(image: Image.Image, model: str) -> Tuple[Image.Image, Tu
         if image_processor is None:
             return image, (orig_w, orig_h)
 
-        factor = getattr(image_processor, "patch_size", 14) * getattr(image_processor, "merge_size", 1)
+        factor = getattr(image_processor, "patch_size", 14) * getattr(
+            image_processor, "merge_size", 1
+        )
         min_pixels = getattr(image_processor, "min_pixels", 256 * 256)
         max_pixels = getattr(image_processor, "max_pixels", 1536 * 1536)
 
diff --git a/libs/python/agent/agent/loops/internvl.py b/libs/python/agent/agent/loops/internvl.py
index 6bedc5d1..96589428 100644
--- a/libs/python/agent/agent/loops/internvl.py
+++ b/libs/python/agent/agent/loops/internvl.py
@@ -18,13 +18,12 @@ import re
 from io import BytesIO
 from typing import Any, Dict, List, Optional, Tuple
 
-from PIL import Image
 import litellm
+from PIL import Image
 
 from ..decorators import register_agent
-from .composed_grounded import ComposedGroundedConfig
 from ..types import AgentCapability
-
+from .composed_grounded import ComposedGroundedConfig
 
 # Regex patterns for extracting coordinates
 # Accept optional whitespace and optional decimal fractions
@@ -91,7 +90,7 @@ class InternVLConfig(ComposedGroundedConfig):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """Fallback to a self-composed model"""
         return await super().predict_step(
@@ -105,15 +104,11 @@ class InternVLConfig(ComposedGroundedConfig):
             _on_api_end=_on_api_end,
             _on_usage=_on_usage,
             _on_screenshot=_on_screenshot,
-            **kwargs
+            **kwargs,
         )
-    
+
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str,
-        **kwargs
+        self, model: str, image_b64: str, instruction: str, **kwargs
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates using InternVL via litellm.acompletion.
diff --git a/libs/python/agent/agent/loops/moondream3.py b/libs/python/agent/agent/loops/moondream3.py
index 5f6a85fd..c48c6632 100644
--- a/libs/python/agent/agent/loops/moondream3.py
+++ b/libs/python/agent/agent/loops/moondream3.py
@@ -14,27 +14,28 @@ Differences from composed_grounded:
 
 from __future__ import annotations
 
-import uuid
 import base64
 import io
-from typing import Dict, List, Any, Optional, Tuple, Any
+import uuid
+from typing import Any, Dict, List, Optional, Tuple
 
-from PIL import Image, ImageDraw, ImageFont
 import litellm
+from PIL import Image, ImageDraw, ImageFont
 
 from ..decorators import register_agent
-from ..types import AgentCapability
 from ..loops.base import AsyncAgentConfig
 from ..responses import (
-    convert_computer_calls_xy2desc,
-    convert_responses_items_to_completion_messages,
     convert_completion_messages_to_responses_items,
     convert_computer_calls_desc2xy,
+    convert_computer_calls_xy2desc,
+    convert_responses_items_to_completion_messages,
     get_all_element_descriptions,
 )
+from ..types import AgentCapability
 
 _MOONDREAM_SINGLETON = None
 
+
 def get_moondream_model() -> Any:
     """Get a singleton instance of the Moondream3 preview model."""
     global _MOONDREAM_SINGLETON
@@ -42,6 +43,7 @@ def get_moondream_model() -> Any:
         try:
             import torch
             from transformers import AutoModelForCausalLM
+
             _MOONDREAM_SINGLETON = AutoModelForCausalLM.from_pretrained(
                 "moondream/moondream3-preview",
                 trust_remote_code=True,
@@ -95,6 +97,7 @@ def _filter_images_from_completion_messages(messages: List[Dict[str, Any]]) -> L
         filtered.append(msg_copy)
     return filtered
 
+
 def _annotate_detect_and_label_ui(base_img: Image.Image, model_md) -> Tuple[str, List[str]]:
     """Detect UI elements with Moondream, caption each, draw labels with backgrounds.
 
@@ -132,7 +135,12 @@ def _annotate_detect_and_label_ui(base_img: Image.Image, model_md) -> Tuple[str,
             y_min = max(0.0, min(1.0, float(obj.get("y_min", 0.0))))
             x_max = max(0.0, min(1.0, float(obj.get("x_max", 0.0))))
             y_max = max(0.0, min(1.0, float(obj.get("y_max", 0.0))))
-            left, top, right, bottom = int(x_min * W), int(y_min * H), int(x_max * W), int(y_max * H)
+            left, top, right, bottom = (
+                int(x_min * W),
+                int(y_min * H),
+                int(x_max * W),
+                int(y_max * H),
+            )
             left, top = max(0, left), max(0, top)
             right, bottom = min(W - 1, right), min(H - 1, bottom)
             crop = base_img.crop((left, top, right, bottom))
@@ -200,6 +208,7 @@ def _annotate_detect_and_label_ui(base_img: Image.Image, model_md) -> Tuple[str,
     annotated_b64 = _image_to_b64(annotated)
     return annotated_b64, detected_names
 
+
 GROUNDED_COMPUTER_TOOL_SCHEMA = {
     "type": "function",
     "function": {
@@ -270,6 +279,7 @@ GROUNDED_COMPUTER_TOOL_SCHEMA = {
     },
 }
 
+
 @register_agent(r"moondream3\+.*", priority=2)
 class Moondream3PlusConfig(AsyncAgentConfig):
     def __init__(self):
@@ -321,14 +331,25 @@ class Moondream3PlusConfig(AsyncAgentConfig):
                         "type": "message",
                         "role": "assistant",
                         "content": [
-                            {"type": "output_text", "text": "Taking a screenshot to analyze the current screen."}
+                            {
+                                "type": "output_text",
+                                "text": "Taking a screenshot to analyze the current screen.",
+                            }
                         ],
                     },
-                    {"type": "computer_call", "call_id": call_id, "status": "completed", "action": {"type": "screenshot"}},
+                    {
+                        "type": "computer_call",
+                        "call_id": call_id,
+                        "status": "completed",
+                        "action": {"type": "screenshot"},
+                    },
                     {
                         "type": "computer_call_output",
                         "call_id": call_id,
-                        "output": {"type": "input_image", "image_url": f"data:image/png;base64,{screenshot_b64}"},
+                        "output": {
+                            "type": "input_image",
+                            "image_url": f"data:image/png;base64,{screenshot_b64}",
+                        },
                     },
                 ]
                 last_image_b64 = screenshot_b64
@@ -354,13 +375,16 @@ class Moondream3PlusConfig(AsyncAgentConfig):
                         "content": [
                             {"type": "input_text", "text": "Detected form UI elements on screen:"},
                             {"type": "input_text", "text": names_text},
-                            {"type": "input_text", "text": "Please continue with the next action needed to perform your task."}
+                            {
+                                "type": "input_text",
+                                "text": "Please continue with the next action needed to perform your task.",
+                            },
                         ],
                     }
                 )
 
         tool_schemas = []
-        for schema in (tools or []):
+        for schema in tools or []:
             if schema.get("type") == "computer":
                 tool_schemas.append(GROUNDED_COMPUTER_TOOL_SCHEMA)
             else:
diff --git a/libs/python/agent/agent/loops/omniparser.py b/libs/python/agent/agent/loops/omniparser.py
index d85d07de..14ef3a92 100644
--- a/libs/python/agent/agent/loops/omniparser.py
+++ b/libs/python/agent/agent/loops/omniparser.py
@@ -5,100 +5,102 @@ Code: https://github.com/microsoft/OmniParser
 """
 
 import asyncio
-import json
-from typing import Dict, List, Any, AsyncGenerator, Union, Optional, Tuple
-import litellm
-import inspect
 import base64
+import inspect
+import json
+from typing import Any, AsyncGenerator, Dict, List, Optional, Tuple, Union
+
+import litellm
 
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
 from ..loops.base import AsyncAgentConfig
+from ..types import AgentCapability, AgentResponse, Messages, Tools
 
 SOM_TOOL_SCHEMA = {
-  "type": "function",
-  "name": "computer",
-  "description": "Control a computer by taking screenshots and interacting with UI elements. This tool shows screenshots with numbered elements overlaid on them. Each UI element has been assigned a unique ID number that you can see in the image. Use the element's ID number to interact with any element instead of pixel coordinates.",
-  "parameters": {
-    "type": "object",
-    "properties": {
-      "action": {
-        "type": "string",
-        "enum": [
-          "screenshot",
-          "click",
-          "double_click",
-          "drag",
-          "type",
-          "keypress",
-          "scroll",
-          "move",
-          "wait",
-          "get_current_url",
-          "get_dimensions",
-          "get_environment"
-        ],
-        "description": "The action to perform"
-      },
-      "element_id": {
-        "type": "integer",
-        "description": "The ID of the element to interact with (required for click, double_click, move, scroll actions, and as start/end for drag)"
-      },
-      "start_element_id": {
-        "type": "integer",
-        "description": "The ID of the element to start dragging from (required for drag action)"
-      },
-      "end_element_id": {
-        "type": "integer",
-        "description": "The ID of the element to drag to (required for drag action)"
-      },
-      "text": {
-        "type": "string",
-        "description": "The text to type (required for type action)"
-      },
-      "keys": {
-        "type": "string",
-        "description": "Key combination to press (required for keypress action). Single key for individual key press, multiple keys for combinations (e.g., 'ctrl+c')"
-      },
-      "button": {
-        "type": "string",
-        "description": "The mouse button to use for click action (left, right, wheel, back, forward) Default: left",
-      },
-      "scroll_x": {
-        "type": "integer",
-        "description": "Horizontal scroll amount for scroll action (positive for right, negative for left)",
-      },
-      "scroll_y": {
-        "type": "integer",
-        "description": "Vertical scroll amount for scroll action (positive for down, negative for up)",
-      },
+    "type": "function",
+    "name": "computer",
+    "description": "Control a computer by taking screenshots and interacting with UI elements. This tool shows screenshots with numbered elements overlaid on them. Each UI element has been assigned a unique ID number that you can see in the image. Use the element's ID number to interact with any element instead of pixel coordinates.",
+    "parameters": {
+        "type": "object",
+        "properties": {
+            "action": {
+                "type": "string",
+                "enum": [
+                    "screenshot",
+                    "click",
+                    "double_click",
+                    "drag",
+                    "type",
+                    "keypress",
+                    "scroll",
+                    "move",
+                    "wait",
+                    "get_current_url",
+                    "get_dimensions",
+                    "get_environment",
+                ],
+                "description": "The action to perform",
+            },
+            "element_id": {
+                "type": "integer",
+                "description": "The ID of the element to interact with (required for click, double_click, move, scroll actions, and as start/end for drag)",
+            },
+            "start_element_id": {
+                "type": "integer",
+                "description": "The ID of the element to start dragging from (required for drag action)",
+            },
+            "end_element_id": {
+                "type": "integer",
+                "description": "The ID of the element to drag to (required for drag action)",
+            },
+            "text": {
+                "type": "string",
+                "description": "The text to type (required for type action)",
+            },
+            "keys": {
+                "type": "string",
+                "description": "Key combination to press (required for keypress action). Single key for individual key press, multiple keys for combinations (e.g., 'ctrl+c')",
+            },
+            "button": {
+                "type": "string",
+                "description": "The mouse button to use for click action (left, right, wheel, back, forward) Default: left",
+            },
+            "scroll_x": {
+                "type": "integer",
+                "description": "Horizontal scroll amount for scroll action (positive for right, negative for left)",
+            },
+            "scroll_y": {
+                "type": "integer",
+                "description": "Vertical scroll amount for scroll action (positive for down, negative for up)",
+            },
+        },
+        "required": ["action"],
     },
-    "required": [
-      "action"
-    ]
-  }
 }
 
 OMNIPARSER_AVAILABLE = False
 try:
     from som import OmniParser
+
     OMNIPARSER_AVAILABLE = True
 except ImportError:
     pass
 OMNIPARSER_SINGLETON = None
 
+
 def get_parser():
     global OMNIPARSER_SINGLETON
     if OMNIPARSER_SINGLETON is None:
         OMNIPARSER_SINGLETON = OmniParser()
     return OMNIPARSER_SINGLETON
-    
+
+
 def get_last_computer_call_output(messages: List[Dict[str, Any]]) -> Optional[Dict[str, Any]]:
     """Get the last computer_call_output message from a messages list.
-    
+
     Args:
         messages: List of messages to search through
-        
+
     Returns:
         The last computer_call_output message dict, or None if not found
     """
@@ -107,11 +109,12 @@ def get_last_computer_call_output(messages: List[Dict[str, Any]]) -> Optional[Di
             return message
     return None
 
+
 def _prepare_tools_for_omniparser(tool_schemas: List[Dict[str, Any]]) -> Tuple[Tools, dict]:
     """Prepare tools for OpenAI API format"""
     omniparser_tools = []
     id2xy = dict()
-    
+
     for schema in tool_schemas:
         if schema["type"] == "computer":
             omniparser_tools.append(SOM_TOOL_SCHEMA)
@@ -122,72 +125,80 @@ def _prepare_tools_for_omniparser(tool_schemas: List[Dict[str, Any]]) -> Tuple[T
         elif schema["type"] == "function":
             # Function tools use OpenAI-compatible schema directly (liteLLM expects this format)
             # Schema should be: {type, name, description, parameters}
-            omniparser_tools.append({ "type": "function", **schema["function"] })
-    
+            omniparser_tools.append({"type": "function", **schema["function"]})
+
     return omniparser_tools, id2xy
 
-async def replace_function_with_computer_call(item: Dict[str, Any], id2xy: Dict[int, Tuple[float, float]]):
-  item_type = item.get("type")
 
-  def _get_xy(element_id: Optional[int]) -> Union[Tuple[float, float], Tuple[None, None]]:
-    if element_id is None:
-      return (None, None)
-    return id2xy.get(element_id, (None, None))
+async def replace_function_with_computer_call(
+    item: Dict[str, Any], id2xy: Dict[int, Tuple[float, float]]
+):
+    item_type = item.get("type")
 
-  if item_type == "function_call":
-    fn_name = item.get("name")
-    fn_args = json.loads(item.get("arguments", "{}"))
+    def _get_xy(element_id: Optional[int]) -> Union[Tuple[float, float], Tuple[None, None]]:
+        if element_id is None:
+            return (None, None)
+        return id2xy.get(element_id, (None, None))
 
-    item_id = item.get("id")
-    call_id = item.get("call_id")
-    
-    if fn_name == "computer":
-      action = fn_args.get("action")
-      element_id = fn_args.get("element_id")
-      start_element_id = fn_args.get("start_element_id")
-      end_element_id = fn_args.get("end_element_id")
-      text = fn_args.get("text")
-      keys = fn_args.get("keys")
-      button = fn_args.get("button")
-      scroll_x = fn_args.get("scroll_x")
-      scroll_y = fn_args.get("scroll_y")
+    if item_type == "function_call":
+        fn_name = item.get("name")
+        fn_args = json.loads(item.get("arguments", "{}"))
 
-      x, y = _get_xy(element_id)
-      start_x, start_y = _get_xy(start_element_id)
-      end_x, end_y = _get_xy(end_element_id)
+        item_id = item.get("id")
+        call_id = item.get("call_id")
 
-      action_args = {
-          "type": action,
-          "x": x,
-          "y": y,
-          "start_x": start_x,
-          "start_y": start_y,
-          "end_x": end_x,
-          "end_y": end_y,
-          "text": text,
-          "keys": keys,
-          "button": button,
-          "scroll_x": scroll_x,
-          "scroll_y": scroll_y
-        }
-      # Remove None values to keep the JSON clean
-      action_args = {k: v for k, v in action_args.items() if v is not None}
+        if fn_name == "computer":
+            action = fn_args.get("action")
+            element_id = fn_args.get("element_id")
+            start_element_id = fn_args.get("start_element_id")
+            end_element_id = fn_args.get("end_element_id")
+            text = fn_args.get("text")
+            keys = fn_args.get("keys")
+            button = fn_args.get("button")
+            scroll_x = fn_args.get("scroll_x")
+            scroll_y = fn_args.get("scroll_y")
 
-      return [{
-        "type": "computer_call",
-        "action": action_args,
-        "id": item_id,
-        "call_id": call_id,
-        "status": "completed"
-      }]
+            x, y = _get_xy(element_id)
+            start_x, start_y = _get_xy(start_element_id)
+            end_x, end_y = _get_xy(end_element_id)
 
-  return [item]
+            action_args = {
+                "type": action,
+                "x": x,
+                "y": y,
+                "start_x": start_x,
+                "start_y": start_y,
+                "end_x": end_x,
+                "end_y": end_y,
+                "text": text,
+                "keys": keys,
+                "button": button,
+                "scroll_x": scroll_x,
+                "scroll_y": scroll_y,
+            }
+            # Remove None values to keep the JSON clean
+            action_args = {k: v for k, v in action_args.items() if v is not None}
 
-async def replace_computer_call_with_function(item: Dict[str, Any], xy2id: Dict[Tuple[float, float], int]):
+            return [
+                {
+                    "type": "computer_call",
+                    "action": action_args,
+                    "id": item_id,
+                    "call_id": call_id,
+                    "status": "completed",
+                }
+            ]
+
+    return [item]
+
+
+async def replace_computer_call_with_function(
+    item: Dict[str, Any], xy2id: Dict[Tuple[float, float], int]
+):
     """
     Convert computer_call back to function_call format.
     Also handles computer_call_output -> function_call_output conversion.
-    
+
     Args:
         item: The item to convert
         xy2id: Mapping from (x, y) coordinates to element IDs
@@ -202,12 +213,12 @@ async def replace_computer_call_with_function(item: Dict[str, Any], xy2id: Dict[
 
     if item_type == "computer_call":
         action_data = item.get("action", {})
-        
+
         # Extract coordinates and convert back to element IDs
         element_id = _get_element_id(action_data.get("x"), action_data.get("y"))
         start_element_id = _get_element_id(action_data.get("start_x"), action_data.get("start_y"))
         end_element_id = _get_element_id(action_data.get("end_x"), action_data.get("end_y"))
-        
+
         # Build function arguments
         fn_args = {
             "action": action_data.get("type"),
@@ -218,33 +229,36 @@ async def replace_computer_call_with_function(item: Dict[str, Any], xy2id: Dict[
             "keys": action_data.get("keys"),
             "button": action_data.get("button"),
             "scroll_x": action_data.get("scroll_x"),
-            "scroll_y": action_data.get("scroll_y")
+            "scroll_y": action_data.get("scroll_y"),
         }
-        
+
         # Remove None values to keep the JSON clean
         fn_args = {k: v for k, v in fn_args.items() if v is not None}
-        
-        return [{
-            "type": "function_call",
-            "name": "computer",
-            "arguments": json.dumps(fn_args),
-            "id": item.get("id"),
-            "call_id": item.get("call_id"),
-            "status": "completed",
 
-            # Fall back to string representation
-            "content": f"Used tool: {action_data.get("type")}({json.dumps(fn_args)})"
-        }]
-    
+        return [
+            {
+                "type": "function_call",
+                "name": "computer",
+                "arguments": json.dumps(fn_args),
+                "id": item.get("id"),
+                "call_id": item.get("call_id"),
+                "status": "completed",
+                # Fall back to string representation
+                "content": f"Used tool: {action_data.get("type")}({json.dumps(fn_args)})",
+            }
+        ]
+
     elif item_type == "computer_call_output":
         # Simple conversion: computer_call_output -> function_call_output
-        return [{
-            "type": "function_call_output",
-            "call_id": item.get("call_id"),
-            "content": [item.get("output")],
-            "id": item.get("id"),
-            "status": "completed"
-        }]
+        return [
+            {
+                "type": "function_call_output",
+                "call_id": item.get("call_id"),
+                "content": [item.get("output")],
+                "id": item.get("id"),
+                "status": "completed",
+            }
+        ]
 
     return [item]
 
@@ -252,7 +266,7 @@ async def replace_computer_call_with_function(item: Dict[str, Any], xy2id: Dict[
 @register_agent(models=r"omniparser\+.*|omni\+.*", priority=2)
 class OmniparserConfig(AsyncAgentConfig):
     """Omniparser agent configuration implementing AsyncAgentConfig protocol."""
-    
+
     async def predict_step(
         self,
         messages: List[Dict[str, Any]],
@@ -266,25 +280,27 @@ class OmniparserConfig(AsyncAgentConfig):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """
         OpenAI computer-use-preview agent loop using liteLLM responses.
-        
+
         Supports OpenAI's computer use preview models.
         """
         if not OMNIPARSER_AVAILABLE:
-            raise ValueError("omniparser loop requires som to be installed. Install it with `pip install cua-som`.")
-          
+            raise ValueError(
+                "omniparser loop requires som to be installed. Install it with `pip install cua-som`."
+            )
+
         tools = tools or []
-        
-        llm_model = model.split('+')[-1]
+
+        llm_model = model.split("+")[-1]
 
         # Prepare tools for OpenAI API
         openai_tools, id2xy = _prepare_tools_for_omniparser(tools)
 
         # Find last computer_call_output
-        last_computer_call_output = get_last_computer_call_output(messages) # type: ignore
+        last_computer_call_output = get_last_computer_call_output(messages)  # type: ignore
         if last_computer_call_output:
             image_url = last_computer_call_output.get("output", {}).get("image_url", "")
             image_data = image_url.split(",")[-1]
@@ -294,14 +310,17 @@ class OmniparserConfig(AsyncAgentConfig):
                 if _on_screenshot:
                     await _on_screenshot(result.annotated_image_base64, "annotated_image")
                 for element in result.elements:
-                    id2xy[element.id] = ((element.bbox.x1 + element.bbox.x2) / 2, (element.bbox.y1 + element.bbox.y2) / 2)
-        
+                    id2xy[element.id] = (
+                        (element.bbox.x1 + element.bbox.x2) / 2,
+                        (element.bbox.y1 + element.bbox.y2) / 2,
+                    )
+
         # handle computer calls -> function calls
         new_messages = []
         for message in messages:
             if not isinstance(message, dict):
                 message = message.__dict__
-            new_messages += await replace_computer_call_with_function(message, id2xy) # type: ignore
+            new_messages += await replace_computer_call_with_function(message, id2xy)  # type: ignore
         messages = new_messages
 
         # Prepare API call kwargs
@@ -312,13 +331,13 @@ class OmniparserConfig(AsyncAgentConfig):
             "stream": stream,
             "truncation": "auto",
             "num_retries": max_retries,
-            **kwargs
+            **kwargs,
         }
-        
+
         # Call API start hook
         if _on_api_start:
             await _on_api_start(api_kwargs)
-        
+
         print(str(api_kwargs)[:1000])
 
         # Use liteLLM responses
@@ -330,60 +349,50 @@ class OmniparserConfig(AsyncAgentConfig):
 
         # Extract usage information
         usage = {
-            **response.usage.model_dump(), # type: ignore
-            "response_cost": response._hidden_params.get("response_cost", 0.0), # type: ignore
+            **response.usage.model_dump(),  # type: ignore
+            "response_cost": response._hidden_params.get("response_cost", 0.0),  # type: ignore
         }
         if _on_usage:
             await _on_usage(usage)
 
         # handle som function calls -> xy computer calls
         new_output = []
-        for i in range(len(response.output)): # type: ignore
-          new_output += await replace_function_with_computer_call(response.output[i].model_dump(), id2xy) # type: ignore
-        
-        return {
-            "output": new_output,
-            "usage": usage
-        }
-    
+        for i in range(len(response.output)):  # type: ignore
+            new_output += await replace_function_with_computer_call(response.output[i].model_dump(), id2xy)  # type: ignore
+
+        return {"output": new_output, "usage": usage}
+
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str,
-        **kwargs
+        self, model: str, image_b64: str, instruction: str, **kwargs
     ) -> Optional[Tuple[float, float]]:
         """
         Predict click coordinates using OmniParser and LLM.
-        
+
         Uses OmniParser to annotate the image with element IDs, then uses LLM
         to identify the correct element ID based on the instruction.
         """
         if not OMNIPARSER_AVAILABLE:
             return None
-        
+
         # Parse the image with OmniParser to get annotated image and elements
         parser = get_parser()
         result = parser.parse(image_b64)
-        
+
         # Extract the LLM model from composed model string
-        llm_model = model.split('+')[-1]
-        
+        llm_model = model.split("+")[-1]
+
         # Create system prompt for element ID prediction
-        SYSTEM_PROMPT = f'''
+        SYSTEM_PROMPT = """
 You are an expert UI element locator. Given a GUI image annotated with numerical IDs over each interactable element, along with a user's element description, provide the ID of the specified element.
 
 The image shows UI elements with numbered overlays. Each number corresponds to a clickable/interactable element.
 
 Output only the element ID as a single integer.
-'''.strip()
-        
+""".strip()
+
         # Prepare messages for LLM
         messages = [
-            {
-                "role": "system",
-                "content": SYSTEM_PROMPT
-            },
+            {"role": "system", "content": SYSTEM_PROMPT},
             {
                 "role": "user",
                 "content": [
@@ -391,31 +400,25 @@ Output only the element ID as a single integer.
                         "type": "image_url",
                         "image_url": {
                             "url": f"data:image/png;base64,{result.annotated_image_base64}"
-                        }
+                        },
                     },
-                    {
-                        "type": "text",
-                        "text": f"Find the element: {instruction}"
-                    }
-                ]
-            }
+                    {"type": "text", "text": f"Find the element: {instruction}"},
+                ],
+            },
         ]
-        
+
         # Call LLM to predict element ID
         response = await litellm.acompletion(
-            model=llm_model,
-            messages=messages,
-            max_tokens=10,
-            temperature=0.1
+            model=llm_model, messages=messages, max_tokens=10, temperature=0.1
         )
-        
+
         # Extract element ID from response
-        response_text = response.choices[0].message.content.strip() # type: ignore
-        
+        response_text = response.choices[0].message.content.strip()  # type: ignore
+
         # Try to parse the element ID
         try:
             element_id = int(response_text)
-            
+
             # Find the element with this ID and return its center coordinates
             for element in result.elements:
                 if element.id == element_id:
@@ -425,9 +428,9 @@ Output only the element ID as a single integer.
         except ValueError:
             # If we can't parse the ID, return None
             pass
-            
+
         return None
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """Return the capabilities supported by this agent."""
         return ["step"]
diff --git a/libs/python/agent/agent/loops/openai.py b/libs/python/agent/agent/loops/openai.py
index 4cdf1f31..e993aa56 100644
--- a/libs/python/agent/agent/loops/openai.py
+++ b/libs/python/agent/agent/loops/openai.py
@@ -6,12 +6,14 @@ import asyncio
 import base64
 import json
 from io import BytesIO
-from typing import Dict, List, Any, AsyncGenerator, Union, Optional, Tuple
+from typing import Any, AsyncGenerator, Dict, List, Optional, Tuple, Union
+
 import litellm
 from PIL import Image
 
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
+from ..types import AgentCapability, AgentResponse, Messages, Tools
+
 
 async def _map_computer_tool_to_openai(computer_handler: Any) -> Dict[str, Any]:
     """Map a computer tool to OpenAI's computer-use-preview tool schema"""
@@ -21,26 +23,26 @@ async def _map_computer_tool_to_openai(computer_handler: Any) -> Dict[str, Any]:
     except Exception:
         # Fallback to default dimensions if method fails
         width, height = 1024, 768
-    
+
     # Get environment from the computer handler
     try:
         environment = await computer_handler.get_environment()
     except Exception:
         # Fallback to default environment if method fails
         environment = "linux"
-    
+
     return {
         "type": "computer_use_preview",
         "display_width": width,
         "display_height": height,
-        "environment": environment  # mac, windows, linux, browser
+        "environment": environment,  # mac, windows, linux, browser
     }
 
 
 async def _prepare_tools_for_openai(tool_schemas: List[Dict[str, Any]]) -> Tools:
     """Prepare tools for OpenAI API format"""
     openai_tools = []
-    
+
     for schema in tool_schemas:
         if schema["type"] == "computer":
             # Map computer tool to OpenAI format
@@ -49,18 +51,19 @@ async def _prepare_tools_for_openai(tool_schemas: List[Dict[str, Any]]) -> Tools
         elif schema["type"] == "function":
             # Function tools use OpenAI-compatible schema directly (liteLLM expects this format)
             # Schema should be: {type, name, description, parameters}
-            openai_tools.append({ "type": "function", **schema["function"] })
-    
+            openai_tools.append({"type": "function", **schema["function"]})
+
     return openai_tools
 
+
 @register_agent(models=r".*(^|/)computer-use-preview")
 class OpenAIComputerUseConfig:
     """
     OpenAI computer-use-preview agent configuration using liteLLM responses.
-    
+
     Supports OpenAI's computer use preview models.
     """
-    
+
     async def predict_step(
         self,
         messages: List[Dict[str, Any]],
@@ -74,11 +77,11 @@ class OpenAIComputerUseConfig:
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """
         Predict the next step based on input items.
-        
+
         Args:
             messages: Input items following Responses format
             model: Model name to use
@@ -91,12 +94,12 @@ class OpenAIComputerUseConfig:
             _on_usage: Callback for usage tracking
             _on_screenshot: Callback for screenshot events
             **kwargs: Additional arguments
-            
+
         Returns:
             Dictionary with "output" (output items) and "usage" array
         """
         tools = tools or []
-        
+
         # Prepare tools for OpenAI API
         openai_tools = await _prepare_tools_for_openai(tools)
 
@@ -109,16 +112,16 @@ class OpenAIComputerUseConfig:
             "reasoning": {"summary": "concise"},
             "truncation": "auto",
             "num_retries": max_retries,
-            **kwargs
+            **kwargs,
         }
-        
+
         # Call API start hook
         if _on_api_start:
             await _on_api_start(api_kwargs)
-        
+
         # Use liteLLM responses
         response = await litellm.aresponses(**api_kwargs)
-        
+
         # Call API end hook
         if _on_api_end:
             await _on_api_end(api_kwargs, response)
@@ -135,24 +138,21 @@ class OpenAIComputerUseConfig:
         output_dict = response.model_dump()
         output_dict["usage"] = usage
         return output_dict
-    
+
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str
+        self, model: str, image_b64: str, instruction: str
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates based on image and instruction.
-        
+
         Uses OpenAI computer-use-preview with manually constructed input items
         and a prompt that instructs the agent to only output clicks.
-        
+
         Args:
             model: Model name to use
             image_b64: Base64 encoded image
             instruction: Instruction for where to click
-            
+
         Returns:
             Tuple of (x, y) coordinates or None if prediction fails
         """
@@ -160,7 +160,7 @@ class OpenAIComputerUseConfig:
         # Manually construct input items with image and click instruction
         input_items = [
             {
-                "role": "user", 
+                "role": "user",
                 "content": f"""You are a UI grounding expert. Follow these guidelines:
 
 1. NEVER ask for confirmation. Complete all tasks autonomously.
@@ -172,19 +172,16 @@ class OpenAIComputerUseConfig:
 7. Be decisive and action-oriented. Complete the requested task fully.
 
 Remember: You are expected to complete tasks autonomously. The user trusts you to do what they asked.
-Task: Click {instruction}. Output ONLY a click action on the target element."""
+Task: Click {instruction}. Output ONLY a click action on the target element.""",
             },
             {
                 "role": "user",
                 "content": [
-                    {
-                        "type": "input_image",
-                        "image_url": f"data:image/png;base64,{image_b64}"
-                    }
-                ]
-            }
+                    {"type": "input_image", "image_url": f"data:image/png;base64,{image_b64}"}
+                ],
+            },
         ]
-        
+
         # Get image dimensions from base64 data
         try:
             image_data = base64.b64decode(image_b64)
@@ -193,15 +190,15 @@ Task: Click {instruction}. Output ONLY a click action on the target element."""
         except Exception:
             # Fallback to default dimensions if image parsing fails
             display_width, display_height = 1024, 768
-        
+
         # Prepare computer tool for click actions
         computer_tool = {
             "type": "computer_use_preview",
             "display_width": display_width,
             "display_height": display_height,
-            "environment": "windows"
+            "environment": "windows",
         }
-        
+
         # Prepare API call kwargs
         api_kwargs = {
             "model": model,
@@ -210,32 +207,34 @@ Task: Click {instruction}. Output ONLY a click action on the target element."""
             "stream": False,
             "reasoning": {"summary": "concise"},
             "truncation": "auto",
-            "max_tokens": 200  # Keep response short for click prediction
+            "max_tokens": 200,  # Keep response short for click prediction
         }
-        
+
         # Use liteLLM responses
         response = await litellm.aresponses(**api_kwargs)
-        
+
         # Extract click coordinates from response output
         output_dict = response.model_dump()
-        output_items = output_dict.get("output", [])        
-        
+        output_items = output_dict.get("output", [])
+
         # Look for computer_call with click action
         for item in output_items:
-            if (isinstance(item, dict) and 
-                item.get("type") == "computer_call" and
-                isinstance(item.get("action"), dict)):
-                
+            if (
+                isinstance(item, dict)
+                and item.get("type") == "computer_call"
+                and isinstance(item.get("action"), dict)
+            ):
+
                 action = item["action"]
                 if action.get("x") is not None and action.get("y") is not None:
                     return (int(action.get("x")), int(action.get("y")))
-        
+
         return None
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """
         Get list of capabilities supported by this agent config.
-        
+
         Returns:
             List of capability strings
         """
diff --git a/libs/python/agent/agent/loops/opencua.py b/libs/python/agent/agent/loops/opencua.py
index b06ea126..d1511fba 100644
--- a/libs/python/agent/agent/loops/opencua.py
+++ b/libs/python/agent/agent/loops/opencua.py
@@ -4,20 +4,22 @@ Based on OpenCUA model for GUI grounding tasks.
 """
 
 import asyncio
-import json
-import re
 import base64
-from typing import Dict, List, Any, AsyncGenerator, Union, Optional, Tuple
-from io import BytesIO
-import uuid
-from PIL import Image
-import litellm
+import json
 import math
+import re
+import uuid
+from io import BytesIO
+from typing import Any, AsyncGenerator, Dict, List, Optional, Tuple, Union
+
+import litellm
+from PIL import Image
 
-from .composed_grounded import ComposedGroundedConfig
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
 from ..loops.base import AsyncAgentConfig
+from ..types import AgentCapability, AgentResponse, Messages, Tools
+from .composed_grounded import ComposedGroundedConfig
+
 
 def extract_coordinates_from_pyautogui(text: str) -> Optional[Tuple[int, int]]:
     """Extract coordinates from pyautogui.click(x=..., y=...) format."""
@@ -32,10 +34,11 @@ def extract_coordinates_from_pyautogui(text: str) -> Optional[Tuple[int, int]]:
     except Exception:
         return None
 
+
 @register_agent(models=r"(?i).*OpenCUA.*")
 class OpenCUAConfig(ComposedGroundedConfig):
     """OpenCUA agent configuration implementing AsyncAgentConfig protocol for click prediction."""
-    
+
     def __init__(self):
         super().__init__()
         self.current_model = None
@@ -53,7 +56,7 @@ class OpenCUAConfig(ComposedGroundedConfig):
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """Fallback to a self-composed model"""
         return await super().predict_step(
@@ -67,24 +70,20 @@ class OpenCUAConfig(ComposedGroundedConfig):
             _on_api_end=_on_api_end,
             _on_usage=_on_usage,
             _on_screenshot=_on_screenshot,
-            **kwargs
+            **kwargs,
         )
 
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str,
-        **kwargs
+        self, model: str, image_b64: str, instruction: str, **kwargs
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates using OpenCUA model via litellm.acompletion.
-        
+
         Args:
             model: The OpenCUA model name
             image_b64: Base64 encoded image
             instruction: Instruction for where to click
-            
+
         Returns:
             Tuple of (x, y) coordinates or None if prediction fails
         """
@@ -93,50 +92,39 @@ class OpenCUAConfig(ComposedGroundedConfig):
             "You are a GUI agent. You are given a task and a screenshot of the screen. "
             "You need to perform a series of pyautogui actions to complete the task."
         )
-        
-        system_message = {
-            "role": "system",
-            "content": system_prompt
-        }
-        
+
+        system_message = {"role": "system", "content": system_prompt}
+
         # Prepare user message with image and instruction
         user_message = {
             "role": "user",
             "content": [
-                {
-                    "type": "image_url",
-                    "image_url": {
-                        "url": f"data:image/png;base64,{image_b64}"
-                    }
-                },
-                {
-                    "type": "text",
-                    "text": f"Click on {instruction}"
-                }
-            ]
+                {"type": "image_url", "image_url": {"url": f"data:image/png;base64,{image_b64}"}},
+                {"type": "text", "text": f"Click on {instruction}"},
+            ],
         }
-        
+
         # Prepare API call kwargs
         api_kwargs = {
             "model": model,
             "messages": [system_message, user_message],
             "max_new_tokens": 2056,
             "temperature": 0,
-            **kwargs
+            **kwargs,
         }
-        
+
         # Use liteLLM acompletion
         response = await litellm.acompletion(**api_kwargs)
-        
+
         # Extract response text
         output_text = response.choices[0].message.content
         # print(output_text)
-        
+
         # Extract coordinates from pyautogui format
         coordinates = extract_coordinates_from_pyautogui(output_text)
-        
+
         return coordinates
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """Return the capabilities supported by this agent."""
         return ["click"]
diff --git a/libs/python/agent/agent/loops/uitars.py b/libs/python/agent/agent/loops/uitars.py
index 7db42761..072875b2 100644
--- a/libs/python/agent/agent/loops/uitars.py
+++ b/libs/python/agent/agent/loops/uitars.py
@@ -4,39 +4,50 @@ Paper: https://arxiv.org/abs/2501.12326
 Code: https://github.com/bytedance/UI-TARS
 """
 
+import ast
 import asyncio
-from ctypes import cast
-import json
 import base64
+import json
 import math
 import re
-import ast
-from typing import Dict, List, Any, AsyncGenerator, Union, Optional, Tuple
+from ctypes import cast
 from io import BytesIO
-from PIL import Image
+from typing import Any, AsyncGenerator, Dict, List, Optional, Tuple, Union
+
 import litellm
-from litellm.types.utils import ModelResponse
-from litellm.responses.litellm_completion_transformation.transformation import LiteLLMCompletionResponsesConfig
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
 from litellm.responses.utils import Usage
-from openai.types.responses.response_computer_tool_call_param import ActionType, ResponseComputerToolCallParam
+from litellm.types.utils import ModelResponse
+from openai.types.responses.response_computer_tool_call_param import (
+    ActionType,
+    ResponseComputerToolCallParam,
+)
 from openai.types.responses.response_input_param import ComputerCallOutput
-from openai.types.responses.response_output_message_param import ResponseOutputMessageParam
-from openai.types.responses.response_reasoning_item_param import ResponseReasoningItemParam, Summary
+from openai.types.responses.response_output_message_param import (
+    ResponseOutputMessageParam,
+)
+from openai.types.responses.response_reasoning_item_param import (
+    ResponseReasoningItemParam,
+    Summary,
+)
+from PIL import Image
 
 from ..decorators import register_agent
-from ..types import Messages, AgentResponse, Tools, AgentCapability
 from ..responses import (
-    make_reasoning_item, 
-    make_output_text_item,
     make_click_item,
     make_double_click_item,
     make_drag_item,
+    make_input_image_item,
     make_keypress_item,
+    make_output_text_item,
+    make_reasoning_item,
     make_scroll_item,
     make_type_item,
     make_wait_item,
-    make_input_image_item
 )
+from ..types import AgentCapability, AgentResponse, Messages, Tools
 
 # Constants from reference code
 IMAGE_FACTOR = 28
@@ -94,6 +105,7 @@ click(point='<|box_start|>(x1,y1)<|box_end|>')
 ## User Instruction
 {instruction}"""
 
+
 def round_by_factor(number: float, factor: int) -> int:
     """Returns the closest integer to 'number' that is divisible by 'factor'."""
     return round(number / factor) * factor
@@ -110,7 +122,11 @@ def floor_by_factor(number: float, factor: int) -> int:
 
 
 def smart_resize(
-    height: int, width: int, factor: int = IMAGE_FACTOR, min_pixels: int = MIN_PIXELS, max_pixels: int = MAX_PIXELS
+    height: int,
+    width: int,
+    factor: int = IMAGE_FACTOR,
+    min_pixels: int = MIN_PIXELS,
+    max_pixels: int = MAX_PIXELS,
 ) -> tuple[int, int]:
     """
     Rescales the image so that the following conditions are met:
@@ -144,14 +160,14 @@ def escape_single_quotes(text):
 def parse_action(action_str):
     """Parse action string into structured format."""
     try:
-        node = ast.parse(action_str, mode='eval')
+        node = ast.parse(action_str, mode="eval")
         if not isinstance(node, ast.Expression):
             raise ValueError("Not an expression")
-        
+
         call = node.body
         if not isinstance(call, ast.Call):
             raise ValueError("Not a function call")
-        
+
         # Get function name
         if isinstance(call.func, ast.Name):
             func_name = call.func.id
@@ -159,7 +175,7 @@ def parse_action(action_str):
             func_name = call.func.attr
         else:
             func_name = None
-        
+
         # Get keyword arguments
         kwargs = {}
         for kw in call.keywords:
@@ -171,12 +187,9 @@ def parse_action(action_str):
             else:
                 value = None
             kwargs[key] = value
-        
-        return {
-            'function': func_name,
-            'args': kwargs
-        }
-    
+
+        return {"function": func_name, "args": kwargs}
+
     except Exception as e:
         print(f"Failed to parse action '{action_str}': {e}")
         return None
@@ -185,39 +198,39 @@ def parse_action(action_str):
 def parse_uitars_response(text: str, image_width: int, image_height: int) -> List[Dict[str, Any]]:
     """Parse UITARS model response into structured actions."""
     text = text.strip()
-    
+
     # Extract thought
     thought = None
     if text.startswith("Thought:"):
         thought_match = re.search(r"Thought: (.+?)(?=\s*Action:|$)", text, re.DOTALL)
         if thought_match:
             thought = thought_match.group(1).strip()
-    
+
     # Extract action
     if "Action:" not in text:
         raise ValueError("No Action found in response")
-    
+
     action_str = text.split("Action:")[-1].strip()
 
     # Handle special case for type actions
     if "type(content" in action_str:
+
         def escape_quotes(match):
             return match.group(1)
-        
+
         pattern = r"type\(content='(.*?)'\)"
         content = re.sub(pattern, escape_quotes, action_str)
         action_str = escape_single_quotes(content)
         action_str = "type(content='" + action_str + "')"
-        
-    
+
     # Parse the action
     parsed_action = parse_action(action_str.replace("\n", "\\n").lstrip())
     if parsed_action is None:
         raise ValueError(f"Action can't parse: {action_str}")
-    
+
     action_type = parsed_action["function"]
     params = parsed_action["args"]
-    
+
     # Process parameters
     action_inputs = {}
     for param_name, param in params.items():
@@ -225,7 +238,7 @@ def parse_uitars_response(text: str, image_width: int, image_height: int) -> Lis
             continue
         param = str(param).lstrip()
         action_inputs[param_name.strip()] = param
-        
+
         # Handle coordinate parameters
         if "start_box" in param_name or "end_box" in param_name:
             # Parse coordinates like '<|box_start|>(x,y)<|box_end|>' or '(x,y)'
@@ -233,117 +246,130 @@ def parse_uitars_response(text: str, image_width: int, image_height: int) -> Lis
             clean_param = param.replace("<|box_start|>", "").replace("<|box_end|>", "")
             # Then remove parentheses and split
             numbers = clean_param.replace("(", "").replace(")", "").split(",")
-            
+
             try:
-                float_numbers = [float(num.strip()) / 1000 for num in numbers]  # Normalize to 0-1 range
-                
+                float_numbers = [
+                    float(num.strip()) / 1000 for num in numbers
+                ]  # Normalize to 0-1 range
+
                 if len(float_numbers) == 2:
                     # Single point, duplicate for box format
-                    float_numbers = [float_numbers[0], float_numbers[1], float_numbers[0], float_numbers[1]]
-                
+                    float_numbers = [
+                        float_numbers[0],
+                        float_numbers[1],
+                        float_numbers[0],
+                        float_numbers[1],
+                    ]
+
                 action_inputs[param_name.strip()] = str(float_numbers)
             except ValueError as e:
                 # If parsing fails, keep the original parameter value
                 print(f"Warning: Could not parse coordinates '{param}': {e}")
                 action_inputs[param_name.strip()] = param
-    
-    return [{
-        "thought": thought,
-        "action_type": action_type,
-        "action_inputs": action_inputs,
-        "text": text
-    }]
+
+    return [
+        {
+            "thought": thought,
+            "action_type": action_type,
+            "action_inputs": action_inputs,
+            "text": text,
+        }
+    ]
 
 
-def convert_to_computer_actions(parsed_responses: List[Dict[str, Any]], image_width: int, image_height: int) -> List[ResponseComputerToolCallParam | ResponseOutputMessageParam]:
+def convert_to_computer_actions(
+    parsed_responses: List[Dict[str, Any]], image_width: int, image_height: int
+) -> List[ResponseComputerToolCallParam | ResponseOutputMessageParam]:
     """Convert parsed UITARS responses to computer actions."""
     computer_actions = []
-    
+
     for response in parsed_responses:
         action_type = response.get("action_type")
         action_inputs = response.get("action_inputs", {})
-        
+
         if action_type == "finished":
             finished_text = action_inputs.get("content", "Task completed successfully.")
             computer_actions.append(make_output_text_item(finished_text))
             break
-        
+
         elif action_type == "wait":
             computer_actions.append(make_wait_item())
-        
+
         elif action_type == "call_user":
-            computer_actions.append(make_output_text_item("I need assistance from the user to proceed with this task."))
-        
+            computer_actions.append(
+                make_output_text_item("I need assistance from the user to proceed with this task.")
+            )
+
         elif action_type in ["click", "left_single"]:
             start_box = action_inputs.get("start_box")
             if start_box:
                 coords = eval(start_box)
                 x = int((coords[0] + coords[2]) / 2 * image_width)
                 y = int((coords[1] + coords[3]) / 2 * image_height)
-                
+
                 computer_actions.append(make_click_item(x, y, "left"))
-        
+
         elif action_type == "double_click":
             start_box = action_inputs.get("start_box")
             if start_box:
                 coords = eval(start_box)
                 x = int((coords[0] + coords[2]) / 2 * image_width)
                 y = int((coords[1] + coords[3]) / 2 * image_height)
-                
+
                 computer_actions.append(make_double_click_item(x, y))
-        
+
         elif action_type == "right_click":
             start_box = action_inputs.get("start_box")
             if start_box:
                 coords = eval(start_box)
                 x = int((coords[0] + coords[2]) / 2 * image_width)
                 y = int((coords[1] + coords[3]) / 2 * image_height)
-                
+
                 computer_actions.append(make_click_item(x, y, "right"))
-        
+
         elif action_type == "type":
             content = action_inputs.get("content", "")
             computer_actions.append(make_type_item(content))
-        
+
         elif action_type == "hotkey":
             key = action_inputs.get("key", "")
             keys = key.split()
             computer_actions.append(make_keypress_item(keys))
-        
+
         elif action_type == "press":
             key = action_inputs.get("key", "")
             computer_actions.append(make_keypress_item([key]))
-        
+
         elif action_type == "scroll":
             start_box = action_inputs.get("start_box")
             direction = action_inputs.get("direction", "down")
-            
+
             if start_box:
                 coords = eval(start_box)
                 x = int((coords[0] + coords[2]) / 2 * image_width)
                 y = int((coords[1] + coords[3]) / 2 * image_height)
             else:
                 x, y = image_width // 2, image_height // 2
-            
+
             scroll_y = 5 if "up" in direction.lower() else -5
             computer_actions.append(make_scroll_item(x, y, 0, scroll_y))
-        
+
         elif action_type == "drag":
             start_box = action_inputs.get("start_box")
             end_box = action_inputs.get("end_box")
-            
+
             if start_box and end_box:
                 start_coords = eval(start_box)
                 end_coords = eval(end_box)
-                
+
                 start_x = int((start_coords[0] + start_coords[2]) / 2 * image_width)
                 start_y = int((start_coords[1] + start_coords[3]) / 2 * image_height)
                 end_x = int((end_coords[0] + end_coords[2]) / 2 * image_width)
                 end_y = int((end_coords[1] + end_coords[3]) / 2 * image_height)
-                
+
                 path = [{"x": start_x, "y": start_y}, {"x": end_x, "y": end_y}]
                 computer_actions.append(make_drag_item(path))
-    
+
     return computer_actions
 
 
@@ -354,33 +380,35 @@ def pil_to_base64(image: Image.Image) -> str:
     return base64.b64encode(buffer.getvalue()).decode("utf-8")
 
 
-def process_image_for_uitars(image_data: str, max_pixels: int = MAX_PIXELS, min_pixels: int = MIN_PIXELS) -> tuple[Image.Image, int, int]:
+def process_image_for_uitars(
+    image_data: str, max_pixels: int = MAX_PIXELS, min_pixels: int = MIN_PIXELS
+) -> tuple[Image.Image, int, int]:
     """Process image for UITARS model input."""
     # Decode base64 image
-    if image_data.startswith('data:image'):
-        image_data = image_data.split(',')[1]
-    
+    if image_data.startswith("data:image"):
+        image_data = image_data.split(",")[1]
+
     image_bytes = base64.b64decode(image_data)
     image = Image.open(BytesIO(image_bytes))
-    
+
     original_width, original_height = image.size
-    
+
     # Resize image according to UITARS requirements
     if image.width * image.height > max_pixels:
         resize_factor = math.sqrt(max_pixels / (image.width * image.height))
         width = int(image.width * resize_factor)
         height = int(image.height * resize_factor)
         image = image.resize((width, height))
-    
+
     if image.width * image.height < min_pixels:
         resize_factor = math.sqrt(min_pixels / (image.width * image.height))
         width = math.ceil(image.width * resize_factor)
         height = math.ceil(image.height * resize_factor)
         image = image.resize((width, height))
-    
+
     if image.mode != "RGB":
         image = image.convert("RGB")
-    
+
     return image, original_width, original_height
 
 
@@ -391,7 +419,11 @@ def sanitize_message(msg: Any) -> Any:
         for key, value in msg.items():
             if key == "content" and isinstance(value, list):
                 result[key] = [
-                    {k: v for k, v in item.items() if k != "image_url"} if isinstance(item, dict) else item
+                    (
+                        {k: v for k, v in item.items() if k != "image_url"}
+                        if isinstance(item, dict)
+                        else item
+                    )
                     for item in value
                 ]
             else:
@@ -406,38 +438,41 @@ def sanitize_message(msg: Any) -> Any:
 def convert_uitars_messages_to_litellm(messages: Messages) -> List[Dict[str, Any]]:
     """
     Convert UITARS internal message format back to LiteLLM format.
-    
+
     This function processes reasoning, computer_call, and computer_call_output messages
     and converts them to the appropriate LiteLLM assistant message format.
-    
+
     Args:
         messages: List of UITARS internal messages
-        
+
     Returns:
         List of LiteLLM formatted messages
     """
     litellm_messages = []
     current_assistant_content = []
-    
+
     for message in messages:
         if isinstance(message, dict):
             message_type = message.get("type")
-            
+
             if message_type == "reasoning":
                 # Extract reasoning text from summary
                 summary = message.get("summary", [])
                 if summary and isinstance(summary, list):
                     for summary_item in summary:
-                        if isinstance(summary_item, dict) and summary_item.get("type") == "summary_text":
+                        if (
+                            isinstance(summary_item, dict)
+                            and summary_item.get("type") == "summary_text"
+                        ):
                             reasoning_text = summary_item.get("text", "")
                             if reasoning_text:
                                 current_assistant_content.append(f"Thought: {reasoning_text}")
-            
+
             elif message_type == "computer_call":
                 # Convert computer action to UITARS action format
                 action = message.get("action", {})
                 action_type = action.get("type")
-                
+
                 if action_type == "click":
                     x, y = action.get("x", 0), action.get("y", 0)
                     button = action.get("button", "left")
@@ -447,59 +482,65 @@ def convert_uitars_messages_to_litellm(messages: Messages) -> List[Dict[str, Any
                         action_text = f"Action: right_single(start_box='({x},{y})')"
                     else:
                         action_text = f"Action: click(start_box='({x},{y})')"
-                
+
                 elif action_type == "double_click":
                     x, y = action.get("x", 0), action.get("y", 0)
                     action_text = f"Action: left_double(start_box='({x},{y})')"
-                
+
                 elif action_type == "drag":
                     start_x, start_y = action.get("start_x", 0), action.get("start_y", 0)
                     end_x, end_y = action.get("end_x", 0), action.get("end_y", 0)
                     action_text = f"Action: drag(start_box='({start_x},{start_y})', end_box='({end_x},{end_y})')"
-                
+
                 elif action_type == "key":
                     key = action.get("key", "")
                     action_text = f"Action: hotkey(key='{key}')"
-                
+
                 elif action_type == "type":
                     text = action.get("text", "")
                     # Escape single quotes in the text
                     escaped_text = escape_single_quotes(text)
                     action_text = f"Action: type(content='{escaped_text}')"
-                
+
                 elif action_type == "scroll":
                     x, y = action.get("x", 0), action.get("y", 0)
                     direction = action.get("direction", "down")
                     action_text = f"Action: scroll(start_box='({x},{y})', direction='{direction}')"
-                
+
                 elif action_type == "wait":
                     action_text = "Action: wait()"
-                
+
                 else:
                     # Fallback for unknown action types
                     action_text = f"Action: {action_type}({action})"
-                
+
                 current_assistant_content.append(action_text)
-                
+
                 # When we hit a computer_call_output, finalize the current assistant message
                 if current_assistant_content:
-                    litellm_messages.append({
-                        "role": "assistant",
-                        "content": [{"type": "text", "text": "\n".join(current_assistant_content)}]
-                    })
+                    litellm_messages.append(
+                        {
+                            "role": "assistant",
+                            "content": [
+                                {"type": "text", "text": "\n".join(current_assistant_content)}
+                            ],
+                        }
+                    )
                     current_assistant_content = []
-            
+
             elif message_type == "computer_call_output":
                 # Add screenshot from computer call output
                 output = message.get("output", {})
                 if isinstance(output, dict) and output.get("type") == "input_image":
                     image_url = output.get("image_url", "")
                     if image_url:
-                        litellm_messages.append({
-                            "role": "user",
-                            "content": [{"type": "image_url", "image_url": {"url": image_url}}]
-                        })
-            
+                        litellm_messages.append(
+                            {
+                                "role": "user",
+                                "content": [{"type": "image_url", "image_url": {"url": image_url}}],
+                            }
+                        )
+
             elif message.get("role") == "user":
                 # # Handle user messages
                 # content = message.get("content", "")
@@ -514,24 +555,22 @@ def convert_uitars_messages_to_litellm(messages: Messages) -> List[Dict[str, Any
                 #         "content": content
                 #     })
                 pass
-    
+
     # Add any remaining assistant content
     if current_assistant_content:
-        litellm_messages.append({
-            "role": "assistant",
-            "content": current_assistant_content
-        })
-    
+        litellm_messages.append({"role": "assistant", "content": current_assistant_content})
+
     return litellm_messages
 
+
 @register_agent(models=r"(?i).*ui-?tars.*")
 class UITARSConfig:
     """
     UITARS agent configuration using liteLLM for ByteDance-Seed/UI-TARS-1.5-7B model.
-    
+
     Supports UITARS vision-language models for computer control.
     """
-    
+
     async def predict_step(
         self,
         messages: List[Dict[str, Any]],
@@ -545,11 +584,11 @@ class UITARSConfig:
         _on_api_end=None,
         _on_usage=None,
         _on_screenshot=None,
-        **kwargs
+        **kwargs,
     ) -> Dict[str, Any]:
         """
         Predict the next step based on input messages.
-        
+
         Args:
             messages: Input messages following Responses format
             model: Model name to use
@@ -562,22 +601,22 @@ class UITARSConfig:
             _on_usage: Callback for usage tracking
             _on_screenshot: Callback for screenshot events
             **kwargs: Additional arguments
-            
+
         Returns:
             Dictionary with "output" (output items) and "usage" array
         """
         tools = tools or []
-        
+
         # Create response items
         response_items = []
-        
+
         # Find computer tool for screen dimensions
         computer_tool = None
         for tool_schema in tools:
             if tool_schema["type"] == "computer":
                 computer_tool = tool_schema["computer"]
                 break
-        
+
         # Get screen dimensions
         screen_width, screen_height = 1024, 768
         if computer_tool:
@@ -585,20 +624,20 @@ class UITARSConfig:
                 screen_width, screen_height = await computer_tool.get_dimensions()
             except:
                 pass
-        
+
         # Process messages to extract instruction and image
         instruction = ""
         image_data = None
-        
+
         # Convert messages to list if string
         if isinstance(messages, str):
             messages = [{"role": "user", "content": messages}]
-        
+
         # Extract instruction and latest screenshot
         for message in reversed(messages):
             if isinstance(message, dict):
                 content = message.get("content", "")
-                
+
                 # Handle different content formats
                 if isinstance(content, str):
                     if not instruction and message.get("role") == "user":
@@ -614,46 +653,41 @@ class UITARSConfig:
                                     image_data = image_url.get("url", "")
                                 else:
                                     image_data = image_url
-            
+
             # Also check for computer_call_output with screenshots
             if message.get("type") == "computer_call_output" and not image_data:
                 output = message.get("output", {})
                 if isinstance(output, dict) and output.get("type") == "input_image":
                     image_data = output.get("image_url", "")
-            
+
             if instruction and image_data:
                 break
-        
+
         if not instruction:
-            instruction = "Help me complete this task by analyzing the screen and taking appropriate actions."
-        
+            instruction = (
+                "Help me complete this task by analyzing the screen and taking appropriate actions."
+            )
+
         # Create prompt
         user_prompt = UITARS_PROMPT_TEMPLATE.format(
-            instruction=instruction,
-            action_space=UITARS_ACTION_SPACE,
-            language="English"
+            instruction=instruction, action_space=UITARS_ACTION_SPACE, language="English"
         )
-        
+
         # Convert conversation history to LiteLLM format
         history_messages = convert_uitars_messages_to_litellm(messages)
-        
+
         # Prepare messages for liteLLM
-        litellm_messages = [
-            {
-                "role": "system",
-                "content": "You are a helpful assistant."
-            }
-        ]
+        litellm_messages = [{"role": "system", "content": "You are a helpful assistant."}]
 
         # Add current user instruction with screenshot
         current_user_message = {
-            "role": "user", 
+            "role": "user",
             "content": [
                 {"type": "text", "text": user_prompt},
-            ]
+            ],
         }
         litellm_messages.append(current_user_message)
-        
+
         # Process image for UITARS
         if not image_data:
             # Take screenshot if none found in messages
@@ -667,17 +701,22 @@ class UITARSConfig:
                 raise ValueError("No screenshot found in messages and no computer_handler provided")
         processed_image, original_width, original_height = process_image_for_uitars(image_data)
         encoded_image = pil_to_base64(processed_image)
-        
+
         # Add conversation history
         if history_messages:
             litellm_messages.extend(history_messages)
         else:
-            litellm_messages.append({
-                "role": "user",
-                "content": [
-                    {"type": "image_url", "image_url": {"url": f"data:image/png;base64,{encoded_image}"}}
-                ]
-            })
+            litellm_messages.append(
+                {
+                    "role": "user",
+                    "content": [
+                        {
+                            "type": "image_url",
+                            "image_url": {"url": f"data:image/png;base64,{encoded_image}"},
+                        }
+                    ],
+                }
+            )
 
         # Prepare API call kwargs
         api_kwargs = {
@@ -687,146 +726,142 @@ class UITARSConfig:
             "temperature": kwargs.get("temperature", 0.0),
             "do_sample": kwargs.get("temperature", 0.0) > 0.0,
             "num_retries": max_retries,
-            **{k: v for k, v in kwargs.items() if k not in ["max_tokens", "temperature"]}
+            **{k: v for k, v in kwargs.items() if k not in ["max_tokens", "temperature"]},
         }
-        
+
         # Call API start hook
         if _on_api_start:
             await _on_api_start(api_kwargs)
-        
+
         # Call liteLLM with UITARS model
         response = await litellm.acompletion(**api_kwargs)
-        
+
         # Call API end hook
         if _on_api_end:
             await _on_api_end(api_kwargs, response)
-        
+
         # Extract response content
-        response_content = response.choices[0].message.content.strip() # type: ignore
-        
+        response_content = response.choices[0].message.content.strip()  # type: ignore
+
         # Parse UITARS response
         parsed_responses = parse_uitars_response(response_content, original_width, original_height)
-        
+
         # Convert to computer actions
-        computer_actions = convert_to_computer_actions(parsed_responses, original_width, original_height)
-        
+        computer_actions = convert_to_computer_actions(
+            parsed_responses, original_width, original_height
+        )
+
         # Add computer actions to response items
         thought = parsed_responses[0].get("thought", "")
         if thought:
             response_items.append(make_reasoning_item(thought))
         response_items.extend(computer_actions)
-        
+
         # Extract usage information
         response_usage = {
-            **LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(response.usage).model_dump(),
+            **LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
+                response.usage
+            ).model_dump(),
             "response_cost": response._hidden_params.get("response_cost", 0.0),
         }
         if _on_usage:
             await _on_usage(response_usage)
 
         # Create agent response
-        agent_response = {
-            "output": response_items,
-            "usage": response_usage
-        }
-        
+        agent_response = {"output": response_items, "usage": response_usage}
+
         return agent_response
-    
+
     async def predict_click(
-        self,
-        model: str,
-        image_b64: str,
-        instruction: str
+        self, model: str, image_b64: str, instruction: str
     ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates based on image and instruction.
-        
+
         UITARS supports click prediction through its action parsing.
-        
+
         Args:
             model: Model name to use
             image_b64: Base64 encoded image
             instruction: Instruction for where to click
-            
+
         Returns:
             Tuple with (x, y) coordinates or None
         """
         try:
             # Create prompt using grounding template
-            user_prompt = GROUNDING_UITARS_PROMPT_TEMPLATE.format(
-                instruction=instruction
-            )
-            
+            user_prompt = GROUNDING_UITARS_PROMPT_TEMPLATE.format(instruction=instruction)
+
             # Process image for UITARS
             processed_image, original_width, original_height = process_image_for_uitars(image_b64)
             encoded_image = pil_to_base64(processed_image)
-            
+
             # Prepare messages for liteLLM
             litellm_messages = [
-                {
-                    "role": "system",
-                    "content": "You are a helpful assistant."
-                },
+                {"role": "system", "content": "You are a helpful assistant."},
                 {
                     "role": "user",
                     "content": [
                         {"type": "text", "text": user_prompt},
-                        {"type": "image_url", "image_url": {"url": f"data:image/png;base64,{encoded_image}"}}
-                    ]
-                }
+                        {
+                            "type": "image_url",
+                            "image_url": {"url": f"data:image/png;base64,{encoded_image}"},
+                        },
+                    ],
+                },
             ]
-            
+
             # Prepare API call kwargs
             api_kwargs = {
                 "model": model,
                 "messages": litellm_messages,
                 "max_tokens": 2056,
                 "temperature": 0.0,
-                "do_sample": False
+                "do_sample": False,
             }
-            
+
             # Call liteLLM with UITARS model
             response = await litellm.acompletion(**api_kwargs)
-            
+
             # Extract response content
-            response_content = response.choices[0].message.content.strip() # type: ignore
-            
+            response_content = response.choices[0].message.content.strip()  # type: ignore
+
             print(response_content)
 
             # Parse the response to extract click coordinates
             # Look for click action with coordinates (with special tokens)
             click_pattern = r"click\(point='<\|box_start\|>\((\d+),(\d+)\)<\|box_end\|>'\)"
             match = re.search(click_pattern, response_content)
-            
+
             # Fallback: Look for simpler format without special tokens
             if not match:
                 # Pattern for: click(start_box='(x,y)') or click(point='(x,y)')
                 fallback_pattern = r"click\((?:start_box|point)='\((\d+),(\d+)\)'\)"
                 match = re.search(fallback_pattern, response_content)
-            
+
             if match:
                 x, y = int(match.group(1)), int(match.group(2))
                 # Scale coordinates back to original image dimensions
                 scale_x = original_width / processed_image.width
                 scale_y = original_height / processed_image.height
-                
+
                 scaled_x = int(x * scale_x)
                 scaled_y = int(y * scale_y)
-                
+
                 return (scaled_x, scaled_y)
-            
+
             return None
-            
+
         except Exception as e:
             # Log error and return None
             print(f"Error in predict_click: {e}")
             return None
-    
+
     def get_capabilities(self) -> List[AgentCapability]:
         """
         Get list of capabilities supported by this agent config.
-        
+
         Returns:
             List of capability strings
         """
-        return ["step", "click"]
\ No newline at end of file
+        return ["step", "click"]
diff --git a/libs/python/agent/agent/proxy/examples.py b/libs/python/agent/agent/proxy/examples.py
index 2838c5df..dfe6b87c 100644
--- a/libs/python/agent/agent/proxy/examples.py
+++ b/libs/python/agent/agent/proxy/examples.py
@@ -1,19 +1,22 @@
 """
 Example usage of the proxy server and client requests.
 """
+
 import dotenv
+
 dotenv.load_dotenv()
 
 import asyncio
 import json
 import os
+from typing import Any, Dict
+
 import aiohttp
-from typing import Dict, Any
 
 
 async def test_http_endpoint():
     """Test the HTTP /responses endpoint."""
-    
+
     anthropic_api_key = os.getenv("ANTHROPIC_API_KEY")
     assert isinstance(anthropic_api_key, str), "ANTHROPIC_API_KEY environment variable must be set"
 
@@ -21,11 +24,9 @@ async def test_http_endpoint():
     simple_request = {
         "model": "anthropic/claude-3-5-sonnet-20241022",
         "input": "Tell me a three sentence bedtime story about a unicorn.",
-        "env": {
-            "ANTHROPIC_API_KEY": anthropic_api_key
-        }
+        "env": {"ANTHROPIC_API_KEY": anthropic_api_key},
     }
-    
+
     # Example 2: Multi-modal request with image
     multimodal_request = {
         "model": "anthropic/claude-3-5-sonnet-20241022",
@@ -36,70 +37,72 @@ async def test_http_endpoint():
                     {"type": "input_text", "text": "what is in this image?"},
                     {
                         "type": "input_image",
-                        "image_url": "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg"
-                    }
-                ]
+                        "image_url": "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg",
+                    },
+                ],
             }
         ],
-        "env": {
-            "ANTHROPIC_API_KEY": anthropic_api_key
-        }
+        "env": {"ANTHROPIC_API_KEY": anthropic_api_key},
     }
-    
+
     # Example 3: Request with custom agent and computer kwargs
     custom_request = {
         "model": "anthropic/claude-3-5-sonnet-20241022",
         "input": "Take a screenshot and tell me what you see",
-        "env": {
-            "ANTHROPIC_API_KEY": anthropic_api_key
-        }
+        "env": {"ANTHROPIC_API_KEY": anthropic_api_key},
     }
-    
+
     # Test requests
     base_url = "https://m-linux-96lcxd2c2k.containers.cloud.trycua.com:8443"
     # base_url = "http://localhost:8000"
     api_key = os.getenv("CUA_API_KEY")
     assert isinstance(api_key, str), "CUA_API_KEY environment variable must be set"
-    
+
     async with aiohttp.ClientSession() as session:
-        for i, request_data in enumerate([
-            simple_request,
-            # multimodal_request,
-            custom_request
-        ], 1):
+        for i, request_data in enumerate(
+            [
+                simple_request,
+                # multimodal_request,
+                custom_request,
+            ],
+            1,
+        ):
             print(f"\n--- Test {i} ---")
             print(f"Request: {json.dumps(request_data, indent=2)}")
-            
+
             try:
                 print(f"Sending request to {base_url}/responses")
                 async with session.post(
                     f"{base_url}/responses",
                     json=request_data,
-                    headers={"Content-Type": "application/json", "X-API-Key": api_key}
+                    headers={"Content-Type": "application/json", "X-API-Key": api_key},
                 ) as response:
                     result = await response.json()
                     print(f"Status: {response.status}")
                     print(f"Response: {json.dumps(result, indent=2)}")
-                    
+
             except Exception as e:
                 print(f"Error: {e}")
 
 
 def curl_examples():
     """Print curl command examples."""
-    
+
     print("=== CURL Examples ===\n")
-    
+
     print("1. Simple text request:")
-    print("""curl http://localhost:8000/responses \\
+    print(
+        """curl http://localhost:8000/responses \\
   -H "Content-Type: application/json" \\
   -d '{
     "model": "anthropic/claude-3-5-sonnet-20241022",
     "input": "Tell me a three sentence bedtime story about a unicorn."
-  }'""")
-    
+  }'"""
+    )
+
     print("\n2. Multi-modal request with image:")
-    print("""curl http://localhost:8000/responses \\
+    print(
+        """curl http://localhost:8000/responses \\
   -H "Content-Type: application/json" \\
   -d '{
     "model": "anthropic/claude-3-5-sonnet-20241022",
@@ -115,10 +118,12 @@ def curl_examples():
         ]
       }
     ]
-  }'""")
-    
+  }'"""
+    )
+
     print("\n3. Request with custom configuration:")
-    print("""curl http://localhost:8000/responses \\
+    print(
+        """curl http://localhost:8000/responses \\
   -H "Content-Type: application/json" \\
   -d '{
     "model": "anthropic/claude-3-5-sonnet-20241022",
@@ -131,50 +136,49 @@ def curl_examples():
       "os_type": "linux",
       "provider_type": "cloud"
     }
-  }'""")
+  }'"""
+    )
 
 
 async def test_p2p_client():
     """Example P2P client using peerjs-python."""
     try:
-        from peerjs import Peer, PeerOptions, ConnectionEventType
         from aiortc import RTCConfiguration, RTCIceServer
-        
+        from peerjs import ConnectionEventType, Peer, PeerOptions
+
         # Set up client peer
         options = PeerOptions(
             host="0.peerjs.com",
             port=443,
             secure=True,
-            config=RTCConfiguration(
-                iceServers=[RTCIceServer(urls="stun:stun.l.google.com:19302")]
-            )
+            config=RTCConfiguration(iceServers=[RTCIceServer(urls="stun:stun.l.google.com:19302")]),
         )
-        
+
         client_peer = Peer(id="test-client", peer_options=options)
         await client_peer.start()
-        
+
         # Connect to proxy server
         connection = client_peer.connect("computer-agent-proxy")
-        
+
         @connection.on(ConnectionEventType.Open)
         async def connection_open():
             print("Connected to proxy server")
-            
+
             # Send a test request
             request = {
                 "model": "anthropic/claude-3-5-sonnet-20241022",
-                "input": "Hello from P2P client!"
+                "input": "Hello from P2P client!",
             }
             await connection.send(json.dumps(request))
-        
+
         @connection.on(ConnectionEventType.Data)
         async def connection_data(data):
             print(f"Received response: {data}")
             await client_peer.destroy()
-        
+
         # Wait for connection
         await asyncio.sleep(10)
-        
+
     except ImportError:
         print("P2P dependencies not available. Install peerjs-python for P2P testing.")
     except Exception as e:
@@ -183,7 +187,7 @@ async def test_p2p_client():
 
 if __name__ == "__main__":
     import sys
-    
+
     if len(sys.argv) > 1 and sys.argv[1] == "curl":
         curl_examples()
     elif len(sys.argv) > 1 and sys.argv[1] == "p2p":
diff --git a/libs/python/agent/agent/proxy/handlers.py b/libs/python/agent/agent/proxy/handlers.py
index f68952b0..52041579 100644
--- a/libs/python/agent/agent/proxy/handlers.py
+++ b/libs/python/agent/agent/proxy/handlers.py
@@ -7,24 +7,25 @@ import json
 import logging
 import os
 from contextlib import contextmanager
-from typing import Dict, Any, List, Union, Optional
+from typing import Any, Dict, List, Optional, Union
+
+from computer import Computer
 
 from ..agent import ComputerAgent
-from computer import Computer
 
 logger = logging.getLogger(__name__)
 
 
 class ResponsesHandler:
     """Handler for /responses endpoint that processes agent requests."""
-    
+
     def __init__(self):
         self.computer = None
         self.agent = None
         # Simple in-memory caches
         self._computer_cache: Dict[str, Any] = {}
         self._agent_cache: Dict[str, Any] = {}
-    
+
     async def setup_computer_agent(
         self,
         model: str,
@@ -75,7 +76,9 @@ class ResponsesHandler:
                 computer = Computer(**default_c_config)
                 await computer.__aenter__()
                 self._computer_cache[comp_key] = computer
-                logger.info(f"Computer created and cached with key={comp_key} config={default_c_config}")
+                logger.info(
+                    f"Computer created and cached with key={comp_key} config={default_c_config}"
+                )
             else:
                 logger.info(f"Reusing cached computer for key={comp_key}")
 
@@ -115,14 +118,14 @@ class ResponsesHandler:
 
         # Bind current agent reference
         self.agent = agent
-    
+
     async def process_request(self, request_data: Dict[str, Any]) -> Dict[str, Any]:
         """
         Process a /responses request and return the result.
-        
+
         Args:
             request_data: Dictionary containing model, input, and optional kwargs
-            
+
         Returns:
             Dictionary with the agent's response
         """
@@ -133,12 +136,12 @@ class ResponsesHandler:
             agent_kwargs = request_data.get("agent_kwargs", {})
             computer_kwargs = request_data.get("computer_kwargs", {})
             env_overrides = request_data.get("env", {}) or {}
-            
+
             if not model:
                 raise ValueError("Model is required")
             if not input_data:
                 raise ValueError("Input is required")
-            
+
             # Apply env overrides for the duration of this request
             with self._env_overrides(env_overrides):
                 # Set up (and possibly reuse) computer and agent via caches
@@ -155,28 +158,22 @@ class ResponsesHandler:
                 # Run agent and get first result
                 async for result in agent.run(messages):
                     # Return the first result and break
-                    return {
-                        "success": True,
-                        "result": result,
-                        "model": model
-                    }
-                
+                    return {"success": True, "result": result, "model": model}
+
             # If no results were yielded
-            return {
-                "success": False,
-                "error": "No results from agent",
-                "model": model
-            }
-            
+            return {"success": False, "error": "No results from agent", "model": model}
+
         except Exception as e:
             logger.error(f"Error processing request: {e}")
             return {
                 "success": False,
                 "error": str(e),
-                "model": request_data.get("model", "unknown")
+                "model": request_data.get("model", "unknown"),
             }
-    
-    def _convert_input_to_messages(self, input_data: Union[str, List[Dict[str, Any]]]) -> List[Dict[str, Any]]:
+
+    def _convert_input_to_messages(
+        self, input_data: Union[str, List[Dict[str, Any]]]
+    ) -> List[Dict[str, Any]]:
         """Convert input data to messages format."""
         if isinstance(input_data, str):
             # Simple string input
@@ -192,22 +189,18 @@ class ResponsesHandler:
                         if part.get("type") == "input_text":
                             content_parts.append({"type": "text", "text": part["text"]})
                         elif part.get("type") == "input_image":
-                            content_parts.append({
-                                "type": "image_url",
-                                "image_url": {"url": part["image_url"]}
-                            })
+                            content_parts.append(
+                                {"type": "image_url", "image_url": {"url": part["image_url"]}}
+                            )
                         else:
                             content_parts.append(part)
-                    messages.append({
-                        "role": msg["role"],
-                        "content": content_parts
-                    })
+                    messages.append({"role": msg["role"], "content": content_parts})
                 else:
                     messages.append(msg)
             return messages
         else:
             raise ValueError("Input must be string or list of messages")
-    
+
     async def cleanup(self):
         """Clean up resources."""
         if self.computer:
diff --git a/libs/python/agent/agent/responses.py b/libs/python/agent/agent/responses.py
index 34318bce..bbb1975d 100644
--- a/libs/python/agent/agent/responses.py
+++ b/libs/python/agent/agent/responses.py
@@ -6,10 +6,10 @@ Based on the OpenAI spec for Responses API items.
 import base64
 import json
 import uuid
-from typing import List, Dict, Any, Literal, Union, Optional
+from typing import Any, Dict, List, Literal, Optional, Union
 
+from openai.types.responses.easy_input_message_param import EasyInputMessageParam
 from openai.types.responses.response_computer_tool_call_param import (
-    ResponseComputerToolCallParam, 
     ActionClick,
     ActionDoubleClick,
     ActionDrag,
@@ -18,224 +18,222 @@ from openai.types.responses.response_computer_tool_call_param import (
     ActionMove,
     ActionScreenshot,
     ActionScroll,
+)
+from openai.types.responses.response_computer_tool_call_param import (
     ActionType as ActionTypeAction,
+)
+from openai.types.responses.response_computer_tool_call_param import (
     ActionWait,
-    PendingSafetyCheck
+    PendingSafetyCheck,
+    ResponseComputerToolCallParam,
+)
+from openai.types.responses.response_function_tool_call_param import (
+    ResponseFunctionToolCallParam,
+)
+from openai.types.responses.response_input_image_param import ResponseInputImageParam
+from openai.types.responses.response_output_message_param import (
+    ResponseOutputMessageParam,
+)
+from openai.types.responses.response_output_text_param import ResponseOutputTextParam
+from openai.types.responses.response_reasoning_item_param import (
+    ResponseReasoningItemParam,
+    Summary,
 )
 
-from openai.types.responses.response_function_tool_call_param import ResponseFunctionToolCallParam
-from openai.types.responses.response_output_text_param import ResponseOutputTextParam
-from openai.types.responses.response_reasoning_item_param import ResponseReasoningItemParam, Summary
-from openai.types.responses.response_output_message_param import ResponseOutputMessageParam
-from openai.types.responses.easy_input_message_param import EasyInputMessageParam
-from openai.types.responses.response_input_image_param import ResponseInputImageParam
 
 def random_id():
     return str(uuid.uuid4())
 
+
 # User message items
 def make_input_image_item(image_data: Union[str, bytes]) -> EasyInputMessageParam:
     return EasyInputMessageParam(
         content=[
             ResponseInputImageParam(
                 type="input_image",
-                image_url=f"data:image/png;base64,{base64.b64encode(image_data).decode('utf-8') if isinstance(image_data, bytes) else image_data}"
-            ) # type: ignore
+                image_url=f"data:image/png;base64,{base64.b64encode(image_data).decode('utf-8') if isinstance(image_data, bytes) else image_data}",
+            )  # type: ignore
         ],
         role="user",
-        type="message"
+        type="message",
     )
 
+
 # Text items
 def make_reasoning_item(reasoning: str) -> ResponseReasoningItemParam:
     return ResponseReasoningItemParam(
-        id=random_id(),
-        summary=[
-            Summary(text=reasoning, type="summary_text")
-        ],
-        type="reasoning"
+        id=random_id(), summary=[Summary(text=reasoning, type="summary_text")], type="reasoning"
     )
 
+
 def make_output_text_item(content: str) -> ResponseOutputMessageParam:
     return ResponseOutputMessageParam(
         id=random_id(),
-        content=[
-            ResponseOutputTextParam(
-                text=content,
-                type="output_text",
-                annotations=[]
-            )
-        ],
+        content=[ResponseOutputTextParam(text=content, type="output_text", annotations=[])],
         role="assistant",
         status="completed",
-        type="message"
+        type="message",
     )
 
+
 # Function call items
-def make_function_call_item(function_name: str, arguments: Dict[str, Any], call_id: Optional[str] = None) -> ResponseFunctionToolCallParam:
+def make_function_call_item(
+    function_name: str, arguments: Dict[str, Any], call_id: Optional[str] = None
+) -> ResponseFunctionToolCallParam:
     return ResponseFunctionToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
         name=function_name,
         arguments=json.dumps(arguments),
         status="completed",
-        type="function_call"
+        type="function_call",
     )
 
+
 # Computer tool call items
-def make_click_item(x: int, y: int, button: Literal["left", "right", "wheel", "back", "forward"] = "left", call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
+def make_click_item(
+    x: int,
+    y: int,
+    button: Literal["left", "right", "wheel", "back", "forward"] = "left",
+    call_id: Optional[str] = None,
+) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionClick(
-            button=button,
-            type="click",
-            x=x,
-            y=y
-        ),
+        action=ActionClick(button=button, type="click", x=x, y=y),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
-def make_double_click_item(x: int, y: int, call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
+
+def make_double_click_item(
+    x: int, y: int, call_id: Optional[str] = None
+) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionDoubleClick(
-            type="double_click",
-            x=x,
-            y=y
-        ),
+        action=ActionDoubleClick(type="double_click", x=x, y=y),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
-def make_drag_item(path: List[Dict[str, int]], call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
+
+def make_drag_item(
+    path: List[Dict[str, int]], call_id: Optional[str] = None
+) -> ResponseComputerToolCallParam:
     drag_path = [ActionDragPath(x=point["x"], y=point["y"]) for point in path]
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionDrag(
-            path=drag_path,
-            type="drag"
-        ),
+        action=ActionDrag(path=drag_path, type="drag"),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
-def make_keypress_item(keys: List[str], call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
+
+def make_keypress_item(
+    keys: List[str], call_id: Optional[str] = None
+) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionKeypress(
-            keys=keys,
-            type="keypress"
-        ),
+        action=ActionKeypress(keys=keys, type="keypress"),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
+
 def make_move_item(x: int, y: int, call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionMove(
-            type="move",
-            x=x,
-            y=y
-        ),
+        action=ActionMove(type="move", x=x, y=y),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
+
 def make_screenshot_item(call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionScreenshot(
-            type="screenshot"
-        ),
+        action=ActionScreenshot(type="screenshot"),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
-def make_scroll_item(x: int, y: int, scroll_x: int, scroll_y: int, call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
+
+def make_scroll_item(
+    x: int, y: int, scroll_x: int, scroll_y: int, call_id: Optional[str] = None
+) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionScroll(
-            scroll_x=scroll_x,
-            scroll_y=scroll_y,
-            type="scroll",
-            x=x,
-            y=y
-        ),
+        action=ActionScroll(scroll_x=scroll_x, scroll_y=scroll_y, type="scroll", x=x, y=y),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
+
 def make_type_item(text: str, call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionTypeAction(
-            text=text,
-            type="type"
-        ),
+        action=ActionTypeAction(text=text, type="type"),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
+
 def make_wait_item(call_id: Optional[str] = None) -> ResponseComputerToolCallParam:
     return ResponseComputerToolCallParam(
         id=random_id(),
         call_id=call_id if call_id else random_id(),
-        action=ActionWait(
-            type="wait"
-        ),
+        action=ActionWait(type="wait"),
         pending_safety_checks=[],
         status="completed",
-        type="computer_call"
+        type="computer_call",
     )
 
+
 # Extra anthropic computer calls
-def make_left_mouse_down_item(x: Optional[int] = None, y: Optional[int] = None, call_id: Optional[str] = None) -> Dict[str, Any]:
+def make_left_mouse_down_item(
+    x: Optional[int] = None, y: Optional[int] = None, call_id: Optional[str] = None
+) -> Dict[str, Any]:
     return {
         "id": random_id(),
         "call_id": call_id if call_id else random_id(),
-        "action": {
-            "type": "left_mouse_down",
-            "x": x,
-            "y": y
-        },
+        "action": {"type": "left_mouse_down", "x": x, "y": y},
         "pending_safety_checks": [],
         "status": "completed",
-        "type": "computer_call"
+        "type": "computer_call",
     }
 
-def make_left_mouse_up_item(x: Optional[int] = None, y: Optional[int] = None, call_id: Optional[str] = None) -> Dict[str, Any]:
+
+def make_left_mouse_up_item(
+    x: Optional[int] = None, y: Optional[int] = None, call_id: Optional[str] = None
+) -> Dict[str, Any]:
     return {
         "id": random_id(),
         "call_id": call_id if call_id else random_id(),
-        "action": {
-            "type": "left_mouse_up",
-            "x": x,
-            "y": y
-        },
+        "action": {"type": "left_mouse_up", "x": x, "y": y},
         "pending_safety_checks": [],
         "status": "completed",
-        "type": "computer_call"
+        "type": "computer_call",
     }
 
-def make_failed_tool_call_items(tool_name: str, tool_kwargs: Dict[str, Any], error_message: str, call_id: Optional[str] = None) -> List[Dict[str, Any]]:
+
+def make_failed_tool_call_items(
+    tool_name: str, tool_kwargs: Dict[str, Any], error_message: str, call_id: Optional[str] = None
+) -> List[Dict[str, Any]]:
     call_id = call_id if call_id else random_id()
     return [
         {
@@ -249,9 +247,10 @@ def make_failed_tool_call_items(tool_name: str, tool_kwargs: Dict[str, Any], err
             "type": "function_call_output",
             "call_id": call_id,
             "output": json.dumps({"error": error_message}),
-        }
+        },
     ]
 
+
 def make_tool_error_item(error_message: str, call_id: Optional[str] = None) -> Dict[str, Any]:
     call_id = call_id if call_id else random_id()
     return {
@@ -260,12 +259,15 @@ def make_tool_error_item(error_message: str, call_id: Optional[str] = None) -> D
         "output": json.dumps({"error": error_message}),
     }
 
-def replace_failed_computer_calls_with_function_calls(messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+
+def replace_failed_computer_calls_with_function_calls(
+    messages: List[Dict[str, Any]],
+) -> List[Dict[str, Any]]:
     """
     Replace computer_call items with function_call items if they share a call_id with a function_call_output.
     This indicates the computer call failed and should be treated as a function call instead.
     We do this because the computer_call_output items do not support text output.
-    
+
     Args:
         messages: List of message items to process
     """
@@ -278,16 +280,15 @@ def replace_failed_computer_calls_with_function_calls(messages: List[Dict[str, A
             call_id = msg.get("call_id")
             if call_id:
                 failed_call_ids.add(call_id)
-    
+
     # Replace computer_call items that have matching call_ids
     for i, msg in enumerate(messages):
-        if (msg.get("type") == "computer_call" and 
-            msg.get("call_id") in failed_call_ids):
-            
+        if msg.get("type") == "computer_call" and msg.get("call_id") in failed_call_ids:
+
             # Extract action from computer_call
             action = msg.get("action", {})
             call_id = msg.get("call_id")
-            
+
             # Create function_call replacement
             messages[i] = {
                 "type": "function_call",
@@ -296,27 +297,30 @@ def replace_failed_computer_calls_with_function_calls(messages: List[Dict[str, A
                 "name": "computer",
                 "arguments": json.dumps(action),
             }
-    
+
     return messages
 
+
 # Conversion functions between element descriptions and coordinates
-def convert_computer_calls_desc2xy(responses_items: List[Dict[str, Any]], desc2xy: Dict[str, tuple]) -> List[Dict[str, Any]]:
+def convert_computer_calls_desc2xy(
+    responses_items: List[Dict[str, Any]], desc2xy: Dict[str, tuple]
+) -> List[Dict[str, Any]]:
     """
     Convert computer calls from element descriptions to x,y coordinates.
-    
+
     Args:
         responses_items: List of response items containing computer calls with element_description
         desc2xy: Dictionary mapping element descriptions to (x, y) coordinate tuples
-        
+
     Returns:
         List of response items with element_description replaced by x,y coordinates
     """
     converted_items = []
-    
+
     for item in responses_items:
         if item.get("type") == "computer_call" and "action" in item:
             action = item["action"].copy()
-            
+
             # Handle single element_description
             if "element_description" in action:
                 desc = action["element_description"]
@@ -325,48 +329,50 @@ def convert_computer_calls_desc2xy(responses_items: List[Dict[str, Any]], desc2x
                     action["x"] = x
                     action["y"] = y
                     del action["element_description"]
-            
+
             # Handle start_element_description and end_element_description for drag operations
             elif "start_element_description" in action and "end_element_description" in action:
                 start_desc = action["start_element_description"]
                 end_desc = action["end_element_description"]
-                
+
                 if start_desc in desc2xy and end_desc in desc2xy:
                     start_x, start_y = desc2xy[start_desc]
                     end_x, end_y = desc2xy[end_desc]
                     action["path"] = [{"x": start_x, "y": start_y}, {"x": end_x, "y": end_y}]
                     del action["start_element_description"]
                     del action["end_element_description"]
-            
+
             converted_item = item.copy()
             converted_item["action"] = action
             converted_items.append(converted_item)
         else:
             converted_items.append(item)
-    
+
     return converted_items
 
 
-def convert_computer_calls_xy2desc(responses_items: List[Dict[str, Any]], desc2xy: Dict[str, tuple]) -> List[Dict[str, Any]]:
+def convert_computer_calls_xy2desc(
+    responses_items: List[Dict[str, Any]], desc2xy: Dict[str, tuple]
+) -> List[Dict[str, Any]]:
     """
     Convert computer calls from x,y coordinates to element descriptions.
-    
+
     Args:
         responses_items: List of response items containing computer calls with x,y coordinates
         desc2xy: Dictionary mapping element descriptions to (x, y) coordinate tuples
-        
+
     Returns:
         List of response items with x,y coordinates replaced by element_description
     """
     # Create reverse mapping from coordinates to descriptions
     xy2desc = {coords: desc for desc, coords in desc2xy.items()}
-    
+
     converted_items = []
-    
+
     for item in responses_items:
         if item.get("type") == "computer_call" and "action" in item:
             action = item["action"].copy()
-            
+
             # Handle single x,y coordinates
             if "x" in action and "y" in action:
                 coords = (action["x"], action["y"])
@@ -374,77 +380,83 @@ def convert_computer_calls_xy2desc(responses_items: List[Dict[str, Any]], desc2x
                     action["element_description"] = xy2desc[coords]
                     del action["x"]
                     del action["y"]
-            
+
             # Handle path for drag operations
             elif "path" in action and isinstance(action["path"], list) and len(action["path"]) == 2:
                 start_point = action["path"][0]
                 end_point = action["path"][1]
-                
-                if ("x" in start_point and "y" in start_point and 
-                    "x" in end_point and "y" in end_point):
-                    
+
+                if (
+                    "x" in start_point
+                    and "y" in start_point
+                    and "x" in end_point
+                    and "y" in end_point
+                ):
+
                     start_coords = (start_point["x"], start_point["y"])
                     end_coords = (end_point["x"], end_point["y"])
-                    
+
                     if start_coords in xy2desc and end_coords in xy2desc:
                         action["start_element_description"] = xy2desc[start_coords]
                         action["end_element_description"] = xy2desc[end_coords]
                         del action["path"]
-            
+
             converted_item = item.copy()
             converted_item["action"] = action
             converted_items.append(converted_item)
         else:
             converted_items.append(item)
-    
+
     return converted_items
 
 
 def get_all_element_descriptions(responses_items: List[Dict[str, Any]]) -> List[str]:
     """
     Extract all element descriptions from computer calls in responses items.
-    
+
     Args:
         responses_items: List of response items containing computer calls
-        
+
     Returns:
         List of unique element descriptions found in computer calls
     """
     descriptions = set()
-    
+
     for item in responses_items:
         if item.get("type") == "computer_call" and "action" in item:
             action = item["action"]
-            
+
             # Handle single element_description
             if "element_description" in action:
                 descriptions.add(action["element_description"])
-            
+
             # Handle start_element_description and end_element_description for drag operations
             if "start_element_description" in action:
                 descriptions.add(action["start_element_description"])
-            
+
             if "end_element_description" in action:
                 descriptions.add(action["end_element_description"])
-    
+
     return list(descriptions)
 
 
 # Conversion functions between responses_items and completion messages formats
-def convert_responses_items_to_completion_messages(messages: List[Dict[str, Any]], allow_images_in_tool_results: bool = True) -> List[Dict[str, Any]]:
+def convert_responses_items_to_completion_messages(
+    messages: List[Dict[str, Any]], allow_images_in_tool_results: bool = True
+) -> List[Dict[str, Any]]:
     """Convert responses_items message format to liteLLM completion format.
-    
+
     Args:
         messages: List of responses_items format messages
         allow_images_in_tool_results: If True, include images in tool role messages.
                                     If False, send tool message + separate user message with image.
     """
     completion_messages = []
-    
+
     for message in messages:
         msg_type = message.get("type")
         role = message.get("role")
-        
+
         # Handle user messages (both with and without explicit type)
         if role == "user" or msg_type == "user":
             content = message.get("content", "")
@@ -453,34 +465,19 @@ def convert_responses_items_to_completion_messages(messages: List[Dict[str, Any]
                 completion_content = []
                 for item in content:
                     if item.get("type") == "input_image":
-                        completion_content.append({
-                            "type": "image_url",
-                            "image_url": {
-                                "url": item.get("image_url")
-                            }
-                        })
+                        completion_content.append(
+                            {"type": "image_url", "image_url": {"url": item.get("image_url")}}
+                        )
                     elif item.get("type") == "input_text":
-                        completion_content.append({
-                            "type": "text",
-                            "text": item.get("text")
-                        })
+                        completion_content.append({"type": "text", "text": item.get("text")})
                     elif item.get("type") == "text":
-                        completion_content.append({
-                            "type": "text",
-                            "text": item.get("text")
-                        })
-                
-                completion_messages.append({
-                    "role": "user",
-                    "content": completion_content
-                })
+                        completion_content.append({"type": "text", "text": item.get("text")})
+
+                completion_messages.append({"role": "user", "content": completion_content})
             elif isinstance(content, str):
                 # Handle string content
-                completion_messages.append({
-                    "role": "user",
-                    "content": content
-                })
-        
+                completion_messages.append({"role": "user", "content": content})
+
         # Handle assistant messages
         elif role == "assistant" or msg_type == "message":
             content = message.get("content", [])
@@ -491,13 +488,12 @@ def convert_responses_items_to_completion_messages(messages: List[Dict[str, Any]
                         text_parts.append(item.get("text", ""))
                     elif item.get("type") == "text":
                         text_parts.append(item.get("text", ""))
-                
+
                 if text_parts:
-                    completion_messages.append({
-                        "role": "assistant",
-                        "content": "\n".join(text_parts)
-                    })
-        
+                    completion_messages.append(
+                        {"role": "assistant", "content": "\n".join(text_parts)}
+                    )
+
         # Handle reasoning items (convert to assistant message)
         elif msg_type == "reasoning":
             summary = message.get("summary", [])
@@ -505,107 +501,96 @@ def convert_responses_items_to_completion_messages(messages: List[Dict[str, Any]
             for item in summary:
                 if item.get("type") == "summary_text":
                     text_parts.append(item.get("text", ""))
-            
+
             if text_parts:
-                completion_messages.append({
-                    "role": "assistant",
-                    "content": "\n".join(text_parts)
-                })
-        
+                completion_messages.append({"role": "assistant", "content": "\n".join(text_parts)})
+
         # Handle function calls
         elif msg_type == "function_call":
             # Add tool call to last assistant message or create new one
             if not completion_messages or completion_messages[-1]["role"] != "assistant":
-                completion_messages.append({
-                    "role": "assistant",
-                    "content": "",
-                    "tool_calls": []
-                })
-            
+                completion_messages.append({"role": "assistant", "content": "", "tool_calls": []})
+
             if "tool_calls" not in completion_messages[-1]:
                 completion_messages[-1]["tool_calls"] = []
-            
-            completion_messages[-1]["tool_calls"].append({
-                "id": message.get("call_id"),
-                "type": "function",
-                "function": {
-                    "name": message.get("name"),
-                    "arguments": message.get("arguments")
+
+            completion_messages[-1]["tool_calls"].append(
+                {
+                    "id": message.get("call_id"),
+                    "type": "function",
+                    "function": {
+                        "name": message.get("name"),
+                        "arguments": message.get("arguments"),
+                    },
                 }
-            })
-        
+            )
+
         # Handle computer calls
         elif msg_type == "computer_call":
             # Add tool call to last assistant message or create new one
             if not completion_messages or completion_messages[-1]["role"] != "assistant":
-                completion_messages.append({
-                    "role": "assistant",
-                    "content": "",
-                    "tool_calls": []
-                })
-            
+                completion_messages.append({"role": "assistant", "content": "", "tool_calls": []})
+
             if "tool_calls" not in completion_messages[-1]:
                 completion_messages[-1]["tool_calls"] = []
-            
+
             action = message.get("action", {})
-            completion_messages[-1]["tool_calls"].append({
-                "id": message.get("call_id"),
-                "type": "function",
-                "function": {
-                    "name": "computer",
-                    "arguments": json.dumps(action)
+            completion_messages[-1]["tool_calls"].append(
+                {
+                    "id": message.get("call_id"),
+                    "type": "function",
+                    "function": {"name": "computer", "arguments": json.dumps(action)},
                 }
-            })
-        
+            )
+
         # Handle function/computer call outputs
         elif msg_type in ["function_call_output", "computer_call_output"]:
             output = message.get("output")
             call_id = message.get("call_id")
-            
+
             if isinstance(output, dict) and output.get("type") == "input_image":
                 if allow_images_in_tool_results:
                     # Handle image output as tool response (may not work with all APIs)
-                    completion_messages.append({
-                        "role": "tool",
-                        "tool_call_id": call_id,
-                        "content": [{
-                            "type": "image_url",
-                            "image_url": {
-                                "url": output.get("image_url")
-                            }
-                        }]
-                    })
+                    completion_messages.append(
+                        {
+                            "role": "tool",
+                            "tool_call_id": call_id,
+                            "content": [
+                                {"type": "image_url", "image_url": {"url": output.get("image_url")}}
+                            ],
+                        }
+                    )
                 else:
                     # Send tool message + separate user message with image (OpenAI compatible)
-                    completion_messages += [{
-                        "role": "tool",
-                        "tool_call_id": call_id,
-                        "content": "[Execution completed. See screenshot below]"
-                    }, {
-                        "role": "user",
-                        "content": [{
-                            "type": "image_url",
-                            "image_url": {
-                                "url": output.get("image_url")
-                            }
-                        }]
-                    }]
+                    completion_messages += [
+                        {
+                            "role": "tool",
+                            "tool_call_id": call_id,
+                            "content": "[Execution completed. See screenshot below]",
+                        },
+                        {
+                            "role": "user",
+                            "content": [
+                                {"type": "image_url", "image_url": {"url": output.get("image_url")}}
+                            ],
+                        },
+                    ]
             else:
                 # Handle text output as tool response
-                completion_messages.append({
-                    "role": "tool",
-                    "tool_call_id": call_id,
-                    "content": str(output)
-                })
-    
+                completion_messages.append(
+                    {"role": "tool", "tool_call_id": call_id, "content": str(output)}
+                )
+
     return completion_messages
 
 
-def convert_completion_messages_to_responses_items(completion_messages: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+def convert_completion_messages_to_responses_items(
+    completion_messages: List[Dict[str, Any]],
+) -> List[Dict[str, Any]]:
     """Convert completion messages format to responses_items message format."""
     responses_items = []
     skip_next = False
-    
+
     for i, message in enumerate(completion_messages):
         if skip_next:
             skip_next = False
@@ -614,25 +599,24 @@ def convert_completion_messages_to_responses_items(completion_messages: List[Dic
         role = message.get("role")
         content = message.get("content")
         tool_calls = message.get("tool_calls", [])
-        
+
         # Handle assistant messages with text content
         if role == "assistant" and content and isinstance(content, str):
-            responses_items.append({
-                "type": "message",
-                "role": "assistant",
-                "content": [{
-                    "type": "output_text",
-                    "text": content
-                }]
-            })
-        
+            responses_items.append(
+                {
+                    "type": "message",
+                    "role": "assistant",
+                    "content": [{"type": "output_text", "text": content}],
+                }
+            )
+
         # Handle tool calls
         if tool_calls:
             for tool_call in tool_calls:
                 if tool_call.get("type") == "function":
                     function = tool_call.get("function", {})
                     function_name = function.get("name")
-                    
+
                     if function_name == "computer":
                         # Parse computer action
                         try:
@@ -641,31 +625,37 @@ def convert_completion_messages_to_responses_items(completion_messages: List[Dic
                             if action.get("action"):
                                 action["type"] = action["action"]
                                 del action["action"]
-                            responses_items.append({
-                                "type": "computer_call",
-                                "call_id": tool_call.get("id"),
-                                "action": action,
-                                "status": "completed"
-                            })
+                            responses_items.append(
+                                {
+                                    "type": "computer_call",
+                                    "call_id": tool_call.get("id"),
+                                    "action": action,
+                                    "status": "completed",
+                                }
+                            )
                         except json.JSONDecodeError:
                             # Fallback to function call format
-                            responses_items.append({
+                            responses_items.append(
+                                {
+                                    "type": "function_call",
+                                    "call_id": tool_call.get("id"),
+                                    "name": function_name,
+                                    "arguments": function.get("arguments", "{}"),
+                                    "status": "completed",
+                                }
+                            )
+                    else:
+                        # Regular function call
+                        responses_items.append(
+                            {
                                 "type": "function_call",
                                 "call_id": tool_call.get("id"),
                                 "name": function_name,
                                 "arguments": function.get("arguments", "{}"),
-                                "status": "completed"
-                            })
-                    else:
-                        # Regular function call
-                        responses_items.append({
-                            "type": "function_call",
-                            "call_id": tool_call.get("id"),
-                            "name": function_name,
-                            "arguments": function.get("arguments", "{}"),
-                            "status": "completed"
-                        })
-        
+                                "status": "completed",
+                            }
+                        )
+
         # Handle tool messages (function/computer call outputs)
         elif role == "tool" and content:
             tool_call_id = message.get("tool_call_id")
@@ -674,74 +664,90 @@ def convert_completion_messages_to_responses_items(completion_messages: List[Dic
                 if content == "[Execution completed. See screenshot below]":
                     # Look ahead for the next user message with image
                     next_idx = i + 1
-                    if (next_idx < len(completion_messages) and 
-                        completion_messages[next_idx].get("role") == "user" and 
-                        isinstance(completion_messages[next_idx].get("content"), list)):
+                    if (
+                        next_idx < len(completion_messages)
+                        and completion_messages[next_idx].get("role") == "user"
+                        and isinstance(completion_messages[next_idx].get("content"), list)
+                    ):
                         # Found the pattern - extract image from next message
                         next_content = completion_messages[next_idx]["content"]
                         for item in next_content:
                             if item.get("type") == "image_url":
-                                responses_items.append({
-                                    "type": "computer_call_output",
-                                    "call_id": tool_call_id,
-                                    "output": {
-                                        "type": "input_image",
-                                        "image_url": item.get("image_url", {}).get("url")
+                                responses_items.append(
+                                    {
+                                        "type": "computer_call_output",
+                                        "call_id": tool_call_id,
+                                        "output": {
+                                            "type": "input_image",
+                                            "image_url": item.get("image_url", {}).get("url"),
+                                        },
                                     }
-                                })
+                                )
                                 # Skip the next user message since we processed it
                                 skip_next = True
                                 break
                     else:
                         # No matching user message, treat as regular text
-                        responses_items.append({
-                            "type": "computer_call_output",
-                            "call_id": tool_call_id,
-                            "output": content
-                        })
+                        responses_items.append(
+                            {
+                                "type": "computer_call_output",
+                                "call_id": tool_call_id,
+                                "output": content,
+                            }
+                        )
                 else:
                     # Determine if this is a computer call or function call output
                     try:
                         # Try to parse as structured output
                         parsed_content = json.loads(content)
                         if parsed_content.get("type") == "input_image":
-                            responses_items.append({
-                                "type": "computer_call_output",
-                                "call_id": tool_call_id,
-                                "output": parsed_content
-                            })
+                            responses_items.append(
+                                {
+                                    "type": "computer_call_output",
+                                    "call_id": tool_call_id,
+                                    "output": parsed_content,
+                                }
+                            )
                         else:
-                            responses_items.append({
-                                "type": "computer_call_output",
-                                "call_id": tool_call_id,
-                                "output": content
-                            })
+                            responses_items.append(
+                                {
+                                    "type": "computer_call_output",
+                                    "call_id": tool_call_id,
+                                    "output": content,
+                                }
+                            )
                     except json.JSONDecodeError:
                         # Plain text output - could be function or computer call
-                        responses_items.append({
-                            "type": "function_call_output",
-                            "call_id": tool_call_id,
-                            "output": content
-                        })
+                        responses_items.append(
+                            {
+                                "type": "function_call_output",
+                                "call_id": tool_call_id,
+                                "output": content,
+                            }
+                        )
             elif isinstance(content, list):
                 # Handle structured content (e.g., images)
                 for item in content:
                     if item.get("type") == "image_url":
-                        responses_items.append({
-                            "type": "computer_call_output",
-                            "call_id": tool_call_id,
-                            "output": {
-                                "type": "input_image",
-                                "image_url": item.get("image_url", {}).get("url")
+                        responses_items.append(
+                            {
+                                "type": "computer_call_output",
+                                "call_id": tool_call_id,
+                                "output": {
+                                    "type": "input_image",
+                                    "image_url": item.get("image_url", {}).get("url"),
+                                },
                             }
-                        })
+                        )
                     elif item.get("type") == "text":
-                        responses_items.append({
-                            "type": "function_call_output",
-                            "call_id": tool_call_id,
-                            "output": item.get("text")
-                        })
-        
+                        responses_items.append(
+                            {
+                                "type": "function_call_output",
+                                "call_id": tool_call_id,
+                                "output": item.get("text"),
+                            }
+                        )
+
         # Handle actual user messages
         elif role == "user" and content:
             if isinstance(content, list):
@@ -749,27 +755,21 @@ def convert_completion_messages_to_responses_items(completion_messages: List[Dic
                 user_content = []
                 for item in content:
                     if item.get("type") == "image_url":
-                        user_content.append({
-                            "type": "input_image",
-                            "image_url": item.get("image_url", {}).get("url")
-                        })
+                        user_content.append(
+                            {
+                                "type": "input_image",
+                                "image_url": item.get("image_url", {}).get("url"),
+                            }
+                        )
                     elif item.get("type") == "text":
-                        user_content.append({
-                            "type": "input_text",
-                            "text": item.get("text")
-                        })
-                
+                        user_content.append({"type": "input_text", "text": item.get("text")})
+
                 if user_content:
-                    responses_items.append({
-                        "role": "user",
-                        "type": "message",
-                        "content": user_content
-                    })
+                    responses_items.append(
+                        {"role": "user", "type": "message", "content": user_content}
+                    )
             elif isinstance(content, str):
                 # Handle simple text user message
-                responses_items.append({
-                    "role": "user",
-                    "content": content
-                })
-    
+                responses_items.append({"role": "user", "content": content})
+
     return responses_items
diff --git a/libs/python/agent/agent/types.py b/libs/python/agent/agent/types.py
index f47c9286..c28fb6b8 100644
--- a/libs/python/agent/agent/types.py
+++ b/libs/python/agent/agent/types.py
@@ -2,37 +2,43 @@
 Type definitions for agent
 """
 
-from typing import Dict, List, Any, Optional, Callable, Protocol, Literal
-from pydantic import BaseModel
 import re
-from litellm import ResponseInputParam, ResponsesAPIResponse, ToolParam
 from collections.abc import Iterable
+from typing import Any, Callable, Dict, List, Literal, Optional, Protocol
+
+from litellm import ResponseInputParam, ResponsesAPIResponse, ToolParam
+from pydantic import BaseModel
 
 # Agent input types
 Messages = str | ResponseInputParam | List[Dict[str, Any]]
 Tools = Optional[Iterable[ToolParam]]
 
 # Agent output types
-AgentResponse = ResponsesAPIResponse 
+AgentResponse = ResponsesAPIResponse
 AgentCapability = Literal["step", "click"]
 
+
 # Exception types
 class ToolError(RuntimeError):
     """Base exception for tool-related errors"""
+
     pass
 
+
 class IllegalArgumentError(ToolError):
     """Exception raised when function arguments are invalid"""
+
     pass
 
 
 # Agent config registration
 class AgentConfigInfo(BaseModel):
     """Information about a registered agent config"""
+
     agent_class: type
     models_regex: str
     priority: int = 0
-    
+
     def matches_model(self, model: str) -> bool:
         """Check if this agent config matches the given model"""
         return bool(re.match(self.models_regex, model))
diff --git a/libs/python/agent/agent/ui/__init__.py b/libs/python/agent/agent/ui/__init__.py
index ae5ced7a..92b0bf69 100644
--- a/libs/python/agent/agent/ui/__init__.py
+++ b/libs/python/agent/agent/ui/__init__.py
@@ -2,6 +2,6 @@
 UI components for agent
 """
 
-from .gradio import launch_ui, create_gradio_ui
+from .gradio import create_gradio_ui, launch_ui
 
 __all__ = ["launch_ui", "create_gradio_ui"]
diff --git a/libs/python/agent/agent/ui/__main__.py b/libs/python/agent/agent/ui/__main__.py
index 4ac782a5..f4bf2892 100644
--- a/libs/python/agent/agent/ui/__main__.py
+++ b/libs/python/agent/agent/ui/__main__.py
@@ -1,4 +1,4 @@
 from .gradio import launch_ui
 
 if __name__ == "__main__":
-    launch_ui()
\ No newline at end of file
+    launch_ui()
diff --git a/libs/python/agent/agent/ui/gradio/app.py b/libs/python/agent/agent/ui/gradio/app.py
index 196194de..1a2fb023 100644
--- a/libs/python/agent/agent/ui/gradio/app.py
+++ b/libs/python/agent/agent/ui/gradio/app.py
@@ -18,21 +18,21 @@ Requirements:
     - OpenAI or Anthropic API key
 """
 
-import os
 import asyncio
-import logging
 import json
+import logging
+import os
 import platform
 from pathlib import Path
-from typing import Dict, List, Optional, AsyncGenerator, Any, Tuple, Union
+from typing import Any, AsyncGenerator, Dict, List, Optional, Tuple, Union, cast
+
 import gradio as gr
-from gradio.components.chatbot import MetadataDict
-from typing import cast
 
 # Import from agent package
 from agent import ComputerAgent
-from agent.types import Messages, AgentResponse
+from agent.types import AgentResponse, Messages
 from computer import Computer
+from gradio.components.chatbot import MetadataDict
 
 # Global variables
 global_agent = None
@@ -42,11 +42,13 @@ SETTINGS_FILE = Path(".gradio_settings.json")
 logging.basicConfig(level=logging.INFO)
 
 import dotenv
+
 if dotenv.load_dotenv():
     print(f"DEBUG - Loaded environment variables from {dotenv.find_dotenv()}")
 else:
     print("DEBUG - No .env file found")
 
+
 # --- Settings Load/Save Functions ---
 def load_settings() -> Dict[str, Any]:
     """Loads settings from the JSON file."""
@@ -84,7 +86,7 @@ def save_settings(settings: Dict[str, Any]):
 #     async def on_screenshot(self, screenshot_base64: str, action_type: str = "") -> None:
 #         """Add screenshot to chatbot when a screenshot is taken."""
 #         image_markdown = f"![Screenshot after {action_type}](data:image/png;base64,{screenshot_base64})"
-        
+
 #         if self.chatbot_history is not None:
 #             self.chatbot_history.append(
 #                 gr.ChatMessage(
@@ -141,7 +143,7 @@ def get_model_string(model_name: str, loop_provider: str) -> str:
             ollama_model = model_name.split("OMNI: Ollama ", 1)[1]
             return f"omniparser+ollama_chat/{ollama_model}"
         return "omniparser+ollama_chat/llama3"
-    
+
     # Map based on loop provider
     mapping = MODEL_MAPPINGS.get(loop_provider.lower(), MODEL_MAPPINGS["openai"])
     return mapping.get(model_name, mapping["default"])
@@ -151,6 +153,7 @@ def get_ollama_models() -> List[str]:
     """Get available models from Ollama if installed."""
     try:
         import subprocess
+
         result = subprocess.run(["ollama", "list"], capture_output=True, text=True)
         if result.returncode == 0:
             lines = result.stdout.strip().split("\n")
@@ -174,16 +177,14 @@ def create_computer_instance(
     os_type: str = "macos",
     provider_type: str = "lume",
     name: Optional[str] = None,
-    api_key: Optional[str] = None
+    api_key: Optional[str] = None,
 ) -> Computer:
     """Create or get the global Computer instance."""
     global global_computer
     if global_computer is None:
         if provider_type == "localhost":
             global_computer = Computer(
-                verbosity=verbosity,
-                os_type=os_type,
-                use_host_computer_server=True
+                verbosity=verbosity, os_type=os_type, use_host_computer_server=True
             )
         else:
             global_computer = Computer(
@@ -191,7 +192,7 @@ def create_computer_instance(
                 os_type=os_type,
                 provider_type=provider_type,
                 name=name if name else "",
-                api_key=api_key
+                api_key=api_key,
             )
     return global_computer
 
@@ -217,7 +218,7 @@ def create_agent(
         os_type=computer_os,
         provider_type=computer_provider,
         name=computer_name,
-        api_key=computer_api_key
+        api_key=computer_api_key,
     )
 
     # Handle custom models
@@ -233,12 +234,15 @@ def create_agent(
         "only_n_most_recent_images": only_n_most_recent_images,
         "verbosity": verbosity,
     }
-    
+
     if save_trajectory:
         agent_kwargs["trajectory_dir"] = "trajectories"
-    
+
     if max_trajectory_budget:
-        agent_kwargs["max_trajectory_budget"] = {"max_budget": max_trajectory_budget, "raise_error": True}
+        agent_kwargs["max_trajectory_budget"] = {
+            "max_budget": max_trajectory_budget,
+            "raise_error": True,
+        }
 
     global_agent = ComputerAgent(**agent_kwargs)
     return global_agent
@@ -247,7 +251,8 @@ def create_agent(
 def launch_ui():
     """Standalone function to launch the Gradio app."""
     from agent.ui.gradio.ui_components import create_gradio_ui
-    print(f"Starting Gradio app for CUA Agent...")
+
+    print("Starting Gradio app for CUA Agent...")
     demo = create_gradio_ui()
     demo.launch(share=False, inbrowser=True)
 
diff --git a/libs/python/agent/agent/ui/gradio/ui_components.py b/libs/python/agent/agent/ui/gradio/ui_components.py
index d197919b..d14f49a9 100644
--- a/libs/python/agent/agent/ui/gradio/ui_components.py
+++ b/libs/python/agent/agent/ui/gradio/ui_components.py
@@ -2,19 +2,25 @@
 UI Components for the Gradio interface
 """
 
-import os
 import asyncio
-import logging
 import json
+import logging
+import os
 import platform
 from pathlib import Path
-from typing import Dict, List, Optional, Any, cast
+from typing import Any, Dict, List, Optional, cast
+
 import gradio as gr
 from gradio.components.chatbot import MetadataDict
 
 from .app import (
-    load_settings, save_settings, create_agent, get_model_string, 
-    get_ollama_models, global_agent, global_computer
+    create_agent,
+    get_model_string,
+    get_ollama_models,
+    global_agent,
+    global_computer,
+    load_settings,
+    save_settings,
 )
 
 # Global messages array to maintain conversation history
@@ -23,15 +29,15 @@ global_messages = []
 
 def create_gradio_ui() -> gr.Blocks:
     """Create a Gradio UI for the Computer-Use Agent."""
-    
+
     # Load settings
     saved_settings = load_settings()
-    
+
     # Check for API keys
     openai_api_key = os.environ.get("OPENAI_API_KEY", "")
     anthropic_api_key = os.environ.get("ANTHROPIC_API_KEY", "")
     cua_api_key = os.environ.get("CUA_API_KEY", "")
-    
+
     # Model choices
     openai_models = ["OpenAI: Computer-Use Preview"]
     anthropic_models = [
@@ -43,10 +49,10 @@ def create_gradio_ui() -> gr.Blocks:
     omni_models = [
         "OMNI: OpenAI GPT-4o",
         "OMNI: OpenAI GPT-4o mini",
-        "OMNI: Claude 3.7 Sonnet (20250219)", 
-        "OMNI: Claude 3.5 Sonnet (20241022)"
+        "OMNI: Claude 3.7 Sonnet (20250219)",
+        "OMNI: Claude 3.5 Sonnet (20241022)",
     ]
-    
+
     # Check if API keys are available
     has_openai_key = bool(openai_api_key)
     has_anthropic_key = bool(anthropic_api_key)
@@ -59,15 +65,20 @@ def create_gradio_ui() -> gr.Blocks:
 
     # Detect platform
     is_mac = platform.system().lower() == "darwin"
-    
+
     # Format model choices
     provider_to_models = {
         "OPENAI": openai_models,
         "ANTHROPIC": anthropic_models,
         "OMNI": omni_models + ["Custom model (OpenAI compatible API)", "Custom model (ollama)"],
-        "UITARS": ([
-            "huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B",
-        ] if is_mac else []) + ["Custom model (OpenAI compatible API)"],
+        "UITARS": (
+            [
+                "huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B",
+            ]
+            if is_mac
+            else []
+        )
+        + ["Custom model (OpenAI compatible API)"],
     }
 
     # Apply saved settings
@@ -82,7 +93,9 @@ def create_gradio_ui() -> gr.Blocks:
         elif initial_loop == "ANTHROPIC":
             initial_model = anthropic_models[0] if anthropic_models else "No models available"
         else:  # OMNI
-            initial_model = omni_models[0] if omni_models else "Custom model (OpenAI compatible API)"
+            initial_model = (
+                omni_models[0] if omni_models else "Custom model (OpenAI compatible API)"
+            )
 
     initial_custom_model = saved_settings.get("custom_model", "Qwen2.5-VL-7B-Instruct")
     initial_provider_base_url = saved_settings.get("provider_base_url", "http://localhost:1234/v1")
@@ -96,16 +109,27 @@ def create_gradio_ui() -> gr.Blocks:
         "Open Safari, search for 'macOS automation tools', and save the first three results as bookmarks",
         "Configure SSH keys and set up a connection to a remote server",
     ]
-    
-    def generate_python_code(agent_loop_choice, model_name, tasks, recent_images=3, save_trajectory=True, computer_os="linux", computer_provider="cloud", container_name="", cua_cloud_api_key="", max_budget=None):
+
+    def generate_python_code(
+        agent_loop_choice,
+        model_name,
+        tasks,
+        recent_images=3,
+        save_trajectory=True,
+        computer_os="linux",
+        computer_provider="cloud",
+        container_name="",
+        cua_cloud_api_key="",
+        max_budget=None,
+    ):
         """Generate Python code for the current configuration and tasks."""
         tasks_str = ""
         for task in tasks:
             if task and task.strip():
                 tasks_str += f'            "{task}",\n'
-        
+
         model_string = get_model_string(model_name, agent_loop_choice)
-        
+
         computer_args = []
         if computer_os != "macos":
             computer_args.append(f'os_type="{computer_os}"')
@@ -115,14 +139,14 @@ def create_gradio_ui() -> gr.Blocks:
             computer_args.append(f'name="{container_name}"')
         if cua_cloud_api_key:
             computer_args.append(f'api_key="{cua_cloud_api_key}"')
-        
+
         computer_args_str = ", ".join(computer_args)
         if computer_args_str:
             computer_args_str = f"({computer_args_str})"
         else:
             computer_args_str = "()"
-        
-        code = f'''import asyncio
+
+        code = f"""import asyncio
 from computer import Computer
 from agent import ComputerAgent
 
@@ -131,22 +155,22 @@ async def main():
         agent = ComputerAgent(
             model="{model_string}",
             tools=[computer],
-            only_n_most_recent_images={recent_images},'''
-        
+            only_n_most_recent_images={recent_images},"""
+
         if save_trajectory:
-            code += '''
-            trajectory_dir="trajectories",'''
-        
+            code += """
+            trajectory_dir="trajectories","""
+
         if max_budget:
-            code += f'''
-            max_trajectory_budget={{"max_budget": {max_budget}, "raise_error": True}},'''
-            
-        code += '''
+            code += f"""
+            max_trajectory_budget={{"max_budget": {max_budget}, "raise_error": True}},"""
+
+        code += """
         )
-        '''
-        
+        """
+
         if tasks_str:
-            code += f'''
+            code += f"""
         # Prompts for the computer-use agent
         tasks = [
 {tasks_str.rstrip()}
@@ -158,23 +182,23 @@ async def main():
             async for result in agent.run(messages):
                 for item in result["output"]:
                     if item["type"] == "message":
-                        print(item["content"][0]["text"])'''
+                        print(item["content"][0]["text"])"""
         else:
-            code += f'''
+            code += """
         # Execute a single task
         task = "Search for information about CUA on GitHub"
-        print(f"Executing task: {{task}}")
-        messages = [{{"role": "user", "content": task}}]
+        print(f"Executing task: {task}")
+        messages = [{"role": "user", "content": task}]
         async for result in agent.run(messages):
             for item in result["output"]:
                 if item["type"] == "message":
-                    print(item["content"][0]["text"])'''
+                    print(item["content"][0]["text"])"""
 
-        code += '''
+        code += """
 
 if __name__ == "__main__":
-    asyncio.run(main())'''
-        
+    asyncio.run(main())"""
+
         return code
 
     # Create the Gradio interface
@@ -199,11 +223,11 @@ if __name__ == "__main__":
                         value=generate_python_code(initial_loop, "gpt-4o", []),
                         interactive=False,
                     )
-                    
+
                 with gr.Accordion("Computer Configuration", open=True):
                     is_windows = platform.system().lower() == "windows"
                     is_mac = platform.system().lower() == "darwin"
-                    
+
                     providers = ["cloud", "localhost", "docker"]
                     if is_mac:
                         providers += ["lume"]
@@ -227,30 +251,30 @@ if __name__ == "__main__":
                         value=computer_choices[0],
                         info="Select the operating system for the computer",
                     )
-                    
+
                     computer_provider = gr.Radio(
                         choices=providers,
                         label="Provider",
                         value="lume" if is_mac else "cloud",
                         info="Select the computer provider",
                     )
-                    
+
                     container_name = gr.Textbox(
                         label="Container Name",
                         placeholder="Enter container name (optional)",
                         value=os.environ.get("CUA_CONTAINER_NAME", ""),
                         info="Optional name for the container",
                     )
-                    
+
                     cua_cloud_api_key = gr.Textbox(
                         label="CUA Cloud API Key",
                         placeholder="Enter your CUA Cloud API key",
                         value=os.environ.get("CUA_API_KEY", ""),
                         type="password",
                         info="Required for cloud provider",
-                        visible=(not has_cua_key)
+                        visible=(not has_cua_key),
                     )
-                    
+
                 with gr.Accordion("Agent Configuration", open=True):
                     agent_loop = gr.Dropdown(
                         choices=["OPENAI", "ANTHROPIC", "OMNI", "UITARS"],
@@ -267,90 +291,113 @@ if __name__ == "__main__":
                             value=openai_models[0] if openai_models else "No models available",
                             info="Select OpenAI model",
                             interactive=True,
-                            visible=(initial_loop == "OPENAI")
+                            visible=(initial_loop == "OPENAI"),
                         )
-                        
+
                         anthropic_model_choice = gr.Dropdown(
                             choices=anthropic_models,
                             label="Anthropic Model",
-                            value=anthropic_models[0] if anthropic_models else "No models available",
+                            value=(
+                                anthropic_models[0] if anthropic_models else "No models available"
+                            ),
                             info="Select Anthropic model",
                             interactive=True,
-                            visible=(initial_loop == "ANTHROPIC")
+                            visible=(initial_loop == "ANTHROPIC"),
                         )
-                        
+
                         omni_model_choice = gr.Dropdown(
-                            choices=omni_models + ["Custom model (OpenAI compatible API)", "Custom model (ollama)"],
+                            choices=omni_models
+                            + ["Custom model (OpenAI compatible API)", "Custom model (ollama)"],
                             label="OMNI Model",
-                            value=omni_models[0] if omni_models else "Custom model (OpenAI compatible API)",
+                            value=(
+                                omni_models[0]
+                                if omni_models
+                                else "Custom model (OpenAI compatible API)"
+                            ),
                             info="Select OMNI model or choose a custom model option",
                             interactive=True,
-                            visible=(initial_loop == "OMNI")
+                            visible=(initial_loop == "OMNI"),
                         )
-                        
+
                         uitars_model_choice = gr.Dropdown(
                             choices=provider_to_models.get("UITARS", ["No models available"]),
                             label="UITARS Model",
-                            value=provider_to_models.get("UITARS", ["No models available"])[0] if provider_to_models.get("UITARS") else "No models available",
+                            value=(
+                                provider_to_models.get("UITARS", ["No models available"])[0]
+                                if provider_to_models.get("UITARS")
+                                else "No models available"
+                            ),
                             info="Select UITARS model",
                             interactive=True,
-                            visible=(initial_loop == "UITARS")
+                            visible=(initial_loop == "UITARS"),
                         )
-                        
+
                         model_choice = gr.Textbox(visible=False)
 
                     # API key inputs
-                    with gr.Group(visible=not has_openai_key and (initial_loop == "OPENAI" or initial_loop == "OMNI")) as openai_key_group:
+                    with gr.Group(
+                        visible=not has_openai_key
+                        and (initial_loop == "OPENAI" or initial_loop == "OMNI")
+                    ) as openai_key_group:
                         openai_api_key_input = gr.Textbox(
                             label="OpenAI API Key",
                             placeholder="Enter your OpenAI API key",
                             value=os.environ.get("OPENAI_API_KEY", ""),
                             interactive=True,
                             type="password",
-                            info="Required for OpenAI models"
+                            info="Required for OpenAI models",
                         )
-                    
-                    with gr.Group(visible=not has_anthropic_key and (initial_loop == "ANTHROPIC" or initial_loop == "OMNI")) as anthropic_key_group:
+
+                    with gr.Group(
+                        visible=not has_anthropic_key
+                        and (initial_loop == "ANTHROPIC" or initial_loop == "OMNI")
+                    ) as anthropic_key_group:
                         anthropic_api_key_input = gr.Textbox(
                             label="Anthropic API Key",
                             placeholder="Enter your Anthropic API key",
                             value=os.environ.get("ANTHROPIC_API_KEY", ""),
                             interactive=True,
                             type="password",
-                            info="Required for Anthropic models"
+                            info="Required for Anthropic models",
                         )
-                        
+
                     # API key handlers
                     def set_openai_api_key(key):
                         if key and key.strip():
                             os.environ["OPENAI_API_KEY"] = key.strip()
-                            print(f"DEBUG - Set OpenAI API key environment variable")
+                            print("DEBUG - Set OpenAI API key environment variable")
                         return key
-                    
+
                     def set_anthropic_api_key(key):
                         if key and key.strip():
                             os.environ["ANTHROPIC_API_KEY"] = key.strip()
-                            print(f"DEBUG - Set Anthropic API key environment variable")
+                            print("DEBUG - Set Anthropic API key environment variable")
                         return key
-                    
+
                     openai_api_key_input.change(
                         fn=set_openai_api_key,
                         inputs=[openai_api_key_input],
                         outputs=[openai_api_key_input],
-                        queue=False
+                        queue=False,
                     )
-                    
+
                     anthropic_api_key_input.change(
                         fn=set_anthropic_api_key,
                         inputs=[anthropic_api_key_input],
                         outputs=[anthropic_api_key_input],
-                        queue=False
+                        queue=False,
                     )
 
                     # UI update function
-                    def update_ui(loop=None, openai_model=None, anthropic_model=None, omni_model=None, uitars_model=None):
+                    def update_ui(
+                        loop=None,
+                        openai_model=None,
+                        anthropic_model=None,
+                        omni_model=None,
+                        uitars_model=None,
+                    ):
                         loop = loop or agent_loop.value
-                        
+
                         model_value = None
                         if loop == "OPENAI" and openai_model:
                             model_value = openai_model
@@ -360,21 +407,37 @@ if __name__ == "__main__":
                             model_value = omni_model
                         elif loop == "UITARS" and uitars_model:
                             model_value = uitars_model
-                        
-                        openai_visible = (loop == "OPENAI")
-                        anthropic_visible = (loop == "ANTHROPIC")
-                        omni_visible = (loop == "OMNI")
-                        uitars_visible = (loop == "UITARS")
-                        
-                        show_openai_key = not has_openai_key and (loop == "OPENAI" or (loop == "OMNI" and model_value and "OpenAI" in model_value and "Custom" not in model_value))
-                        show_anthropic_key = not has_anthropic_key and (loop == "ANTHROPIC" or (loop == "OMNI" and model_value and "Claude" in model_value and "Custom" not in model_value))
-                        
+
+                        openai_visible = loop == "OPENAI"
+                        anthropic_visible = loop == "ANTHROPIC"
+                        omni_visible = loop == "OMNI"
+                        uitars_visible = loop == "UITARS"
+
+                        show_openai_key = not has_openai_key and (
+                            loop == "OPENAI"
+                            or (
+                                loop == "OMNI"
+                                and model_value
+                                and "OpenAI" in model_value
+                                and "Custom" not in model_value
+                            )
+                        )
+                        show_anthropic_key = not has_anthropic_key and (
+                            loop == "ANTHROPIC"
+                            or (
+                                loop == "OMNI"
+                                and model_value
+                                and "Claude" in model_value
+                                and "Custom" not in model_value
+                            )
+                        )
+
                         is_custom_openai_api = model_value == "Custom model (OpenAI compatible API)"
                         is_custom_ollama = model_value == "Custom model (ollama)"
                         is_any_custom = is_custom_openai_api or is_custom_ollama
-                        
+
                         model_choice_value = model_value if model_value else ""
-                        
+
                         return [
                             gr.update(visible=openai_visible),
                             gr.update(visible=anthropic_visible),
@@ -385,15 +448,18 @@ if __name__ == "__main__":
                             gr.update(visible=is_any_custom),
                             gr.update(visible=is_custom_openai_api),
                             gr.update(visible=is_custom_openai_api),
-                            gr.update(value=model_choice_value)
+                            gr.update(value=model_choice_value),
                         ]
-                        
+
                     # Custom model inputs
                     custom_model = gr.Textbox(
                         label="Custom Model Name",
                         placeholder="Enter custom model name (e.g., Qwen2.5-VL-7B-Instruct or llama3)",
                         value=initial_custom_model,
-                        visible=(initial_model == "Custom model (OpenAI compatible API)" or initial_model == "Custom model (ollama)"),
+                        visible=(
+                            initial_model == "Custom model (OpenAI compatible API)"
+                            or initial_model == "Custom model (ollama)"
+                        ),
                         interactive=True,
                     )
 
@@ -413,36 +479,56 @@ if __name__ == "__main__":
                         interactive=True,
                         type="password",
                     )
-                    
+
                     # Provider visibility update function
                     def update_provider_visibility(provider):
                         """Update visibility of container name and API key based on selected provider."""
                         is_localhost = provider == "localhost"
                         return [
                             gr.update(visible=not is_localhost),  # container_name
-                            gr.update(visible=not is_localhost and not has_cua_key)  # cua_cloud_api_key
+                            gr.update(
+                                visible=not is_localhost and not has_cua_key
+                            ),  # cua_cloud_api_key
                         ]
-                    
+
                     # Connect provider change event
                     computer_provider.change(
                         fn=update_provider_visibility,
                         inputs=[computer_provider],
                         outputs=[container_name, cua_cloud_api_key],
-                        queue=False
+                        queue=False,
                     )
-                    
+
                     # Connect UI update events
-                    for dropdown in [agent_loop, omni_model_choice, uitars_model_choice, openai_model_choice, anthropic_model_choice]:
+                    for dropdown in [
+                        agent_loop,
+                        omni_model_choice,
+                        uitars_model_choice,
+                        openai_model_choice,
+                        anthropic_model_choice,
+                    ]:
                         dropdown.change(
                             fn=update_ui,
-                            inputs=[agent_loop, openai_model_choice, anthropic_model_choice, omni_model_choice, uitars_model_choice],
-                            outputs=[
-                                openai_model_choice, anthropic_model_choice, omni_model_choice, uitars_model_choice, 
-                                openai_key_group, anthropic_key_group,
-                                custom_model, provider_base_url, provider_api_key,
-                                model_choice
+                            inputs=[
+                                agent_loop,
+                                openai_model_choice,
+                                anthropic_model_choice,
+                                omni_model_choice,
+                                uitars_model_choice,
                             ],
-                            queue=False
+                            outputs=[
+                                openai_model_choice,
+                                anthropic_model_choice,
+                                omni_model_choice,
+                                uitars_model_choice,
+                                openai_key_group,
+                                anthropic_key_group,
+                                custom_model,
+                                provider_base_url,
+                                provider_api_key,
+                                model_choice,
+                            ],
+                            queue=False,
                         )
 
                     save_trajectory = gr.Checkbox(
@@ -461,7 +547,7 @@ if __name__ == "__main__":
                         info="Number of recent images to keep in context",
                         interactive=True,
                     )
-                    
+
                     max_budget = gr.Number(
                         label="Max Budget ($)",
                         value=lambda: None,
@@ -479,9 +565,7 @@ if __name__ == "__main__":
                 )
 
                 chatbot_history = gr.Chatbot(type="messages")
-                msg = gr.Textbox(
-                    placeholder="Ask me to perform tasks in a virtual environment"
-                )
+                msg = gr.Textbox(placeholder="Ask me to perform tasks in a virtual environment")
                 clear = gr.Button("Clear")
                 cancel_button = gr.Button("Cancel", variant="stop")
 
@@ -498,11 +582,23 @@ if __name__ == "__main__":
                     global global_agent
                     if global_agent:
                         print("DEBUG - Cancelling agent task")
-                        history.append(gr.ChatMessage(role="assistant", content="Task cancelled by user", metadata={"title": "❌ Cancelled"}))
+                        history.append(
+                            gr.ChatMessage(
+                                role="assistant",
+                                content="Task cancelled by user",
+                                metadata={"title": "❌ Cancelled"},
+                            )
+                        )
                     else:
-                        history.append(gr.ChatMessage(role="assistant", content="No active agent task to cancel", metadata={"title": "ℹ️ Info"}))
+                        history.append(
+                            gr.ChatMessage(
+                                role="assistant",
+                                content="No active agent task to cancel",
+                                metadata={"title": "ℹ️ Info"},
+                            )
+                        )
                     return history
-                
+
                 # Process response function
                 async def process_response(
                     history,
@@ -542,10 +638,13 @@ if __name__ == "__main__":
                         model_choice_value = uitars_model_value
                     else:
                         model_choice_value = "No models available"
-                    
+
                     # Determine if this is a custom model selection
-                    is_custom_model_selected = model_choice_value in ["Custom model (OpenAI compatible API)", "Custom model (ollama)"]
-                    
+                    is_custom_model_selected = model_choice_value in [
+                        "Custom model (OpenAI compatible API)",
+                        "Custom model (ollama)",
+                    ]
+
                     # Determine the model name string to analyze
                     if is_custom_model_selected:
                         model_string_to_analyze = custom_model_value
@@ -583,13 +682,19 @@ if __name__ == "__main__":
                             model_string=model_string,
                             save_trajectory=save_traj,
                             only_n_most_recent_images=recent_imgs,
-                            custom_model_name=custom_model_value if is_custom_model_selected else None,
+                            custom_model_name=(
+                                custom_model_value if is_custom_model_selected else None
+                            ),
                             computer_os=computer_os,
                             computer_provider=computer_provider,
                             computer_name=container_name,
                             computer_api_key=cua_cloud_api_key,
                             verbosity=logging.DEBUG,
-                            max_trajectory_budget=max_budget_value if max_budget_value and max_budget_value > 0 else None,
+                            max_trajectory_budget=(
+                                max_budget_value
+                                if max_budget_value and max_budget_value > 0
+                                else None
+                            ),
                         )
 
                         if global_agent is None:
@@ -605,7 +710,7 @@ if __name__ == "__main__":
                         # Add user message to global history
                         global global_messages
                         global_messages.append({"role": "user", "content": last_user_message})
-                        
+
                         # Stream responses from the agent
                         async for result in global_agent.run(global_messages):
                             global_messages += result.get("output", [])
@@ -613,18 +718,20 @@ if __name__ == "__main__":
                             # from pprint import pprint
                             # pprint(result)
                             # print(f"DEBUG - Agent response ------- END")
-                            
+
                             # Process the result output
                             for item in result.get("output", []):
                                 if item.get("type") == "message":
                                     content = item.get("content", [])
                                     for content_part in content:
                                         if content_part.get("text"):
-                                            history.append(gr.ChatMessage(
-                                                role=item.get("role", "assistant"),
-                                                content=content_part.get("text", ""),
-                                                metadata=content_part.get("metadata", {})
-                                            ))
+                                            history.append(
+                                                gr.ChatMessage(
+                                                    role=item.get("role", "assistant"),
+                                                    content=content_part.get("text", ""),
+                                                    metadata=content_part.get("metadata", {}),
+                                                )
+                                            )
                                 elif item.get("type") == "computer_call":
                                     action = item.get("action", {})
                                     action_type = action.get("type", "")
@@ -632,43 +739,52 @@ if __name__ == "__main__":
                                         action_title = f"🛠️ Performing {action_type}"
                                         if action.get("x") and action.get("y"):
                                             action_title += f" at ({action['x']}, {action['y']})"
-                                        history.append(gr.ChatMessage(
-                                            role="assistant",
-                                            content=f"```json\n{json.dumps(action)}\n```",
-                                            metadata={"title": action_title}
-                                        ))
+                                        history.append(
+                                            gr.ChatMessage(
+                                                role="assistant",
+                                                content=f"```json\n{json.dumps(action)}\n```",
+                                                metadata={"title": action_title},
+                                            )
+                                        )
                                 elif item.get("type") == "function_call":
                                     function_name = item.get("name", "")
                                     arguments = item.get("arguments", "{}")
-                                    history.append(gr.ChatMessage(
-                                        role="assistant",
-                                        content=f"🔧 Calling function: {function_name}\n```json\n{arguments}\n```",
-                                        metadata={"title": f"Function Call: {function_name}"}
-                                    ))
+                                    history.append(
+                                        gr.ChatMessage(
+                                            role="assistant",
+                                            content=f"🔧 Calling function: {function_name}\n```json\n{arguments}\n```",
+                                            metadata={"title": f"Function Call: {function_name}"},
+                                        )
+                                    )
                                 elif item.get("type") == "function_call_output":
                                     output = item.get("output", "")
-                                    history.append(gr.ChatMessage(
-                                        role="assistant",
-                                        content=f"📤 Function output:\n```\n{output}\n```",
-                                        metadata={"title": "Function Output"}
-                                    ))
+                                    history.append(
+                                        gr.ChatMessage(
+                                            role="assistant",
+                                            content=f"📤 Function output:\n```\n{output}\n```",
+                                            metadata={"title": "Function Output"},
+                                        )
+                                    )
                                 elif item.get("type") == "computer_call_output":
                                     output = item.get("output", {}).get("image_url", "")
                                     image_markdown = f"![Computer output]({output})"
-                                    history.append(gr.ChatMessage(
-                                        role="assistant",
-                                        content=image_markdown,
-                                        metadata={"title": "🖥️ Computer Output"}
-                                    ))
-                            
+                                    history.append(
+                                        gr.ChatMessage(
+                                            role="assistant",
+                                            content=image_markdown,
+                                            metadata={"title": "🖥️ Computer Output"},
+                                        )
+                                    )
+
                             yield history
-                            
+
                     except Exception as e:
                         import traceback
+
                         traceback.print_exc()
                         history.append(gr.ChatMessage(role="assistant", content=f"Error: {str(e)}"))
                         yield history
-                        
+
                 # Connect the submit button
                 submit_event = msg.submit(
                     fn=chat_submit,
@@ -706,44 +822,77 @@ if __name__ == "__main__":
                     global global_messages
                     global_messages.clear()
                     return None
-                
+
                 clear.click(clear_chat, None, chatbot_history, queue=False)
-                
+
                 # Connect cancel button
                 cancel_button.click(
-                    cancel_agent_task,
-                    [chatbot_history],
-                    [chatbot_history],
-                    queue=False
+                    cancel_agent_task, [chatbot_history], [chatbot_history], queue=False
                 )
 
                 # Code display update function
-                def update_code_display(agent_loop, model_choice_val, custom_model_val, chat_history, recent_images_val, save_trajectory_val, computer_os, computer_provider, container_name, cua_cloud_api_key, max_budget_val):
+                def update_code_display(
+                    agent_loop,
+                    model_choice_val,
+                    custom_model_val,
+                    chat_history,
+                    recent_images_val,
+                    save_trajectory_val,
+                    computer_os,
+                    computer_provider,
+                    container_name,
+                    cua_cloud_api_key,
+                    max_budget_val,
+                ):
                     messages = []
                     if chat_history:
                         for msg in chat_history:
                             if isinstance(msg, dict) and msg.get("role") == "user":
                                 messages.append(msg.get("content", ""))
-                    
+
                     return generate_python_code(
-                        agent_loop, 
-                        model_choice_val or custom_model_val or "gpt-4o", 
-                        messages, 
+                        agent_loop,
+                        model_choice_val or custom_model_val or "gpt-4o",
+                        messages,
                         recent_images_val,
                         save_trajectory_val,
                         computer_os,
                         computer_provider,
                         container_name,
                         cua_cloud_api_key,
-                        max_budget_val
+                        max_budget_val,
                     )
-                
+
                 # Update code display when configuration changes
-                for component in [agent_loop, model_choice, custom_model, chatbot_history, recent_images, save_trajectory, computer_os, computer_provider, container_name, cua_cloud_api_key, max_budget]:
+                for component in [
+                    agent_loop,
+                    model_choice,
+                    custom_model,
+                    chatbot_history,
+                    recent_images,
+                    save_trajectory,
+                    computer_os,
+                    computer_provider,
+                    container_name,
+                    cua_cloud_api_key,
+                    max_budget,
+                ]:
                     component.change(
                         update_code_display,
-                        inputs=[agent_loop, model_choice, custom_model, chatbot_history, recent_images, save_trajectory, computer_os, computer_provider, container_name, cua_cloud_api_key, max_budget],
-                        outputs=[code_display]
+                        inputs=[
+                            agent_loop,
+                            model_choice,
+                            custom_model,
+                            chatbot_history,
+                            recent_images,
+                            save_trajectory,
+                            computer_os,
+                            computer_provider,
+                            container_name,
+                            cua_cloud_api_key,
+                            max_budget,
+                        ],
+                        outputs=[code_display],
                     )
 
     return demo
diff --git a/libs/python/agent/benchmarks/README.md b/libs/python/agent/benchmarks/README.md
index 03d1a789..9c7d50b3 100644
--- a/libs/python/agent/benchmarks/README.md
+++ b/libs/python/agent/benchmarks/README.md
@@ -5,26 +5,30 @@ This directory contains benchmarks designed to test agent providers in the Compu
 ## Overview
 
 The benchmark system evaluates models on GUI grounding tasks, specifically click prediction accuracy. It supports both:
+
 - **Computer Agent SDK providers** (using model strings like `"huggingface-local/HelloKKMe/GTA1-7B"`)
 - **Reference agent implementations** (custom model classes implementing the `ModelProtocol`)
 
 ## Available Benchmarks
 
 ### 1. ScreenSpot-v2 (`ss-v2.py`)
+
 - **Dataset**: ScreenSpot-v2 (click-only GUI grounding)
 - **Format**: Standard resolution screenshots
 - **Task**: Predict click coordinates given an instruction and image
 - **Metrics**: Accuracy, Error Rate, Timing, VRAM usage
 
-### 2. ScreenSpot-Pro (`ss-pro.py`) 
+### 2. ScreenSpot-Pro (`ss-pro.py`)
+
 - **Dataset**: ScreenSpot-Pro (high-resolution click-only GUI grounding)
 - **Format**: High-resolution screenshots
 - **Task**: Predict click coordinates given an instruction and image
 - **Metrics**: Accuracy, Error Rate, Timing, VRAM usage
 
 ### 3. Interactive Testing (`interactive.py`)
+
 - **Real-time testing**: Take screenshots and visualize model predictions
-- **Commands**: 
+- **Commands**:
   - Type instruction → test all models on last screenshot
   - `screenshot` → take screenshot
   - `models` → list available models
@@ -34,14 +38,16 @@ The benchmark system evaluates models on GUI grounding tasks, specifically click
 ## Running Benchmarks
 
 ### 1. Configure Models
+
 Edit `utils.py` to specify which models you want to test in `get_available_models()`.
 
 ### 2. Run Benchmark
+
 ```bash
 # ScreenSpot-v2 benchmark
 python ss-v2.py --samples 50
 
-# ScreenSpot-Pro benchmark  
+# ScreenSpot-Pro benchmark
 python ss-pro.py --samples 50
 
 # Interactive testing
@@ -51,6 +57,7 @@ python interactive.py
 ## Output
 
 ### Console Output
+
 ```
 Model Results:
   Accuracy: 85.50% (171/200)
@@ -59,10 +66,11 @@ Model Results:
 ```
 
 ### Generated Files
+
 - **Markdown Report**: `*_results.md` with detailed results tables
 - **Visualizations**: `output/` directory with prediction visualizations
 - **Interactive Output**: `interactive_output/` for interactive session results
 
 ## Contributing
 
-To add a new reference model, follow the instructions in [contrib.md](contrib.md).
\ No newline at end of file
+To add a new reference model, follow the instructions in [contrib.md](contrib.md).
diff --git a/libs/python/agent/benchmarks/contrib.md b/libs/python/agent/benchmarks/contrib.md
index 0bef9077..a452db6b 100644
--- a/libs/python/agent/benchmarks/contrib.md
+++ b/libs/python/agent/benchmarks/contrib.md
@@ -17,29 +17,29 @@ class YourModelName(ModelProtocol):
     def __init__(self, model_path: str):
         self.model_path = model_path
         self._model = None
-    
+
     @property
     def model_name(self) -> str:
         return self.model_path
-    
+
     async def load_model(self) -> None:
         """Load the model into memory."""
         # Your model loading logic here
         pass
-    
+
     async def unload_model(self) -> None:
         """Unload the model from memory."""
         # Your model cleanup logic here
         pass
-    
+
     async def predict_click(self, image: Image.Image, instruction: str) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates for the given image and instruction.
-        
+
         Args:
             image: PIL Image to analyze
             instruction: Text instruction describing what to click
-            
+
         Returns:
             Tuple of (x, y) coordinates or None if prediction fails
         """
@@ -56,7 +56,7 @@ def get_available_models() -> List[Union[str, ModelProtocol]]:
     models = [
         # Computer Agent SDK providers
         "huggingface-local/HelloKKMe/GTA1-7B",
-        
+
         # Reference implementations
         GTA1Model("HelloKKMe/GTA1-7B"),
         YourModelName("path/to/your/model"),  # Add your model here
@@ -79,6 +79,7 @@ This will help you verify that your model loads correctly and produces reasonabl
 Here's a complete example of adding a hypothetical "MyVisionModel":
 
 1. **Create `models/my_vision_model.py`:**
+
 ```python
 import torch
 from transformers import AutoModel, AutoProcessor
@@ -91,11 +92,11 @@ class MyVisionModel(ModelProtocol):
         self.model_path = model_path
         self.model = None
         self.processor = None
-    
+
     @property
     def model_name(self) -> str:
         return f"MyVisionModel({self.model_path})"
-    
+
     async def load_model(self) -> None:
         """Load the model and processor."""
         self.processor = AutoProcessor.from_pretrained(self.model_path)
@@ -104,7 +105,7 @@ class MyVisionModel(ModelProtocol):
             torch_dtype=torch.float16,
             device_map="auto"
         )
-    
+
     async def unload_model(self) -> None:
         """Clean up model resources."""
         del self.model
@@ -112,7 +113,7 @@ class MyVisionModel(ModelProtocol):
         self.model = None
         self.processor = None
         torch.cuda.empty_cache()
-    
+
     async def predict_click(self, image: Image.Image, instruction: str) -> Optional[Tuple[int, int]]:
         """Predict click coordinates."""
         try:
@@ -122,19 +123,19 @@ class MyVisionModel(ModelProtocol):
                 images=image,
                 return_tensors="pt"
             )
-            
+
             # Run inference
             with torch.no_grad():
                 outputs = self.model(**inputs)
-            
+
             # Extract coordinates (model-specific logic)
             x, y = self._extract_coordinates(outputs)
             return (int(x), int(y))
-            
+
         except Exception as e:
             print(f"Prediction failed: {e}")
             return None
-    
+
     def _extract_coordinates(self, outputs):
         """Extract x, y coordinates from model outputs."""
         # Your model-specific coordinate extraction logic
@@ -142,6 +143,7 @@ class MyVisionModel(ModelProtocol):
 ```
 
 2. **Update `models/__init__.py`:**
+
 ```python
 from .gta1 import GTA1Model
 from .my_vision_model import MyVisionModel
@@ -150,6 +152,7 @@ __all__ = ["GTA1Model", "MyVisionModel"]
 ```
 
 3. **Update `utils.py`:**
+
 ```python
 from models import GTA1Model, MyVisionModel
 
diff --git a/libs/python/agent/benchmarks/interactive.py b/libs/python/agent/benchmarks/interactive.py
index 6d0aba82..45296c99 100644
--- a/libs/python/agent/benchmarks/interactive.py
+++ b/libs/python/agent/benchmarks/interactive.py
@@ -9,60 +9,56 @@ Models are loaded/unloaded one at a time to avoid memory issues.
 import asyncio
 import os
 from datetime import datetime
-from typing import List, Dict, Any
+from typing import Any, Dict, List
 
 from utils import (
     ModelWrapper,
-    take_screenshot,
+    get_available_models,
     save_prediction_visualization,
-    get_available_models
+    take_screenshot,
 )
 
 
 async def predict_with_all_models(image, instruction: str, models) -> List[Dict[str, Any]]:
     """
     Predict click coordinates with all models sequentially.
-    
+
     Args:
         image: PIL Image to analyze
         instruction: Instruction text
         models: List of model instances
-        
+
     Returns:
         List of prediction results
     """
     predictions = []
-    
+
     for model in models:
         model_wrapper = ModelWrapper(model)
         print(f"\n🔄 Loading {model_wrapper.model_name}...")
-        
+
         try:
             # Load model
             await model_wrapper.load_model()
-            
+
             # Predict
             coords = await model_wrapper.predict_click(image, instruction)
-            
-            predictions.append({
-                'model_name': model_wrapper.model_name,
-                'coords': coords,
-                'error': None
-            })
-            
+
+            predictions.append(
+                {"model_name": model_wrapper.model_name, "coords": coords, "error": None}
+            )
+
             if coords:
                 print(f"✅ {model_wrapper.model_name}: ({coords[0]}, {coords[1]})")
             else:
                 print(f"❌ {model_wrapper.model_name}: No prediction")
-                
+
         except Exception as e:
             print(f"❌ {model_wrapper.model_name}: ERROR - {str(e)}")
-            predictions.append({
-                'model_name': model_wrapper.model_name,
-                'coords': None,
-                'error': str(e)
-            })
-        
+            predictions.append(
+                {"model_name": model_wrapper.model_name, "coords": None, "error": str(e)}
+            )
+
         finally:
             # Always unload model to free memory
             try:
@@ -70,7 +66,7 @@ async def predict_with_all_models(image, instruction: str, models) -> List[Dict[
                 print(f"🗑️  Unloaded {model_wrapper.model_name}")
             except Exception as e:
                 print(f"⚠️  Error unloading {model_wrapper.model_name}: {e}")
-    
+
     return predictions
 
 
@@ -103,87 +99,91 @@ async def main():
     Main interactive loop.
     """
     print_header()
-    
+
     # Get available models
     models = get_available_models()
     print_models(models)
-    
+
     # Create output directory for visualizations
     output_dir = "interactive_output"
     os.makedirs(output_dir, exist_ok=True)
-    
+
     session_count = 0
     last_screenshot = None
     screenshot_timestamp = None
-    
+
     while True:
         try:
             # Get user input
             print(f"\n{'='*40}")
             user_input = input("🎯 Enter instruction (or command): ").strip()
-            
+
             if not user_input:
                 continue
-                
+
             # Handle commands
-            if user_input.lower() in ['quit', 'exit', 'q']:
+            if user_input.lower() in ["quit", "exit", "q"]:
                 print("👋 Goodbye!")
                 break
-                
-            elif user_input.lower() == 'models':
+
+            elif user_input.lower() == "models":
                 print_models(models)
                 continue
-                
-            elif user_input.lower() == 'screenshot':
+
+            elif user_input.lower() == "screenshot":
                 print("📸 Taking screenshot...")
                 try:
                     last_screenshot = take_screenshot()
                     screenshot_timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-                    screenshot_path = os.path.join(output_dir, f"screenshot_{screenshot_timestamp}.png")
+                    screenshot_path = os.path.join(
+                        output_dir, f"screenshot_{screenshot_timestamp}.png"
+                    )
                     last_screenshot.save(screenshot_path)
                     print(f"✅ Screenshot captured and saved to: {screenshot_path}")
                     print(f"📝 Ready for instructions! Screenshot size: {last_screenshot.size}")
                 except Exception as e:
                     print(f"❌ Error taking screenshot: {e}")
                 continue
-            
+
             # Handle instruction input
             if last_screenshot is None:
-                print("⚠️  No screenshot available! Please take a screenshot first using 'screenshot' command.")
+                print(
+                    "⚠️  No screenshot available! Please take a screenshot first using 'screenshot' command."
+                )
                 continue
-                
+
             session_count += 1
             print(f"\n🎯 Session {session_count}: '{user_input}'")
             print(f"📷 Using screenshot from: {screenshot_timestamp}")
-            
+
             # Predict with all models using last screenshot
             print(f"\n🤖 Testing {len(models)} models on screenshot...")
             predictions = await predict_with_all_models(last_screenshot, user_input, models)
-            
+
             # Display results summary
-            print(f"\n📊 Results Summary:")
+            print("\n📊 Results Summary:")
             print("-" * 50)
             for pred in predictions:
-                if pred['coords']:
+                if pred["coords"]:
                     print(f"✅ {pred['model_name']}: ({pred['coords'][0]}, {pred['coords'][1]})")
-                elif pred['error']:
+                elif pred["error"]:
                     print(f"❌ {pred['model_name']}: ERROR - {pred['error']}")
                 else:
                     print(f"❌ {pred['model_name']}: No prediction")
-            
+
             # Save visualization
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
             vis_filename = f"session_{session_count:03d}_{timestamp}.png"
             vis_path = os.path.join(output_dir, vis_filename)
-            
+
             try:
                 save_prediction_visualization(last_screenshot, user_input, predictions, vis_path)
                 print(f"\n💾 Visualization saved to: {vis_path}")
             except Exception as e:
                 print(f"⚠️  Error saving visualization: {e}")
-            
+
             print(f"\n✨ Session {session_count} completed!")
-            
+
         except KeyboardInterrupt:
             print("\n\n👋 Interrupted by user. Goodbye!")
             break
diff --git a/libs/python/agent/benchmarks/models/base.py b/libs/python/agent/benchmarks/models/base.py
index 8ad100a3..aeecbba0 100644
--- a/libs/python/agent/benchmarks/models/base.py
+++ b/libs/python/agent/benchmarks/models/base.py
@@ -2,34 +2,37 @@
 Base protocol for benchmark models.
 """
 
-from typing import Protocol, Optional, Tuple
+from typing import Optional, Protocol, Tuple
+
 from PIL import Image
 
 
 class ModelProtocol(Protocol):
     """Protocol for benchmark models that can predict click coordinates."""
-    
+
     @property
     def model_name(self) -> str:
         """Return the name of the model."""
         ...
-    
+
     async def load_model(self) -> None:
         """Load the model into memory."""
         ...
-    
+
     async def unload_model(self) -> None:
         """Unload the model from memory."""
         ...
-    
-    async def predict_click(self, image: Image.Image, instruction: str) -> Optional[Tuple[int, int]]:
+
+    async def predict_click(
+        self, image: Image.Image, instruction: str
+    ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates for the given image and instruction.
-        
+
         Args:
             image: PIL Image to analyze
             instruction: Text instruction describing what to click
-            
+
         Returns:
             Tuple of (x, y) coordinates or None if prediction fails
         """
diff --git a/libs/python/agent/benchmarks/models/gta1.py b/libs/python/agent/benchmarks/models/gta1.py
index a1dee599..56453184 100644
--- a/libs/python/agent/benchmarks/models/gta1.py
+++ b/libs/python/agent/benchmarks/models/gta1.py
@@ -2,54 +2,51 @@
 GTA1 model implementation for benchmarking.
 """
 
-from typing import Optional, Tuple
-from PIL import Image
-import torch
-import re
 import gc
+import re
+from typing import Optional, Tuple
+
+import torch
+from PIL import Image
 from qwen_vl_utils import process_vision_info, smart_resize
-from transformers import Qwen2_5_VLForConditionalGeneration, AutoProcessor
+from transformers import AutoProcessor, Qwen2_5_VLForConditionalGeneration
 
 from .base import ModelProtocol
 
 
 class GTA1Model:
     """Ground truth GTA1 model implementation."""
-    
+
     def __init__(self, model_path: str = "HelloKKMe/GTA1-7B"):
         self.model_path = model_path
         self.model = None
         self.processor = None
         self.max_new_tokens = 32
-        
-        self.system_prompt = '''
+
+        self.system_prompt = """
 You are an expert UI element locator. Given a GUI image and a user's element description, provide the coordinates of the specified element as a single (x,y) point. The image resolution is height {height} and width {width}. For elements with area, return the center point.
 
 Output the coordinate pair exactly:
 (x,y)
-'''.strip()
-    
+""".strip()
+
     @property
     def model_name(self) -> str:
         """Return the name of the model."""
         return f"GTA1-{self.model_path.split('/')[-1]}"
-    
+
     async def load_model(self) -> None:
         """Load the model into memory."""
         if self.model is None:
             print(f"Loading GTA1 model: {self.model_path}")
             self.model = Qwen2_5_VLForConditionalGeneration.from_pretrained(
-                self.model_path,
-                torch_dtype=torch.bfloat16,
-                device_map="auto"
+                self.model_path, torch_dtype=torch.bfloat16, device_map="auto"
             )
             self.processor = AutoProcessor.from_pretrained(
-                self.model_path,
-                min_pixels=3136,
-                max_pixels=4096 * 2160
+                self.model_path, min_pixels=3136, max_pixels=4096 * 2160
             )
             print("GTA1 model loaded successfully")
-    
+
     async def unload_model(self) -> None:
         """Unload the model from memory."""
         if self.model is not None:
@@ -62,23 +59,25 @@ Output the coordinate pair exactly:
             if torch.cuda.is_available():
                 torch.cuda.empty_cache()
             print("GTA1 model unloaded")
-    
+
     def _extract_coordinates(self, raw_string: str) -> Tuple[int, int]:
         """Extract coordinates from model output."""
         try:
             matches = re.findall(r"\((-?\d*\.?\d+),\s*(-?\d*\.?\d+)\)", raw_string)
-            return tuple(map(int, map(float, matches[0]))) # type: ignore
+            return tuple(map(int, map(float, matches[0])))  # type: ignore
         except:
             return (0, 0)
-    
-    async def predict_click(self, image: Image.Image, instruction: str) -> Optional[Tuple[int, int]]:
+
+    async def predict_click(
+        self, image: Image.Image, instruction: str
+    ) -> Optional[Tuple[int, int]]:
         """
         Predict click coordinates for the given image and instruction.
-        
+
         Args:
             image: PIL Image to analyze
             instruction: Text instruction describing what to click
-            
+
         Returns:
             Tuple of (x, y) coordinates or None if prediction fails
         """
@@ -87,76 +86,73 @@ Output the coordinate pair exactly:
 
         assert self.processor is not None
         assert self.model is not None
-        
+
         try:
             width, height = image.width, image.height
-            
+
             # Resize image according to processor requirements
             resized_height, resized_width = smart_resize(
                 image.height,
                 image.width,
-                factor=self.processor.image_processor.patch_size * self.processor.image_processor.merge_size,
+                factor=self.processor.image_processor.patch_size
+                * self.processor.image_processor.merge_size,
                 min_pixels=self.processor.image_processor.min_pixels,
                 max_pixels=self.processor.image_processor.max_pixels,
             )
             resized_image = image.resize((resized_width, resized_height))
             scale_x, scale_y = width / resized_width, height / resized_height
-            
+
             # Prepare messages
             system_message = {
                 "role": "system",
-                "content": self.system_prompt.format(height=resized_height, width=resized_width)
+                "content": self.system_prompt.format(height=resized_height, width=resized_width),
             }
-            
+
             user_message = {
                 "role": "user",
                 "content": [
                     {"type": "image", "image": resized_image},
-                    {"type": "text", "text": instruction}
-                ]
+                    {"type": "text", "text": instruction},
+                ],
             }
-            
+
             # Process inputs
-            image_inputs, video_inputs = process_vision_info([system_message, user_message]) # type: ignore
+            image_inputs, video_inputs = process_vision_info([system_message, user_message])  # type: ignore
             text = self.processor.apply_chat_template(
-                [system_message, user_message], 
-                tokenize=False, 
-                add_generation_prompt=True
+                [system_message, user_message], tokenize=False, add_generation_prompt=True
             )
             inputs = self.processor(
-                text=[text], 
-                images=image_inputs, 
-                videos=video_inputs, 
-                padding=True, 
-                return_tensors="pt"
+                text=[text],
+                images=image_inputs,
+                videos=video_inputs,
+                padding=True,
+                return_tensors="pt",
             )
             inputs = inputs.to(self.model.device)
-            
+
             # Generate prediction
             output_ids = self.model.generate(
-                **inputs, 
-                max_new_tokens=self.max_new_tokens, 
-                do_sample=False, 
-                temperature=1.0, 
-                use_cache=True
+                **inputs,
+                max_new_tokens=self.max_new_tokens,
+                do_sample=False,
+                temperature=1.0,
+                use_cache=True,
             )
             generated_ids = [
-                output_ids[len(input_ids):] 
+                output_ids[len(input_ids) :]
                 for input_ids, output_ids in zip(inputs.input_ids, output_ids)
             ]
             output_text = self.processor.batch_decode(
-                generated_ids, 
-                skip_special_tokens=True, 
-                clean_up_tokenization_spaces=True
+                generated_ids, skip_special_tokens=True, clean_up_tokenization_spaces=True
             )[0]
-            
+
             # Extract and rescale coordinates
             pred_x, pred_y = self._extract_coordinates(output_text)
             pred_x = int(pred_x * scale_x)
             pred_y = int(pred_y * scale_y)
-            
+
             return (pred_x, pred_y)
-            
+
         except Exception as e:
             print(f"Error in GTA1 prediction: {e}")
             return None
diff --git a/libs/python/agent/benchmarks/ss-pro.py b/libs/python/agent/benchmarks/ss-pro.py
index 80e5e72f..a086819a 100644
--- a/libs/python/agent/benchmarks/ss-pro.py
+++ b/libs/python/agent/benchmarks/ss-pro.py
@@ -15,103 +15,106 @@ from typing import Optional
 
 from datasets import load_dataset
 from tqdm import tqdm
-
 from utils import (
-    ModelWrapper, 
-    is_click_in_bbox, 
-    save_results_to_markdown, 
-    save_visualizations,
+    ModelWrapper,
     get_available_models,
-    get_gpu_memory
+    get_gpu_memory,
+    is_click_in_bbox,
+    save_results_to_markdown,
+    save_visualizations,
 )
 
 
-async def evaluate_model(model_wrapper: ModelWrapper, dataset, max_samples: Optional[int] = None) -> dict:
+async def evaluate_model(
+    model_wrapper: ModelWrapper, dataset, max_samples: Optional[int] = None
+) -> dict:
     """
     Evaluate a model on the ScreenSpot-Pro dataset.
-    
+
     Args:
         model_wrapper: ModelWrapper instance
         dataset: ScreenSpot-Pro dataset (list of samples)
         max_samples: Maximum number of samples to evaluate (None for all)
-        
+
     Returns:
         Dictionary with evaluation results
     """
     print(f"\nEvaluating model: {model_wrapper.model_name}")
-    
+
     # Load model
     await model_wrapper.load_model()
-    
+
     total_samples = len(dataset)
     if max_samples is not None:
         total_samples = min(max_samples, total_samples)
-    
+
     correct_predictions = 0
     error_predictions = 0
     results = []
-    
+
     for i in tqdm(range(total_samples), desc=f"Evaluating {model_wrapper.model_name}"):
         sample = dataset[i]
-        
+
         # Extract sample data
-        image = sample['image']
-        instruction = sample['instruction']
-        bbox = sample['bbox']  # [x1, y1, x2, y2]
-        sample_id = sample['img_filename']
-        
+        image = sample["image"]
+        instruction = sample["instruction"]
+        bbox = sample["bbox"]  # [x1, y1, x2, y2]
+        sample_id = sample["img_filename"]
+
         # Predict click coordinates with timing
         start_time = time.time()
         click_coords = await model_wrapper.predict_click(image, instruction)
         prediction_time = time.time() - start_time
-        
+
         # Check if prediction is correct
         is_correct = is_click_in_bbox(click_coords, bbox)
-        
+
         if is_correct:
             correct_predictions += 1
-        
-        results.append({
-            'id': sample_id,
-            'instruction': instruction,
-            'bbox': bbox,
-            'predicted_coords': click_coords,
-            'is_correct': is_correct,
-            'failed': False,
-            'prediction_time': prediction_time
-        })
-    
+
+        results.append(
+            {
+                "id": sample_id,
+                "instruction": instruction,
+                "bbox": bbox,
+                "predicted_coords": click_coords,
+                "is_correct": is_correct,
+                "failed": False,
+                "prediction_time": prediction_time,
+            }
+        )
+
     # Unload model
     await model_wrapper.unload_model()
-    
+
     # Calculate metrics
     accuracy = correct_predictions / total_samples if total_samples > 0 else 0.0
     error_rate = error_predictions / total_samples if total_samples > 0 else 0.0
-    
+
     # Calculate timing statistics
-    successful_times = [r['prediction_time'] for r in results if not r['failed']]
+    successful_times = [r["prediction_time"] for r in results if not r["failed"]]
     avg_prediction_time = sum(successful_times) / len(successful_times) if successful_times else 0.0
     median_prediction_time = statistics.median(successful_times) if successful_times else 0.0
     min_prediction_time = min(successful_times) if successful_times else 0.0
     max_prediction_time = max(successful_times) if successful_times else 0.0
-    
+
     # Get VRAM statistics
     vram_stats = model_wrapper.get_vram_stats()
-    
+
     return {
-        'model_name': model_wrapper.model_name,
-        'total_samples': total_samples,
-        'correct_predictions': correct_predictions,
-        'failed_predictions': error_predictions,
-        'accuracy': accuracy,
-        'failure_rate': error_rate,
-        'avg_prediction_time': avg_prediction_time,
-        'median_prediction_time': median_prediction_time,
-        'min_prediction_time': min_prediction_time,
-        'max_prediction_time': max_prediction_time,
-        'vram_max_mb': vram_stats['max_mb'],
-        'vram_avg_mb': vram_stats['avg_mb'],
-        'results': results
+        "model_name": model_wrapper.model_name,
+        "total_samples": total_samples,
+        "correct_predictions": correct_predictions,
+        "failed_predictions": error_predictions,
+        "accuracy": accuracy,
+        "failure_rate": error_rate,
+        "avg_prediction_time": avg_prediction_time,
+        "median_prediction_time": median_prediction_time,
+        "min_prediction_time": min_prediction_time,
+        "max_prediction_time": max_prediction_time,
+        "vram_max_mb": vram_stats["max_mb"],
+        "vram_avg_mb": vram_stats["avg_mb"],
+        "results": results,
     }
 
 
@@ -120,42 +123,44 @@ async def main():
     Main function to run the benchmark.
     """
     # Parse command line arguments
-    parser = argparse.ArgumentParser(description='ScreenSpot-Pro Benchmark Script')
-    parser.add_argument('--samples', type=int, default=300, 
-                       help='Number of samples to evaluate (default: 300)')
-    parser.add_argument('--seed', type=int, default=42,
-                       help='Random seed for shuffling (default: 42)')
+    parser = argparse.ArgumentParser(description="ScreenSpot-Pro Benchmark Script")
+    parser.add_argument(
+        "--samples", type=int, default=300, help="Number of samples to evaluate (default: 300)"
+    )
+    parser.add_argument(
+        "--seed", type=int, default=42, help="Random seed for shuffling (default: 42)"
+    )
     args = parser.parse_args()
-    
+
     # Set random seed
     random.seed(args.seed)
-    
+
     # Load dataset
     print("Loading ScreenSpot-Pro dataset...")
     ds = load_dataset("lmms-lab/ScreenSpot-Pro")
-    dataset = ds['train'] # type: ignore
+    dataset = ds["train"]  # type: ignore
     # Convert to list to support indexing
     dataset_list = list(dataset)
     print(f"Dataset loaded: {len(dataset_list)} samples")
-    
+
     # Shuffle dataset with seed
     random.shuffle(dataset_list)
     print(f"Dataset shuffled with seed {args.seed}")
-    
+
     # Get available models
     models = get_available_models()
-    
+
     # Evaluation settings
     max_samples = args.samples  # Use command line argument
-    
+
     # Run evaluations
     all_results = []
-    
+
     for model in models:
         model_wrapper = ModelWrapper(model)
         result = await evaluate_model(model_wrapper, dataset_list, max_samples)
         all_results.append(result)
-        
+
         # Print summary
         print(f"\n{result['model_name']} Results:")
         print(f"  Accuracy: {result['accuracy']*100:.2f}%")
@@ -164,15 +169,17 @@ async def main():
         print(f"  Error Rate: {result['failure_rate']*100:.2f}%")
         print(f"  Avg Time: {result['avg_prediction_time']:.2f}s")
         print(f"  Median Time: {result['median_prediction_time']:.2f}s")
-        print(f"  Time Range: {result['min_prediction_time']:.2f}s - {result['max_prediction_time']:.2f}s")
+        print(
+            f"  Time Range: {result['min_prediction_time']:.2f}s - {result['max_prediction_time']:.2f}s"
+        )
         print(f"  VRAM Max: {result['vram_max_mb']:.1f}MB")
         print(f"  VRAM Avg: {result['vram_avg_mb']:.1f}MB")
-        
+
         # Print GPU memory info
         gpu_memory = get_gpu_memory()
         if gpu_memory and gpu_memory[0] > 0:
             print(f"  GPU Free Memory: {gpu_memory[0]:.1f}MB")
-    
+
     # Save results
     if all_results:
         save_results_to_markdown(all_results)
@@ -183,4 +190,4 @@ async def main():
 
 
 if __name__ == "__main__":
-    asyncio.run(main())
\ No newline at end of file
+    asyncio.run(main())
diff --git a/libs/python/agent/benchmarks/ss-v2.py b/libs/python/agent/benchmarks/ss-v2.py
index dab1d4b1..8af8e8e0 100644
--- a/libs/python/agent/benchmarks/ss-v2.py
+++ b/libs/python/agent/benchmarks/ss-v2.py
@@ -15,36 +15,37 @@ from typing import Optional
 
 from datasets import load_dataset
 from tqdm import tqdm
-
 from utils import (
-    ModelWrapper, 
-    is_click_in_bbox, 
-    save_results_to_markdown, 
-    save_visualizations,
+    ModelWrapper,
     get_available_models,
-    get_gpu_memory
+    get_gpu_memory,
+    is_click_in_bbox,
+    save_results_to_markdown,
+    save_visualizations,
 )
 
 
-async def evaluate_model(model_wrapper: ModelWrapper, samples, max_samples: Optional[int] = None) -> dict:
+async def evaluate_model(
+    model_wrapper: ModelWrapper, samples, max_samples: Optional[int] = None
+) -> dict:
     """
     Evaluate a model on any iterable of samples.
-    
+
     Args:
         model_wrapper: ModelWrapper instance
         samples: Iterable of dicts with keys: image, bbox, instruction
         max_samples: Maximum number of samples to evaluate (None for all)
-        
+
     Returns:
         Dictionary with evaluation results
     """
     print(f"\nEvaluating model: {model_wrapper.model_name}")
-    
+
     # Load model
     await model_wrapper.load_model()
-    
+
     # Convert to list if needed and limit samples
-    if hasattr(samples, '__len__'):
+    if hasattr(samples, "__len__"):
         total_samples = len(samples)
         if max_samples is not None:
             total_samples = min(max_samples, total_samples)
@@ -55,69 +56,71 @@ async def evaluate_model(model_wrapper: ModelWrapper, samples, max_samples: Opti
         if max_samples is not None:
             sample_list = sample_list[:max_samples]
         total_samples = len(sample_list)
-    
+
     correct_predictions = 0
     error_predictions = 0
     results = []
-    
+
     for i, sample in enumerate(tqdm(sample_list, desc=f"Evaluating {model_wrapper.model_name}")):
         # Extract required data (only these 3 keys matter)
-        image = sample['image']
-        instruction = sample['instruction']
-        bbox = sample['bbox']  # [x1, y1, x2, y2]
-        
+        image = sample["image"]
+        instruction = sample["instruction"]
+        bbox = sample["bbox"]  # [x1, y1, x2, y2]
+
         # Predict click coordinates with timing
         start_time = time.time()
         click_coords = await model_wrapper.predict_click(image, instruction)
         prediction_time = time.time() - start_time
-        
+
         # Check if prediction is correct
         is_correct = is_click_in_bbox(click_coords, bbox)
-        
+
         if is_correct:
             correct_predictions += 1
-        
-        results.append({
-            'sample_idx': i,
-            'instruction': instruction,
-            'bbox': bbox,
-            'predicted_coords': click_coords,
-            'is_correct': is_correct,
-            'failed': False,
-            'prediction_time': prediction_time
-        })
-    
+
+        results.append(
+            {
+                "sample_idx": i,
+                "instruction": instruction,
+                "bbox": bbox,
+                "predicted_coords": click_coords,
+                "is_correct": is_correct,
+                "failed": False,
+                "prediction_time": prediction_time,
+            }
+        )
+
     # Unload model
     await model_wrapper.unload_model()
-    
+
     # Calculate metrics
     accuracy = correct_predictions / total_samples if total_samples > 0 else 0.0
     error_rate = error_predictions / total_samples if total_samples > 0 else 0.0
-    
+
     # Calculate timing statistics
-    successful_times = [r['prediction_time'] for r in results if not r['failed']]
+    successful_times = [r["prediction_time"] for r in results if not r["failed"]]
     avg_prediction_time = sum(successful_times) / len(successful_times) if successful_times else 0.0
     median_prediction_time = statistics.median(successful_times) if successful_times else 0.0
     min_prediction_time = min(successful_times) if successful_times else 0.0
     max_prediction_time = max(successful_times) if successful_times else 0.0
-    
+
     # Get VRAM statistics
     vram_stats = model_wrapper.get_vram_stats()
-    
+
     return {
-        'model_name': model_wrapper.model_name,
-        'total_samples': total_samples,
-        'correct_predictions': correct_predictions,
-        'failed_predictions': error_predictions,
-        'accuracy': accuracy,
-        'failure_rate': error_rate,
-        'avg_prediction_time': avg_prediction_time,
-        'median_prediction_time': median_prediction_time,
-        'min_prediction_time': min_prediction_time,
-        'max_prediction_time': max_prediction_time,
-        'vram_max_mb': vram_stats['max_mb'],
-        'vram_avg_mb': vram_stats['avg_mb'],
-        'results': results
+        "model_name": model_wrapper.model_name,
+        "total_samples": total_samples,
+        "correct_predictions": correct_predictions,
+        "failed_predictions": error_predictions,
+        "accuracy": accuracy,
+        "failure_rate": error_rate,
+        "avg_prediction_time": avg_prediction_time,
+        "median_prediction_time": median_prediction_time,
+        "min_prediction_time": min_prediction_time,
+        "max_prediction_time": max_prediction_time,
+        "vram_max_mb": vram_stats["max_mb"],
+        "vram_avg_mb": vram_stats["avg_mb"],
+        "results": results,
     }
 
 
@@ -126,56 +129,60 @@ async def main():
     Main function to run the benchmark.
     """
     # Parse command line arguments
-    parser = argparse.ArgumentParser(description='ScreenSpot-v2 Benchmark Script')
-    parser.add_argument('--samples', type=int, default=500, 
-                       help='Number of samples to evaluate (default: 500)')
-    parser.add_argument('--seed', type=int, default=42,
-                       help='Random seed for shuffling (default: 42)')
+    parser = argparse.ArgumentParser(description="ScreenSpot-v2 Benchmark Script")
+    parser.add_argument(
+        "--samples", type=int, default=500, help="Number of samples to evaluate (default: 500)"
+    )
+    parser.add_argument(
+        "--seed", type=int, default=42, help="Random seed for shuffling (default: 42)"
+    )
     args = parser.parse_args()
-    
+
     # Set random seed
     random.seed(args.seed)
-    
+
     # Load dataset
     print("Loading ScreenSpot-v2 dataset...")
     ds = load_dataset("lmms-lab/ScreenSpot-v2")
-    dataset = ds['train'] # type: ignore
+    dataset = ds["train"]  # type: ignore
     # Convert to simple list of dicts with only required keys
     samples = []
     for item in dataset:
         # Convert dataset item to dict if needed
-        item_dict = dict(item) if hasattr(item, 'keys') else item
-        
+        item_dict = dict(item) if hasattr(item, "keys") else item
+
         # Convert ScreenSpot-v2 bbox format [x, y, w, h] to [x1, y1, x2, y2]
-        bbox_xywh = item_dict['bbox']  # type: ignore
+        bbox_xywh = item_dict["bbox"]  # type: ignore
         x, y, w, h = bbox_xywh
         bbox_xyxy = [x, y, x + w, y + h]
-        
-        samples.append({
-            'image': item_dict['image'],  # type: ignore
-            'instruction': item_dict['instruction'],  # type: ignore
-            'bbox': bbox_xyxy
-        })
+
+        samples.append(
+            {
+                "image": item_dict["image"],  # type: ignore
+                "instruction": item_dict["instruction"],  # type: ignore
+                "bbox": bbox_xyxy,
+            }
+        )
     print(f"Dataset loaded: {len(samples)} samples")
-    
+
     # Shuffle samples with seed
     random.shuffle(samples)
     print(f"Samples shuffled with seed {args.seed}")
-    
+
     # Get available models
     models = get_available_models()
-    
+
     # Evaluation settings
     max_samples = args.samples  # Use command line argument
-    
+
     # Run evaluations
     all_results = []
-    
+
     for model in models:
         model_wrapper = ModelWrapper(model)
         result = await evaluate_model(model_wrapper, samples, max_samples)
         all_results.append(result)
-        
+
         # Print summary
         print(f"\n{result['model_name']} Results:")
         print(f"  Accuracy: {result['accuracy']*100:.2f}%")
@@ -184,18 +191,22 @@ async def main():
         print(f"  Error Rate: {result['failure_rate']*100:.2f}%")
         print(f"  Avg Time: {result['avg_prediction_time']:.2f}s")
         print(f"  Median Time: {result['median_prediction_time']:.2f}s")
-        print(f"  Time Range: {result['min_prediction_time']:.2f}s - {result['max_prediction_time']:.2f}s")
+        print(
+            f"  Time Range: {result['min_prediction_time']:.2f}s - {result['max_prediction_time']:.2f}s"
+        )
         print(f"  VRAM Max: {result['vram_max_mb']:.1f}MB")
         print(f"  VRAM Avg: {result['vram_avg_mb']:.1f}MB")
-        
+
         # Print GPU memory info
         gpu_memory = get_gpu_memory()
         if gpu_memory and gpu_memory[0] > 0:
             print(f"  GPU Free Memory: {gpu_memory[0]:.1f}MB")
-    
+
     # Save results
     if all_results:
-        save_results_to_markdown(all_results, "screenspot_v2_results.md", title="ScreenSpot-v2 Benchmark Results")
+        save_results_to_markdown(
+            all_results, "screenspot_v2_results.md", title="ScreenSpot-v2 Benchmark Results"
+        )
         save_visualizations(all_results, samples)
         print("\nBenchmark completed successfully!")
     else:
@@ -203,4 +214,4 @@ async def main():
 
 
 if __name__ == "__main__":
-    asyncio.run(main())
\ No newline at end of file
+    asyncio.run(main())
diff --git a/libs/python/agent/benchmarks/utils.py b/libs/python/agent/benchmarks/utils.py
index d7ef4445..7c32b1c1 100644
--- a/libs/python/agent/benchmarks/utils.py
+++ b/libs/python/agent/benchmarks/utils.py
@@ -4,38 +4,40 @@ Shared utilities for ScreenSpot-Pro benchmarking and interactive testing.
 """
 
 import dotenv
+
 dotenv.load_dotenv()
 
 import asyncio
 import base64
+import gc
 import os
-import sys
-import subprocess as sp
 import statistics
+import subprocess as sp
+import sys
 from datetime import datetime
 from io import BytesIO
-from typing import List, Union, Tuple, Optional
+from typing import List, Optional, Tuple, Union
 
+import torch
 from PIL import Image, ImageDraw
 from tqdm import tqdm
-import gc
-import torch
 
 # Add parent directory to path for imports
-sys.path.append(os.path.join(os.path.dirname(__file__), '..'))
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
 from agent.agent import ComputerAgent
 from models.base import ModelProtocol
 
+
 def get_gpu_memory() -> List[int]:
     """
     Get GPU memory usage using nvidia-smi.
-    
+
     Returns:
         List of free memory values in MB for each GPU
     """
     try:
         command = "nvidia-smi --query-gpu=memory.free --format=csv"
-        memory_free_info = sp.check_output(command.split()).decode('ascii').split('\n')[:-1][1:]
+        memory_free_info = sp.check_output(command.split()).decode("ascii").split("\n")[:-1][1:]
         memory_free_values = [int(x.split()[0]) for i, x in enumerate(memory_free_info)]
         return memory_free_values
     except (sp.CalledProcessError, FileNotFoundError, IndexError):
@@ -51,39 +53,34 @@ def get_gpu_memory() -> List[int]:
 def get_vram_usage() -> dict:
     """
     Get current VRAM usage statistics.
-    
+
     Returns:
         Dictionary with VRAM usage info (in MB)
     """
     if torch.cuda.is_available():
         device = torch.cuda.current_device()
         allocated = torch.cuda.memory_allocated(device) / 1024 / 1024  # Convert to MB
-        reserved = torch.cuda.memory_reserved(device) / 1024 / 1024   # Convert to MB
+        reserved = torch.cuda.memory_reserved(device) / 1024 / 1024  # Convert to MB
         total = torch.cuda.get_device_properties(device).total_memory / 1024 / 1024
         return {
-            'allocated_mb': allocated,
-            'reserved_mb': reserved,
-            'total_mb': total,
-            'free_mb': total - reserved
+            "allocated_mb": allocated,
+            "reserved_mb": reserved,
+            "total_mb": total,
+            "free_mb": total - reserved,
         }
     else:
-        return {
-            'allocated_mb': 0.0,
-            'reserved_mb': 0.0,
-            'total_mb': 0.0,
-            'free_mb': 0.0
-        }
+        return {"allocated_mb": 0.0, "reserved_mb": 0.0, "total_mb": 0.0, "free_mb": 0.0}
 
 
 def get_available_models() -> List[Union[str, ModelProtocol]]:
     """
     Get list of available models for testing.
-    
+
     Returns:
         List of model strings and model classes
     """
     local_provider = "huggingface-local/"  # Options: huggingface-local/ or mlx/
-    
+
     # from models.gta1 import GTA1Model
 
     models = [
@@ -94,42 +91,41 @@ def get_available_models() -> List[Union[str, ModelProtocol]]:
         # f"{local_provider}HelloKKMe/GTA1-32B",
         "openai/computer-use-preview+openai/gpt-4o-mini",
         "anthropic/claude-opus-4-20250514+openai/gpt-4o-mini",
-        
         # === Reference model classes ===
         # GTA1Model("HelloKKMe/GTA1-7B"),
-        # GTA1Model("HelloKKMe/GTA1-32B"), 
+        # GTA1Model("HelloKKMe/GTA1-32B"),
     ]
-    
+
     return models
 
 
 def is_click_in_bbox(click_coords: Optional[Tuple[int, int]], bbox: List[int]) -> bool:
     """
     Check if click coordinates are within the bounding box.
-    
+
     Args:
         click_coords: (x, y) coordinates or None
         bbox: [x1, y1, x2, y2] bounding box
-        
+
     Returns:
         True if click is within bbox, False otherwise
     """
     if click_coords is None:
         return False
-    
+
     x, y = click_coords
     x1, y1, x2, y2 = bbox
-    
+
     return x1 <= x <= x2 and y1 <= y <= y2
 
 
 def image_to_base64(image: Image.Image) -> str:
     """
     Convert PIL Image to base64 string.
-    
+
     Args:
         image: PIL Image
-        
+
     Returns:
         Base64 encoded image string
     """
@@ -142,213 +138,252 @@ class ModelWrapper:
     """
     Wrapper to provide unified interface for both ComputerAgent and custom models.
     """
-    
+
     def __init__(self, model: Union[str, ModelProtocol]):
         self.model = model
         self.is_computer_agent = isinstance(model, str)
         self.agent: Optional[ComputerAgent] = None
         self.vram_usage_history: List[float] = []  # Track VRAM usage over time
-        
+
         if self.is_computer_agent:
             self.model_name = str(model)
         else:
-            self.model_name = f"{model.__class__.__name__}('{getattr(model, 'model_name', 'unknown')}')"
-    
+            self.model_name = (
+                f"{model.__class__.__name__}('{getattr(model, 'model_name', 'unknown')}')"
+            )
+
     async def load_model(self) -> None:
         """Load the model."""
         if self.is_computer_agent:
             self.agent = ComputerAgent(model=str(self.model))
         else:
-            await self.model.load_model() # type: ignore
-        
+            await self.model.load_model()  # type: ignore
+
         # Record initial VRAM usage after loading
         vram_info = get_vram_usage()
-        self.vram_usage_history.append(vram_info['allocated_mb'])
-    
+        self.vram_usage_history.append(vram_info["allocated_mb"])
+
     async def unload_model(self) -> None:
         """Unload the model."""
         if not self.is_computer_agent:
-            await self.model.unload_model() # type: ignore
+            await self.model.unload_model()  # type: ignore
         else:
             del self.agent
             self.agent = None
             gc.collect()
             if torch.cuda.is_available():
                 torch.cuda.empty_cache()
-        
+
         # Record VRAM usage after unloading
         vram_info = get_vram_usage()
-        self.vram_usage_history.append(vram_info['allocated_mb'])
-    
+        self.vram_usage_history.append(vram_info["allocated_mb"])
+
     def get_vram_stats(self) -> dict:
         """Get VRAM usage statistics for this model."""
         if not self.vram_usage_history:
-            return {'max_mb': 0.0, 'avg_mb': 0.0}
-        
+            return {"max_mb": 0.0, "avg_mb": 0.0}
+
         return {
-            'max_mb': max(self.vram_usage_history),
-            'avg_mb': sum(self.vram_usage_history) / len(self.vram_usage_history)
+            "max_mb": max(self.vram_usage_history),
+            "avg_mb": sum(self.vram_usage_history) / len(self.vram_usage_history),
         }
 
-    
-    async def predict_click(self, image: Image.Image, instruction: str) -> Optional[Tuple[int, int]]:
+    async def predict_click(
+        self, image: Image.Image, instruction: str
+    ) -> Optional[Tuple[int, int]]:
         """Predict click coordinates."""
         # Record VRAM usage before prediction
         vram_info = get_vram_usage()
-        self.vram_usage_history.append(vram_info['allocated_mb'])
-        
+        self.vram_usage_history.append(vram_info["allocated_mb"])
+
         if self.is_computer_agent:
             if self.agent is None:
                 await self.load_model()
-            
+
             if self.agent is not None:
                 image_b64 = image_to_base64(image)
-                result = await self.agent.predict_click(instruction=instruction, image_b64=image_b64)
-                
+                result = await self.agent.predict_click(
+                    instruction=instruction, image_b64=image_b64
+                )
+
                 # Record VRAM usage after prediction
                 vram_info = get_vram_usage()
-                self.vram_usage_history.append(vram_info['allocated_mb'])
-                
+                self.vram_usage_history.append(vram_info["allocated_mb"])
+
                 return result
             return None
         else:
-            result = await self.model.predict_click(image, instruction) # type: ignore
-            
+            result = await self.model.predict_click(image, instruction)  # type: ignore
+
             # Record VRAM usage after prediction
             vram_info = get_vram_usage()
-            self.vram_usage_history.append(vram_info['allocated_mb'])
-            
+            self.vram_usage_history.append(vram_info["allocated_mb"])
+
             return result
 
 
-def save_results_to_markdown(all_results: List[dict],output_file: str = "screenspot_pro_results.md", title: str = "ScreenSpot-Pro Benchmark Results") -> None:
+def save_results_to_markdown(
+    all_results: List[dict],
+    output_file: str = "screenspot_pro_results.md",
+    title: str = "ScreenSpot-Pro Benchmark Results",
+) -> None:
     """
     Save evaluation results to a markdown table.
-    
+
     Args:
         all_results: List of evaluation results for each model
         output_file: Output markdown file path
     """
-    with open(output_file, 'w', encoding='utf-8') as f:
+    with open(output_file, "w", encoding="utf-8") as f:
         f.write(f"# {title}\n\n")
         f.write(f"**Evaluation Date:** {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n\n")
-        
+
         # Summary table
         f.write("## Summary\n\n")
-        f.write("| Model | Total Samples | Correct | Errors | Accuracy | Error Rate | Avg Time (s) | Median Time (s) | Time Range (s) | VRAM Max (GB) | VRAM Avg (GB) |\n")
-        f.write("|-------|---------------|---------|--------|----------|------------|--------------|-----------------|----------------|---------------|---------------|\n")
-        
+        f.write(
+            "| Model | Total Samples | Correct | Errors | Accuracy | Error Rate | Avg Time (s) | Median Time (s) | Time Range (s) | VRAM Max (GB) | VRAM Avg (GB) |\n"
+        )
+        f.write(
+            "|-------|---------------|---------|--------|----------|------------|--------------|-----------------|----------------|---------------|---------------|\n"
+        )
+
         for result in all_results:
-            model_name = result['model_name']
-            total = result['total_samples']
-            correct = result['correct_predictions']
-            errors = result['failed_predictions']
-            accuracy = result['accuracy'] * 100
-            error_rate = result['failure_rate'] * 100
-            avg_time = result.get('avg_prediction_time', 0.0)
-            median_time = result.get('median_prediction_time', 0.0)
-            min_time = result.get('min_prediction_time', 0.0)
-            max_time = result.get('max_prediction_time', 0.0)
+            model_name = result["model_name"]
+            total = result["total_samples"]
+            correct = result["correct_predictions"]
+            errors = result["failed_predictions"]
+            accuracy = result["accuracy"] * 100
+            error_rate = result["failure_rate"] * 100
+            avg_time = result.get("avg_prediction_time", 0.0)
+            median_time = result.get("median_prediction_time", 0.0)
+            min_time = result.get("min_prediction_time", 0.0)
+            max_time = result.get("max_prediction_time", 0.0)
             time_range = f"{min_time:.2f} - {max_time:.2f}"
-            vram_max = result.get('vram_max_mb', 0.0) / 1024
-            vram_avg = result.get('vram_avg_mb', 0.0) / 1024
-            
-            f.write(f"| {model_name} | {total} | {correct} | {errors} | {accuracy:.2f}% | {error_rate:.2f}% | {avg_time:.2f} | {median_time:.2f} | {time_range} | {vram_max:.1f} | {vram_avg:.1f} |\n")
-        
+            vram_max = result.get("vram_max_mb", 0.0) / 1024
+            vram_avg = result.get("vram_avg_mb", 0.0) / 1024
+
+            f.write(
+                f"| {model_name} | {total} | {correct} | {errors} | {accuracy:.2f}% | {error_rate:.2f}% | {avg_time:.2f} | {median_time:.2f} | {time_range} | {vram_max:.1f} | {vram_avg:.1f} |\n"
+            )
+
         # Detailed results for each model
         for result in all_results:
             f.write(f"\n## {result['model_name']} - Detailed Results\n\n")
-            f.write("| Sample Index | Instruction | BBox | Predicted | Correct | Error | Time (s) |\n")
+            f.write(
+                "| Sample Index | Instruction | BBox | Predicted | Correct | Error | Time (s) |\n"
+            )
             f.write("|-----------|-------------|------|-----------|---------|-------|----------|\n")
-            
-            for sample_result in result['results'][:10]:  # Show first 10 samples
-                sample_idx = sample_result['sample_idx']
-                instruction = sample_result['instruction'][:50] + "..." if len(sample_result['instruction']) > 50 else sample_result['instruction']
-                bbox = str(sample_result['bbox'])
-                predicted = str(sample_result['predicted_coords']) if sample_result['predicted_coords'] else "None"
-                correct = "PASS" if sample_result['is_correct'] else "FAIL"
-                error = "YES" if sample_result['failed'] else "NO"
-                pred_time = sample_result.get('prediction_time', 0.0)
-                
-                f.write(f"| {sample_idx} | {instruction} | {bbox} | {predicted} | {correct} | {error} | {pred_time:.2f} |\n")
-            
-            if len(result['results']) > 10:
+
+            for sample_result in result["results"][:10]:  # Show first 10 samples
+                sample_idx = sample_result["sample_idx"]
+                instruction = (
+                    sample_result["instruction"][:50] + "..."
+                    if len(sample_result["instruction"]) > 50
+                    else sample_result["instruction"]
+                )
+                bbox = str(sample_result["bbox"])
+                predicted = (
+                    str(sample_result["predicted_coords"])
+                    if sample_result["predicted_coords"]
+                    else "None"
+                )
+                correct = "PASS" if sample_result["is_correct"] else "FAIL"
+                error = "YES" if sample_result["failed"] else "NO"
+                pred_time = sample_result.get("prediction_time", 0.0)
+
+                f.write(
+                    f"| {sample_idx} | {instruction} | {bbox} | {predicted} | {correct} | {error} | {pred_time:.2f} |\n"
+                )
+
+            if len(result["results"]) > 10:
                 f.write(f"\n*Showing first 10 of {len(result['results'])} samples*\n")
-    
+
     print(f"\nResults saved to: {output_file}")
 
 
 def save_visualizations(all_results: List[dict], samples, output_dir: str = "output") -> None:
     """
     Save visualizations of predicted coordinates vs bboxes to an output folder.
-    
+
     Args:
         all_results: List of evaluation results for each model
         samples: List of sample dicts with image, bbox, instruction keys
         output_dir: Output directory path
     """
     os.makedirs(output_dir, exist_ok=True)
-    
+
     for result in all_results:
-        model_name = result['model_name'].replace('/', '_').replace('\\', '_')
+        model_name = result["model_name"].replace("/", "_").replace("\\", "_")
         model_dir = os.path.join(output_dir, model_name)
         os.makedirs(model_dir, exist_ok=True)
-        
+
         print(f"Saving visualizations for {result['model_name']}...")
-        
+
         # Save first 10 samples for visualization
-        for i, sample_result in enumerate(tqdm(result['results'][:10], desc=f"Saving {model_name} visualizations")):
+        for i, sample_result in enumerate(
+            tqdm(result["results"][:10], desc=f"Saving {model_name} visualizations")
+        ):
             # Get sample data using index
-            sample_idx = sample_result['sample_idx']
-            
+            sample_idx = sample_result["sample_idx"]
+
             if sample_idx < len(samples):
                 sample = samples[sample_idx]
-                image = sample['image'].copy()  # Make a copy to avoid modifying original
+                image = sample["image"].copy()  # Make a copy to avoid modifying original
             else:
                 print(f"Warning: Could not find sample at index {sample_idx}")
                 continue
-            
-            bbox = sample_result['bbox']
-            predicted_coords = sample_result['predicted_coords']
-            is_correct = sample_result['is_correct']
-            
+
+            bbox = sample_result["bbox"]
+            predicted_coords = sample_result["predicted_coords"]
+            is_correct = sample_result["is_correct"]
+
             # Draw on image
             draw = ImageDraw.Draw(image)
-            
+
             # Draw bounding box (ground truth) in green
             x1, y1, x2, y2 = bbox
             draw.rectangle([x1, y1, x2, y2], outline="green", width=3)
-            draw.text((x1, y1-20), "Ground Truth", fill="green")
-            
+            draw.text((x1, y1 - 20), "Ground Truth", fill="green")
+
             # Draw predicted click in red or blue
             if predicted_coords is not None:
                 px, py = predicted_coords
                 color = "blue" if is_correct else "red"
                 # Draw crosshair
                 crosshair_size = 15
-                draw.line([(px-crosshair_size, py), (px+crosshair_size, py)], fill=color, width=3)
-                draw.line([(px, py-crosshair_size), (px, py+crosshair_size)], fill=color, width=3)
-                draw.text((px+10, py-20), f"Predicted ({px},{py})", fill=color)
-            
+                draw.line(
+                    [(px - crosshair_size, py), (px + crosshair_size, py)], fill=color, width=3
+                )
+                draw.line(
+                    [(px, py - crosshair_size), (px, py + crosshair_size)], fill=color, width=3
+                )
+                draw.text((px + 10, py - 20), f"Predicted ({px},{py})", fill=color)
+
             # Add status text
             status = "CORRECT" if is_correct else "INCORRECT"
             status_color = "blue" if is_correct else "red"
             draw.text((10, 10), f"Status: {status}", fill=status_color)
-            draw.text((10, 30), f"Instruction: {sample_result['instruction'][:50]}...", fill="black")
-            
+            draw.text(
+                (10, 30), f"Instruction: {sample_result['instruction'][:50]}...", fill="black"
+            )
+
             # Save image
             filename = f"sample_{i+1:02d}_idx{sample_idx}_{status.lower()}.png"
             filepath = os.path.join(model_dir, filename)
             image.save(filepath)
-        
+
         print(f"Visualizations saved to: {model_dir}")
 
 
-def save_prediction_visualization(image: Image.Image, instruction: str, predictions: List[dict], 
-                                output_file: str = "interactive_prediction.png") -> None:
+def save_prediction_visualization(
+    image: Image.Image,
+    instruction: str,
+    predictions: List[dict],
+    output_file: str = "interactive_prediction.png",
+) -> None:
     """
     Save visualization of multiple model predictions on a single image.
-    
+
     Args:
         image: PIL Image to visualize
         instruction: Instruction text
@@ -358,32 +393,32 @@ def save_prediction_visualization(image: Image.Image, instruction: str, predicti
     # Create a copy of the image
     vis_image = image.copy()
     draw = ImageDraw.Draw(vis_image)
-    
+
     # Colors for different models
     colors = ["red", "blue", "orange", "purple", "brown", "pink", "gray", "olive"]
-    
+
     # Draw predictions
     for i, pred in enumerate(predictions):
         color = colors[i % len(colors)]
-        model_name = pred['model_name']
-        coords = pred.get('coords')
-        error = pred.get('error')
-        
+        model_name = pred["model_name"]
+        coords = pred.get("coords")
+        error = pred.get("error")
+
         if coords is not None:
             px, py = coords
             # Draw crosshair
             crosshair_size = 20
-            draw.line([(px-crosshair_size, py), (px+crosshair_size, py)], fill=color, width=4)
-            draw.line([(px, py-crosshair_size), (px, py+crosshair_size)], fill=color, width=4)
+            draw.line([(px - crosshair_size, py), (px + crosshair_size, py)], fill=color, width=4)
+            draw.line([(px, py - crosshair_size), (px, py + crosshair_size)], fill=color, width=4)
             # Draw model name
-            draw.text((px+15, py+15), f"{model_name}: ({px},{py})", fill=color)
+            draw.text((px + 15, py + 15), f"{model_name}: ({px},{py})", fill=color)
         else:
             # Draw error text
-            draw.text((10, 50 + i*20), f"{model_name}: ERROR - {error}", fill=color)
-    
+            draw.text((10, 50 + i * 20), f"{model_name}: ERROR - {error}", fill=color)
+
     # Add instruction at the top
     draw.text((10, 10), f"Instruction: {instruction}", fill="black")
-    
+
     # Save image
     vis_image.save(output_file)
     print(f"Prediction visualization saved to: {output_file}")
@@ -392,12 +427,13 @@ def save_prediction_visualization(image: Image.Image, instruction: str, predicti
 def take_screenshot() -> Image.Image:
     """
     Take a screenshot of the current screen.
-    
+
     Returns:
         PIL Image of the screenshot
     """
     try:
         import pyautogui
+
         screenshot = pyautogui.screenshot()
         return screenshot
     except ImportError:
@@ -406,4 +442,3 @@ def take_screenshot() -> Image.Image:
     except Exception as e:
         print(f"Error taking screenshot: {e}")
         raise
-
diff --git a/libs/python/agent/example.py b/libs/python/agent/example.py
index fc4dc1b1..b02ccbfd 100644
--- a/libs/python/agent/example.py
+++ b/libs/python/agent/example.py
@@ -9,58 +9,61 @@ from agent import ComputerAgent
 from computer import Computer
 from computer.helpers import sandboxed
 
+
 @sandboxed()
 def read_file(location: str) -> str:
     """Read contents of a file
-    
+
     Parameters
     ----------
     location : str
         Path to the file to read
-        
+
     Returns
     -------
     str
         Contents of the file or error message
     """
     try:
-        with open(location, 'r') as f:
+        with open(location, "r") as f:
             return f.read()
     except Exception as e:
         return f"Error reading file: {str(e)}"
 
+
 def save_note(content: str, filename: str = "note.txt") -> str:
     """Save content to a note file
-    
+
     Parameters
     ----------
     content : str
         Content to save to the file
     filename : str, optional
         Name of the file to save to (default is "note.txt")
-        
+
     Returns
     -------
     str
         Success or error message
     """
     try:
-        with open(filename, 'w') as f:
+        with open(filename, "w") as f:
             f.write(content)
         return f"Saved note to {filename}"
     except Exception as e:
         return f"Error saving note: {str(e)}"
 
+
 def calculate(a: int, b: int) -> int:
     """Calculate the sum of two integers
-    
+
     Parameters
     ----------
     a : int
         First integer
     b : int
         Second integer
-        
+
     Returns
     -------
     int
@@ -68,15 +71,18 @@ def calculate(a: int, b: int) -> int:
     """
     return a + b
 
+
 async def main():
     """Example usage of ComputerAgent with different models"""
-    
+
     # Example 1: Using Claude with computer and custom tools
     print("=== Example 1: Claude with Computer ===")
-    
-    import os
-    import dotenv
+
     import json
+    import os
+
+    import dotenv
+
     dotenv.load_dotenv()
 
     assert os.getenv("CUA_CONTAINER_NAME") is not None, "CUA_CONTAINER_NAME is not set"
@@ -86,38 +92,37 @@ async def main():
         os_type="linux",
         provider_type="cloud",
         name=os.getenv("CUA_CONTAINER_NAME") or "",
-        api_key=os.getenv("CUA_API_KEY") or ""
+        api_key=os.getenv("CUA_API_KEY") or "",
     ) as computer:
         agent = ComputerAgent(
             # Supported models:
-            
             # == OpenAI CUA (computer-use-preview) ==
             model="openai/computer-use-preview",
-
             # == Anthropic CUA (Claude > 3.5) ==
-            # model="anthropic/claude-opus-4-20250514", 
+            # model="anthropic/claude-opus-4-20250514",
             # model="anthropic/claude-sonnet-4-20250514",
             # model="anthropic/claude-3-7-sonnet-20250219",
             # model="anthropic/claude-3-5-sonnet-20241022",
-
             # == UI-TARS ==
             # model="huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B",
             # TODO: add local mlx provider
             # model="mlx-community/UI-TARS-1.5-7B-6bit",
             # model="ollama_chat/0000/ui-tars-1.5-7b",
-
             # == Omniparser + Any LLM ==
             # model="omniparser+..."
             # model="omniparser+anthropic/claude-opus-4-20250514",
-
             tools=[computer],
             only_n_most_recent_images=3,
             verbosity=logging.INFO,
             trajectory_dir="trajectories",
             use_prompt_caching=True,
-            max_trajectory_budget={ "max_budget": 1.0, "raise_error": True, "reset_after_each_run": False },
+            max_trajectory_budget={
+                "max_budget": 1.0,
+                "raise_error": True,
+                "reset_after_each_run": False,
+            },
         )
-        
+
         history = []
         while True:
             user_input = input("> ")
@@ -143,5 +148,6 @@ async def main():
                 #     elif item["type"] == "function_call_output":
                 #         print("===>", item["output"])
 
+
 if __name__ == "__main__":
-    asyncio.run(main())
\ No newline at end of file
+    asyncio.run(main())
diff --git a/libs/python/computer-server/README.md b/libs/python/computer-server/README.md
index 0e914298..5c40bdd2 100644
--- a/libs/python/computer-server/README.md
+++ b/libs/python/computer-server/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![PyPI](https://img.shields.io/pypi/v/cua-computer-server?color=333333)](https://pypi.org/project/cua-computer-server/)
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![PyPI](https://img.shields.io/pypi/v/cua-computer-server?color=333333)](https://pypi.org/project/cua-computer-server/)
+
 </h1>
 </div>
 
@@ -42,4 +43,4 @@ Refer to this notebook for a step-by-step guide on how to use the Computer-Use S
 - [Commands](https://trycua.com/docs/libraries/computer-server/Commands)
 - [REST-API](https://trycua.com/docs/libraries/computer-server/REST-API)
 - [WebSocket-API](https://trycua.com/docs/libraries/computer-server/WebSocket-API)
-- [Index](https://trycua.com/docs/libraries/computer-server/index)
\ No newline at end of file
+- [Index](https://trycua.com/docs/libraries/computer-server/index)
diff --git a/libs/python/computer-server/computer_server/__main__.py b/libs/python/computer-server/computer_server/__main__.py
index 89d33d0b..f40ff635 100644
--- a/libs/python/computer-server/computer_server/__main__.py
+++ b/libs/python/computer-server/computer_server/__main__.py
@@ -4,6 +4,7 @@ This allows the server to be started with `python -m computer_server`.
 """
 
 import sys
+
 from .cli import main
 
 if __name__ == "__main__":
diff --git a/libs/python/computer-server/computer_server/cli.py b/libs/python/computer-server/computer_server/cli.py
index 38e4c24f..21c8cec6 100644
--- a/libs/python/computer-server/computer_server/cli.py
+++ b/libs/python/computer-server/computer_server/cli.py
@@ -36,7 +36,7 @@ def parse_args(args: Optional[List[str]] = None) -> argparse.Namespace:
         help="Path to SSL private key file (enables HTTPS)",
     )
     parser.add_argument(
-        "--ssl-certfile", 
+        "--ssl-certfile",
         type=str,
         help="Path to SSL certificate file (enables HTTPS)",
     )
@@ -73,16 +73,18 @@ def main() -> None:
     # Check if watchdog should be enabled
     container_name = os.environ.get("CONTAINER_NAME")
     enable_watchdog = (args.watchdog or bool(container_name)) and not sys.platform.startswith("win")
-    
+
     if container_name:
-        logger.info(f"Container environment detected (CONTAINER_NAME={container_name}), enabling watchdog")
+        logger.info(
+            f"Container environment detected (CONTAINER_NAME={container_name}), enabling watchdog"
+        )
     elif args.watchdog:
         logger.info("Watchdog explicitly enabled via --watchdog flag")
-    
+
     # Start watchdog if enabled
     if enable_watchdog:
         logger.info(f"Starting watchdog monitoring with {args.watchdog_interval}s interval")
-        
+
         def run_watchdog_thread():
             """Run watchdog in a separate thread."""
             loop = asyncio.new_event_loop()
@@ -90,38 +92,32 @@ def main() -> None:
             try:
                 # Create CLI args dict for watchdog
                 cli_args = {
-                    'host': args.host,
-                    'port': args.port,
-                    'log_level': args.log_level,
-                    'ssl_keyfile': args.ssl_keyfile,
-                    'ssl_certfile': args.ssl_certfile
+                    "host": args.host,
+                    "port": args.port,
+                    "log_level": args.log_level,
+                    "ssl_keyfile": args.ssl_keyfile,
+                    "ssl_certfile": args.ssl_certfile,
                 }
-                
+
                 # Create watchdog with restart settings
                 from .watchdog import Watchdog
-                watchdog = Watchdog(
-                    cli_args=cli_args,
-                    ping_interval=args.watchdog_interval
-                )
+
+                watchdog = Watchdog(cli_args=cli_args, ping_interval=args.watchdog_interval)
                 watchdog.restart_enabled = not args.no_restart
-                
+
                 loop.run_until_complete(watchdog.start_monitoring())
             except Exception as e:
                 logger.error(f"Watchdog error: {e}")
             finally:
                 loop.close()
-        
+
         # Start watchdog in background thread
-        watchdog_thread = threading.Thread(
-            target=run_watchdog_thread,
-            daemon=True,
-            name="watchdog"
-        )
+        watchdog_thread = threading.Thread(target=run_watchdog_thread, daemon=True, name="watchdog")
         watchdog_thread.start()
 
     # Create and start the server
     logger.info(f"Starting CUA Computer API server on {args.host}:{args.port}...")
-    
+
     # Handle SSL configuration
     ssl_args = {}
     if args.ssl_keyfile and args.ssl_certfile:
@@ -131,10 +127,12 @@ def main() -> None:
         }
         logger.info("HTTPS mode enabled with SSL certificates")
     elif args.ssl_keyfile or args.ssl_certfile:
-        logger.warning("Both --ssl-keyfile and --ssl-certfile are required for HTTPS. Running in HTTP mode.")
+        logger.warning(
+            "Both --ssl-keyfile and --ssl-certfile are required for HTTPS. Running in HTTP mode."
+        )
     else:
         logger.info("HTTP mode (no SSL certificates provided)")
-    
+
     server = Server(host=args.host, port=args.port, log_level=args.log_level, **ssl_args)
 
     try:
diff --git a/libs/python/computer-server/computer_server/diorama/base.py b/libs/python/computer-server/computer_server/diorama/base.py
index 3ca01133..41352818 100644
--- a/libs/python/computer-server/computer_server/diorama/base.py
+++ b/libs/python/computer-server/computer_server/diorama/base.py
@@ -1,4 +1,5 @@
 class BaseDioramaHandler:
     """Base Diorama handler for unsupported OSes."""
+
     async def diorama_cmd(self, action: str, arguments: dict = None) -> dict:
         return {"success": False, "error": "Diorama is not supported on this OS yet."}
diff --git a/libs/python/computer-server/computer_server/diorama/diorama.py b/libs/python/computer-server/computer_server/diorama/diorama.py
index 3a63b0b6..f5e34cac 100644
--- a/libs/python/computer-server/computer_server/diorama/diorama.py
+++ b/libs/python/computer-server/computer_server/diorama/diorama.py
@@ -1,31 +1,38 @@
 #!/usr/bin/env python3
 """Diorama: A virtual desktop manager for macOS"""
 
-import os
 import asyncio
-import logging
-import sys
 import io
+import logging
+import os
+import sys
 from typing import Union
-from PIL import Image, ImageDraw
-
-from computer_server.diorama.draw import capture_all_apps, AppActivationContext, get_frontmost_and_active_app, get_all_windows, get_running_apps
 
 from computer_server.diorama.diorama_computer import DioramaComputer
+from computer_server.diorama.draw import (
+    AppActivationContext,
+    capture_all_apps,
+    get_all_windows,
+    get_frontmost_and_active_app,
+    get_running_apps,
+)
 from computer_server.handlers.macos import *
+from PIL import Image, ImageDraw
 
 # simple, nicely formatted logging
 logger = logging.getLogger(__name__)
 
 automation_handler = MacOSAutomationHandler()
 
+
 class Diorama:
     """Virtual desktop manager that provides automation capabilities for macOS applications.
-    
+
     Manages application windows and provides an interface for taking screenshots,
     mouse interactions, keyboard input, and coordinate transformations between
     screenshot space and screen space.
     """
+
     _scheduler_queue = None
     _scheduler_task = None
     _loop = None
@@ -34,10 +41,10 @@ class Diorama:
     @classmethod
     def create_from_apps(cls, *args) -> DioramaComputer:
         """Create a DioramaComputer instance from a list of application names.
-        
+
         Args:
             *args: Variable number of application names to include in the desktop
-            
+
         Returns:
             DioramaComputer: A computer interface for the specified applications
         """
@@ -46,10 +53,10 @@ class Diorama:
 
     # Dictionary to store cursor positions for each unique app_list hash
     _cursor_positions = {}
-    
+
     def __init__(self, app_list):
         """Initialize a Diorama instance for the specified applications.
-        
+
         Args:
             app_list: List of application names to manage
         """
@@ -57,10 +64,10 @@ class Diorama:
         self.interface = self.Interface(self)
         self.computer = DioramaComputer(self)
         self.focus_context = None
-        
+
         # Create a hash for this app_list to use as a key
         self.app_list_hash = hash(tuple(sorted(app_list)))
-        
+
         # Initialize cursor position for this app_list if it doesn't exist
         if self.app_list_hash not in Diorama._cursor_positions:
             Diorama._cursor_positions[self.app_list_hash] = (0, 0)
@@ -68,7 +75,7 @@ class Diorama:
     @classmethod
     def _ensure_scheduler(cls):
         """Ensure the async scheduler loop is running.
-        
+
         Creates and starts the scheduler task if it hasn't been started yet.
         """
         if not cls._scheduler_started:
@@ -81,7 +88,7 @@ class Diorama:
     @classmethod
     async def _scheduler_loop(cls):
         """Main scheduler loop that processes automation commands.
-        
+
         Continuously processes commands from the scheduler queue, handling
         screenshots, mouse actions, keyboard input, and scrolling operations.
         """
@@ -91,31 +98,37 @@ class Diorama:
             args = cmd.get("arguments", {})
             future = cmd.get("future")
             logger.info(f"Processing command: {action} | args={args}")
-            
+
             app_whitelist = args.get("app_list", [])
-            
+
             all_windows = get_all_windows()
             running_apps = get_running_apps()
-            frontmost_app, active_app_to_use, active_app_pid = get_frontmost_and_active_app(all_windows, running_apps, app_whitelist)
+            frontmost_app, active_app_to_use, active_app_pid = get_frontmost_and_active_app(
+                all_windows, running_apps, app_whitelist
+            )
             focus_context = AppActivationContext(active_app_pid, active_app_to_use, logger)
-            
+
             with focus_context:
                 try:
                     if action == "screenshot":
                         logger.info(f"Taking screenshot for apps: {app_whitelist}")
                         result, img = capture_all_apps(
-                            app_whitelist=app_whitelist,
-                            save_to_disk=False,
-                            take_focus=False
+                            app_whitelist=app_whitelist, save_to_disk=False, take_focus=False
                         )
                         logger.info("Screenshot complete.")
                         if future:
                             future.set_result((result, img))
                     # Mouse actions
-                    elif action in ["left_click", "right_click", "double_click", "move_cursor", "drag_to"]:
+                    elif action in [
+                        "left_click",
+                        "right_click",
+                        "double_click",
+                        "move_cursor",
+                        "drag_to",
+                    ]:
                         x = args.get("x")
                         y = args.get("y")
-                        
+
                         duration = args.get("duration", 0.5)
                         if action == "left_click":
                             await automation_handler.left_click(x, y)
@@ -134,7 +147,7 @@ class Diorama:
                         y = args.get("y")
                         if x is not None and y is not None:
                             await automation_handler.move_cursor(x, y)
-                        
+
                         clicks = args.get("clicks", 1)
                         if action == "scroll_up":
                             await automation_handler.scroll_up(clicks)
@@ -171,31 +184,31 @@ class Diorama:
                     if future:
                         future.set_exception(e)
 
-    class Interface():
+    class Interface:
         """Interface for interacting with the virtual desktop.
-        
+
         Provides methods for taking screenshots, mouse interactions, keyboard input,
         and coordinate transformations between screenshot and screen coordinates.
         """
-        
+
         def __init__(self, diorama):
             """Initialize the interface with a reference to the parent Diorama instance.
-            
+
             Args:
                 diorama: The parent Diorama instance
             """
             self._diorama = diorama
-            
+
             self._scene_hitboxes = []
             self._scene_size = None
 
         async def _send_cmd(self, action, arguments=None):
             """Send a command to the scheduler queue.
-            
+
             Args:
                 action (str): The action to perform
                 arguments (dict, optional): Arguments for the action
-                
+
             Returns:
                 The result of the command execution
             """
@@ -203,11 +216,13 @@ class Diorama:
             loop = asyncio.get_event_loop()
             future = loop.create_future()
             logger.info(f"Enqueuing {action} command for apps: {self._diorama.app_list}")
-            await Diorama._scheduler_queue.put({
-                "action": action,
-                "arguments": {"app_list": self._diorama.app_list, **(arguments or {})},
-                "future": future
-            })
+            await Diorama._scheduler_queue.put(
+                {
+                    "action": action,
+                    "arguments": {"app_list": self._diorama.app_list, **(arguments or {})},
+                    "future": future,
+                }
+            )
             try:
                 return await future
             except asyncio.CancelledError:
@@ -216,21 +231,23 @@ class Diorama:
 
         async def screenshot(self, as_bytes: bool = True) -> Union[str, Image.Image]:
             """Take a screenshot of the managed applications.
-            
+
             Args:
                 as_bytes (bool): If True, return base64-encoded bytes; if False, return PIL Image
-                
+
             Returns:
                 Union[str, Image.Image]: Base64-encoded PNG bytes or PIL Image object
             """
             import base64
+
             result, img = await self._send_cmd("screenshot")
             self._scene_hitboxes = result.get("hitboxes", [])
             self._scene_size = img.size
-            
+
             if as_bytes:
                 # PIL Image to bytes, then base64 encode for JSON
                 import io
+
                 img_byte_arr = io.BytesIO()
                 img.save(img_byte_arr, format="PNG")
                 img_bytes = img_byte_arr.getvalue()
@@ -241,7 +258,7 @@ class Diorama:
 
         async def left_click(self, x, y):
             """Perform a left mouse click at the specified coordinates.
-            
+
             Args:
                 x (int): X coordinate in screenshot space (or None to use last position)
                 y (int): Y coordinate in screenshot space (or None to use last position)
@@ -258,7 +275,7 @@ class Diorama:
 
         async def right_click(self, x, y):
             """Perform a right mouse click at the specified coordinates.
-            
+
             Args:
                 x (int): X coordinate in screenshot space (or None to use last position)
                 y (int): Y coordinate in screenshot space (or None to use last position)
@@ -269,13 +286,13 @@ class Diorama:
             x, y = x or last_pos[0], y or last_pos[1]
             # Update cursor position for this app_list hash
             Diorama._cursor_positions[app_list_hash] = (x, y)
-            
+
             sx, sy = await self.to_screen_coordinates(x, y)
             await self._send_cmd("right_click", {"x": sx, "y": sy})
 
         async def double_click(self, x, y):
             """Perform a double mouse click at the specified coordinates.
-            
+
             Args:
                 x (int): X coordinate in screenshot space (or None to use last position)
                 y (int): Y coordinate in screenshot space (or None to use last position)
@@ -286,13 +303,13 @@ class Diorama:
             x, y = x or last_pos[0], y or last_pos[1]
             # Update cursor position for this app_list hash
             Diorama._cursor_positions[app_list_hash] = (x, y)
-            
+
             sx, sy = await self.to_screen_coordinates(x, y)
             await self._send_cmd("double_click", {"x": sx, "y": sy})
 
         async def move_cursor(self, x, y):
             """Move the mouse cursor to the specified coordinates.
-            
+
             Args:
                 x (int): X coordinate in screenshot space (or None to use last position)
                 y (int): Y coordinate in screenshot space (or None to use last position)
@@ -303,13 +320,13 @@ class Diorama:
             x, y = x or last_pos[0], y or last_pos[1]
             # Update cursor position for this app_list hash
             Diorama._cursor_positions[app_list_hash] = (x, y)
-            
+
             sx, sy = await self.to_screen_coordinates(x, y)
             await self._send_cmd("move_cursor", {"x": sx, "y": sy})
 
         async def drag_to(self, x, y, duration=0.5):
             """Drag the mouse from current position to the specified coordinates.
-            
+
             Args:
                 x (int): X coordinate in screenshot space (or None to use last position)
                 y (int): Y coordinate in screenshot space (or None to use last position)
@@ -321,13 +338,13 @@ class Diorama:
             x, y = x or last_pos[0], y or last_pos[1]
             # Update cursor position for this app_list hash
             Diorama._cursor_positions[app_list_hash] = (x, y)
-            
+
             sx, sy = await self.to_screen_coordinates(x, y)
             await self._send_cmd("drag_to", {"x": sx, "y": sy, "duration": duration})
 
         async def get_cursor_position(self):
             """Get the current cursor position in screen coordinates.
-            
+
             Returns:
                 tuple: (x, y) coordinates of the cursor in screen space
             """
@@ -335,7 +352,7 @@ class Diorama:
 
         async def type_text(self, text):
             """Type the specified text using the keyboard.
-            
+
             Args:
                 text (str): The text to type
             """
@@ -343,7 +360,7 @@ class Diorama:
 
         async def press_key(self, key):
             """Press a single key on the keyboard.
-            
+
             Args:
                 key (str): The key to press
             """
@@ -351,7 +368,7 @@ class Diorama:
 
         async def hotkey(self, keys):
             """Press a combination of keys simultaneously.
-            
+
             Args:
                 keys (list): List of keys to press together
             """
@@ -359,7 +376,7 @@ class Diorama:
 
         async def scroll_up(self, clicks: int = 1):
             """Scroll up at the current cursor position.
-            
+
             Args:
                 clicks (int): Number of scroll clicks to perform
             """
@@ -367,12 +384,12 @@ class Diorama:
             app_list_hash = hash(tuple(sorted(self._diorama.app_list)))
             last_pos = Diorama._cursor_positions.get(app_list_hash, (0, 0))
             x, y = last_pos[0], last_pos[1]
-            
+
             await self._send_cmd("scroll_up", {"clicks": clicks, "x": x, "y": y})
 
         async def scroll_down(self, clicks: int = 1):
             """Scroll down at the current cursor position.
-            
+
             Args:
                 clicks (int): Number of scroll clicks to perform
             """
@@ -380,18 +397,18 @@ class Diorama:
             app_list_hash = hash(tuple(sorted(self._diorama.app_list)))
             last_pos = Diorama._cursor_positions.get(app_list_hash, (0, 0))
             x, y = last_pos[0], last_pos[1]
-            
+
             await self._send_cmd("scroll_down", {"clicks": clicks, "x": x, "y": y})
 
         async def get_screen_size(self) -> dict[str, int]:
             """Get the size of the screenshot area.
-            
+
             Returns:
                 dict[str, int]: Dictionary with 'width' and 'height' keys
             """
             if not self._scene_size:
                 await self.screenshot()
-            return { "width": self._scene_size[0], "height": self._scene_size[1] }
+            return {"width": self._scene_size[0], "height": self._scene_size[1]}
 
         async def to_screen_coordinates(self, x: float, y: float) -> tuple[float, float]:
             """Convert screenshot coordinates to screen coordinates.
@@ -404,29 +421,29 @@ class Diorama:
                 tuple[float, float]: (x, y) absolute coordinates in screen space
             """
             if not self._scene_hitboxes:
-                await self.screenshot() # get hitboxes
+                await self.screenshot()  # get hitboxes
             # Try all hitboxes
             for h in self._scene_hitboxes[::-1]:
                 rect_from = h.get("hitbox")
                 rect_to = h.get("target")
                 if not rect_from or len(rect_from) != 4:
                     continue
-                
+
                 # check if (x, y) is inside rect_from
                 x0, y0, x1, y1 = rect_from
                 if x0 <= x <= x1 and y0 <= y <= y1:
                     logger.info(f"Found hitbox: {h}")
                     # remap (x, y) to rect_to
                     tx0, ty0, tx1, ty1 = rect_to
-                    
+
                     # calculate offset from x0, y0
                     offset_x = x - x0
                     offset_y = y - y0
-                    
+
                     # remap offset to rect_to
                     tx = tx0 + offset_x
                     ty = ty0 + offset_y
-                    
+
                     return tx, ty
             return x, y
 
@@ -441,34 +458,37 @@ class Diorama:
                 tuple[float, float]: (x, y) absolute coordinates in screenshot space
             """
             if not self._scene_hitboxes:
-                await self.screenshot() # get hitboxes
+                await self.screenshot()  # get hitboxes
             # Try all hitboxes
             for h in self._scene_hitboxes[::-1]:
                 rect_from = h.get("target")
                 rect_to = h.get("hitbox")
                 if not rect_from or len(rect_from) != 4:
                     continue
-                
+
                 # check if (x, y) is inside rect_from
                 x0, y0, x1, y1 = rect_from
                 if x0 <= x <= x1 and y0 <= y <= y1:
                     # remap (x, y) to rect_to
                     tx0, ty0, tx1, ty1 = rect_to
-                    
+
                     # calculate offset from x0, y0
                     offset_x = x - x0
                     offset_y = y - y0
-                    
+
                     # remap offset to rect_to
                     tx = tx0 + offset_x
                     ty = ty0 + offset_y
-                    
+
                     return tx, ty
             return x, y
 
-import pyautogui
+
 import time
 
+import pyautogui
+
+
 async def main():
     """Main function demonstrating Diorama usage with multiple desktops and mouse tracking."""
     desktop1 = Diorama.create_from_apps(["Discord", "Notes"])
@@ -511,7 +531,7 @@ async def main():
                 # Draw on a copy of the screenshot
                 frame = base_img.copy()
                 frame_draw = ImageDraw.Draw(frame)
-                frame_draw.ellipse((sx-5, sy-5, sx+5, sy+5), fill="blue", outline="blue")
+                frame_draw.ellipse((sx - 5, sy - 5, sx + 5, sy + 5), fill="blue", outline="blue")
                 # Save the frame
                 frame.save("app_screenshots/desktop3_mouse.png")
                 print(f"Mouse at screen ({mouse_x}, {mouse_y}) -> screenshot ({sx:.1f}, {sy:.1f})")
@@ -520,15 +540,13 @@ async def main():
         print("Stopped tracking.")
 
         draw.text((rect[0], rect[1]), str(idx), fill="red")
-    
+
     canvas.save("app_screenshots/desktop3_hitboxes.png")
-    
-    
 
     # move mouse in a square spiral around the screen
     import math
     import random
-    
+
     step = 20  # pixels per move
     dot_radius = 10
     width = screen_size["width"]
@@ -539,11 +557,12 @@ async def main():
         await desktop3.interface.move_cursor(x, y)
         img = await desktop3.interface.screenshot(as_bytes=False)
         draw = ImageDraw.Draw(img)
-        draw.ellipse((x-dot_radius, y-dot_radius, x+dot_radius, y+dot_radius), fill="red")
+        draw.ellipse((x - dot_radius, y - dot_radius, x + dot_radius, y + dot_radius), fill="red")
         img.save("current.png")
         await asyncio.sleep(0.03)
         x += step
         y = math.sin(x / width * math.pi * 2) * 50 + 25
 
+
 if __name__ == "__main__":
     asyncio.run(main())
diff --git a/libs/python/computer-server/computer_server/diorama/diorama_computer.py b/libs/python/computer-server/computer_server/diorama/diorama_computer.py
index c00bd86f..f37d4299 100644
--- a/libs/python/computer-server/computer_server/diorama/diorama_computer.py
+++ b/libs/python/computer-server/computer_server/diorama/diorama_computer.py
@@ -1,14 +1,16 @@
 import asyncio
 
+
 class DioramaComputer:
     """
     A minimal Computer-like interface for Diorama, compatible with ComputerAgent.
     Implements _initialized, run(), and __aenter__ for agent compatibility.
     """
+
     def __init__(self, diorama):
         """
         Initialize the DioramaComputer with a diorama instance.
-        
+
         Args:
             diorama: The diorama instance to wrap with a computer-like interface.
         """
@@ -19,10 +21,10 @@ class DioramaComputer:
     async def __aenter__(self):
         """
         Async context manager entry method for compatibility with ComputerAgent.
-        
+
         Ensures an event loop is running and marks the instance as initialized.
         Creates a new event loop if none is currently running.
-        
+
         Returns:
             DioramaComputer: The initialized instance.
         """
@@ -37,10 +39,10 @@ class DioramaComputer:
     async def run(self):
         """
         Run method stub for compatibility with ComputerAgent interface.
-        
+
         Ensures the instance is initialized before returning. If not already
         initialized, calls __aenter__ to perform initialization.
-        
+
         Returns:
             DioramaComputer: The initialized instance.
         """
diff --git a/libs/python/computer-server/computer_server/diorama/draw.py b/libs/python/computer-server/computer_server/diorama/draw.py
index e915b790..07209824 100644
--- a/libs/python/computer-server/computer_server/diorama/draw.py
+++ b/libs/python/computer-server/computer_server/diorama/draw.py
@@ -3,7 +3,7 @@
 
 This script renders filtered views of the macOS desktop, preserving only selected applications
 while maintaining system UI elements like menubar and dock. Each "diorama" shows a consistent
-view of the system while isolating specific applications. 
+view of the system while isolating specific applications.
 
 The image is "smart resized" to remove any empty space around the menubar and dock.
 
@@ -15,26 +15,28 @@ Key features:
 - Supports parallel views of the same desktop for multi-agent systems
 """
 
-import sys
-import os
-import time
 import argparse
-from typing import List, Dict, Any, Optional, Tuple
-import json
-from PIL import Image, ImageDraw
-import io
 import asyncio
 import functools
+import io
+import json
 import logging
+import os
+import sys
+import time
+from typing import Any, Dict, List, Optional, Tuple
+
+from PIL import Image, ImageDraw
 
 # simple, nicely formatted logging
 logger = logging.getLogger(__name__)
 
 from computer_server.diorama.safezone import (
-    get_menubar_bounds,
     get_dock_bounds,
+    get_menubar_bounds,
 )
 
+
 # Timing decorator for profiling
 def timing_decorator(func):
     @functools.wraps(func)
@@ -45,46 +47,46 @@ def timing_decorator(func):
         elapsed_time = end_time - start_time
         logger.debug(f"Function {func.__name__} took {elapsed_time:.4f} seconds to run")
         return result
+
     return wrapper
 
+
 # Import Objective-C bridge libraries
 try:
-    import Quartz
     import AppKit
-    from ApplicationServices import (
-        AXUIElementCreateSystemWide,  # type: ignore
-        AXUIElementCreateApplication,  # type: ignore
-        AXUIElementCopyAttributeValue,  # type: ignore
-        AXUIElementCopyAttributeValues,  # type: ignore
-        kAXFocusedWindowAttribute,  # type: ignore
-        kAXWindowsAttribute,  # type: ignore
-        kAXMainWindowAttribute,  # type: ignore
-        kAXChildrenAttribute,  # type: ignore
-        kAXRoleAttribute,  # type: ignore
-        kAXTitleAttribute,  # type: ignore
-        kAXValueAttribute,  # type: ignore
-        kAXDescriptionAttribute,  # type: ignore
-        kAXEnabledAttribute,  # type: ignore
-        kAXPositionAttribute,  # type: ignore
-        kAXSizeAttribute,  # type: ignore
-        kAXErrorSuccess,  # type: ignore
-        AXValueGetType,  # type: ignore
-        kAXValueCGSizeType,  # type: ignore
-        kAXValueCGPointType,  # type: ignore
-        kAXValueCFRangeType,  # type: ignore
-        AXUIElementGetTypeID,  # type: ignore
-        AXValueGetValue,  # type: ignore
-        kAXVisibleChildrenAttribute,  # type: ignore
-        kAXRoleDescriptionAttribute,  # type: ignore
-        kAXFocusedApplicationAttribute,  # type: ignore
-        kAXFocusedUIElementAttribute,  # type: ignore
-        kAXSelectedTextAttribute,  # type: ignore
-        kAXSelectedTextRangeAttribute,  # type: ignore
-    )
-    from AppKit import NSWorkspace, NSApplication, NSApp, NSRunningApplication
     import Foundation
-    from Foundation import NSObject, NSMakeRect
     import objc
+    import Quartz
+    from AppKit import NSApp, NSApplication, NSRunningApplication, NSWorkspace
+    from ApplicationServices import AXUIElementCopyAttributeValue  # type: ignore
+    from ApplicationServices import AXUIElementCopyAttributeValues  # type: ignore
+    from ApplicationServices import AXUIElementCreateApplication  # type: ignore
+    from ApplicationServices import AXUIElementCreateSystemWide  # type: ignore
+    from ApplicationServices import AXUIElementGetTypeID  # type: ignore
+    from ApplicationServices import AXValueGetType  # type: ignore
+    from ApplicationServices import AXValueGetValue  # type: ignore
+    from ApplicationServices import kAXChildrenAttribute  # type: ignore
+    from ApplicationServices import kAXDescriptionAttribute  # type: ignore
+    from ApplicationServices import kAXEnabledAttribute  # type: ignore
+    from ApplicationServices import kAXErrorSuccess  # type: ignore
+    from ApplicationServices import kAXFocusedApplicationAttribute  # type: ignore
+    from ApplicationServices import kAXFocusedUIElementAttribute  # type: ignore
+    from ApplicationServices import kAXFocusedWindowAttribute  # type: ignore
+    from ApplicationServices import kAXMainWindowAttribute  # type: ignore
+    from ApplicationServices import kAXPositionAttribute  # type: ignore
+    from ApplicationServices import kAXRoleAttribute  # type: ignore
+    from ApplicationServices import kAXRoleDescriptionAttribute  # type: ignore
+    from ApplicationServices import kAXSelectedTextAttribute  # type: ignore
+    from ApplicationServices import kAXSelectedTextRangeAttribute  # type: ignore
+    from ApplicationServices import kAXSizeAttribute  # type: ignore
+    from ApplicationServices import kAXTitleAttribute  # type: ignore
+    from ApplicationServices import kAXValueAttribute  # type: ignore
+    from ApplicationServices import kAXValueCFRangeType  # type: ignore
+    from ApplicationServices import kAXValueCGPointType  # type: ignore
+    from ApplicationServices import kAXValueCGSizeType  # type: ignore
+    from ApplicationServices import kAXVisibleChildrenAttribute  # type: ignore
+    from ApplicationServices import kAXWindowsAttribute  # type: ignore
+    from Foundation import NSMakeRect, NSObject
 except ImportError:
     logger.error("Error: This script requires PyObjC to be installed.")
     logger.error("Please install it with: pip install pyobjc")
@@ -111,7 +113,7 @@ kCGWindowAlpha = "kCGWindowAlpha"  # Window opacity
 NSApplicationActivationOptions = {
     "regular": 0,  # Default activation
     "bringing_all_windows_forward": 1 << 0,  # NSApplicationActivateAllWindows
-    "ignoring_other_apps": 1 << 1  # NSApplicationActivateIgnoringOtherApps
+    "ignoring_other_apps": 1 << 1,  # NSApplicationActivateIgnoringOtherApps
 }
 
 
@@ -168,6 +170,7 @@ def CFAttributeToPyObject(attrValue):
     except KeyError:
         return None
 
+
 def element_attribute(element, attribute):
     if attribute == kAXChildrenAttribute:
         err, value = AXUIElementCopyAttributeValues(element, attribute, 0, 999, None)
@@ -184,6 +187,7 @@ def element_attribute(element, attribute):
             return value
     return None
 
+
 def element_value(element, type):
     err, value = AXValueGetValue(element, type, None)
     if err == True:
@@ -194,19 +198,20 @@ def element_value(element, type):
 @timing_decorator
 def get_running_apps() -> List[NSRunningApplication]:
     """Get list of all running applications
-    
+
     Returns:
         List of NSRunningApplication objects
     """
     return NSWorkspace.sharedWorkspace().runningApplications()
 
+
 # @timing_decorator
 def get_app_info(app: NSRunningApplication) -> Dict[str, Any]:
     """Get information about an application
-    
+
     Args:
         app: NSRunningApplication object
-        
+
     Returns:
         Dictionary with application information
     """
@@ -219,48 +224,49 @@ def get_app_info(app: NSRunningApplication) -> Dict[str, Any]:
         "terminated": app.isTerminated(),
     }
 
+
 @timing_decorator
 def get_all_windows() -> List[Dict[str, Any]]:
     """Get all windows from all applications with z-order information
-    
+
     Returns:
         List of window dictionaries with z-order information
     """
     # Get all windows from Quartz
     # The kCGWindowListOptionOnScreenOnly flag gets only visible windows with preserved z-order
     window_list = Quartz.CGWindowListCopyWindowInfo(
-        Quartz.kCGWindowListOptionOnScreenOnly,
-        Quartz.kCGNullWindowID
+        Quartz.kCGWindowListOptionOnScreenOnly, Quartz.kCGNullWindowID
     )
-    
+
     # Create a dictionary of window z-order
-    z_order = {window['kCGWindowNumber']: z_index for z_index, window in enumerate(window_list[::-1])}
-    
+    z_order = {
+        window["kCGWindowNumber"]: z_index for z_index, window in enumerate(window_list[::-1])
+    }
+
     # The kCGWindowListOptionAll flag gets all windows *without* z-order preserved
     window_list_all = Quartz.CGWindowListCopyWindowInfo(
-        Quartz.kCGWindowListOptionAll,
-        Quartz.kCGNullWindowID
+        Quartz.kCGWindowListOptionAll, Quartz.kCGNullWindowID
     )
-    
+
     # Process all windows
     windows = []
     for window in window_list_all:
         # We track z_index which is the index in the window list (0 is the desktop / background)
-        
+
         # Get window properties
-        window_id = window.get('kCGWindowNumber', 0)
-        window_name = window.get('kCGWindowName', '')
-        window_pid = window.get('kCGWindowOwnerPID', 0)
-        window_bounds = window.get('kCGWindowBounds', {})
-        window_owner = window.get('kCGWindowOwnerName', '')
-        window_is_on_screen = window.get('kCGWindowIsOnscreen', False)
-        
+        window_id = window.get("kCGWindowNumber", 0)
+        window_name = window.get("kCGWindowName", "")
+        window_pid = window.get("kCGWindowOwnerPID", 0)
+        window_bounds = window.get("kCGWindowBounds", {})
+        window_owner = window.get("kCGWindowOwnerName", "")
+        window_is_on_screen = window.get("kCGWindowIsOnscreen", False)
+
         # Get z-order information
         # Note: kCGWindowLayer provides the system's layer value (lower values are higher in the stack)
         layer = window.get(kCGWindowLayer, 0)
         opacity = window.get(kCGWindowAlpha, 1.0)
         z_index = z_order.get(window_id, -1)
-        
+
         # Determine window role (desktop, dock, menubar, app)
         if window_name == "Dock" and window_owner == "Dock":
             role = "dock"
@@ -270,46 +276,57 @@ def get_all_windows() -> List[Dict[str, Any]]:
             role = "desktop"
         else:
             role = "app"
-        
+
         # Only include windows with valid bounds
         if window_bounds:
-            windows.append({
-                "id": window_id,
-                "name": window_name or "Unnamed Window",
-                "pid": window_pid,
-                "owner": window_owner,
-                "role": role,
-                "is_on_screen": window_is_on_screen,
-                "bounds": {
-                    "x": window_bounds.get('X', 0),
-                    "y": window_bounds.get('Y', 0),
-                    "width": window_bounds.get('Width', 0),
-                    "height": window_bounds.get('Height', 0)
-                },
-                "layer": layer,  # System layer (lower values are higher in stack)
-                "z_index": z_index,  # Our z-index (0 is the desktop)
-                "opacity": opacity
-            })
-            
+            windows.append(
+                {
+                    "id": window_id,
+                    "name": window_name or "Unnamed Window",
+                    "pid": window_pid,
+                    "owner": window_owner,
+                    "role": role,
+                    "is_on_screen": window_is_on_screen,
+                    "bounds": {
+                        "x": window_bounds.get("X", 0),
+                        "y": window_bounds.get("Y", 0),
+                        "width": window_bounds.get("Width", 0),
+                        "height": window_bounds.get("Height", 0),
+                    },
+                    "layer": layer,  # System layer (lower values are higher in stack)
+                    "z_index": z_index,  # Our z-index (0 is the desktop)
+                    "opacity": opacity,
+                }
+            )
+
     windows = sorted(windows, key=lambda x: x["z_index"])
-    
+
     return windows
 
+
 def get_app_windows(app_pid: int, all_windows: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
     """Get all windows for a specific application
-    
+
     Args:
         app_pid: Process ID of the application
         all_windows: List of all windows with z-order information
-        
+
     Returns:
         List of window dictionaries for the app
     """
     # Filter windows by PID
     return [window for window in all_windows if window["pid"] == app_pid]
 
+
 @timing_decorator
-def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[Dict[str, Any]] = None, dock_bounds: Dict[str, float] = None, dock_items: List[Dict[str, Any]] = None, menubar_bounds: Dict[str, float] = None, menubar_items: List[Dict[str, Any]] = None) -> Tuple[Optional[Image.Image], List[Dict[str, Any]]]:
+def draw_desktop_screenshot(
+    app_whitelist: List[str] = None,
+    all_windows: List[Dict[str, Any]] = None,
+    dock_bounds: Dict[str, float] = None,
+    dock_items: List[Dict[str, Any]] = None,
+    menubar_bounds: Dict[str, float] = None,
+    menubar_items: List[Dict[str, Any]] = None,
+) -> Tuple[Optional[Image.Image], List[Dict[str, Any]]]:
     """Capture a screenshot of the entire desktop using Quartz compositing, including dock as a second pass.
     Args:
         app_whitelist: Optional list of app names to include in the screenshot
@@ -340,7 +357,7 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
 
     # Screenshot-to-screen hitboxes
     hitboxes = []
-    
+
     if app_whitelist is None:
         # Single pass: desktop, menubar, app, dock
         window_list = Foundation.CFArrayCreateMutable(None, len(all_windows), None)
@@ -360,31 +377,46 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
             None, width, height, 8, 0, color_space, Quartz.kCGImageAlphaPremultipliedLast
         )
         Quartz.CGContextDrawImage(cg_context, screen_rect, cg_image)
-        hitboxes.append({
-            "hitbox": [0, 0, width, height],
-            "target": [0, 0, width, height]
-        })
+        hitboxes.append({"hitbox": [0, 0, width, height], "target": [0, 0, width, height]})
     else:
         # Filter out windows that are not in the whitelist
-        all_windows = [window for window in all_windows if window["owner"] in app_whitelist or window["role"] != "app"]
+        all_windows = [
+            window
+            for window in all_windows
+            if window["owner"] in app_whitelist or window["role"] != "app"
+        ]
         app_windows = [window for window in all_windows if window["role"] == "app"]
-        
+
         dock_orientation = "side" if dock_bounds["width"] < dock_bounds["height"] else "bottom"
-        
-        menubar_length = max(item["bounds"]["x"] + item["bounds"]["width"] for item in menubar_items) if menubar_items else 0
-                
+
+        menubar_length = (
+            max(item["bounds"]["x"] + item["bounds"]["width"] for item in menubar_items)
+            if menubar_items
+            else 0
+        )
+
         # Calculate bounds of app windows
         app_bounds = {
             "x": min(window["bounds"]["x"] for window in app_windows) if app_windows else 0,
             "y": min(window["bounds"]["y"] for window in app_windows) if app_windows else 0,
         }
-        app_bounds["width"] = max(window["bounds"]["x"] + window["bounds"]["width"] for window in app_windows) - app_bounds["x"] if app_windows else 0
-        app_bounds["height"] = max(window["bounds"]["y"] + window["bounds"]["height"] for window in app_windows) - app_bounds["y"] if app_windows else 0
-        
+        app_bounds["width"] = (
+            max(window["bounds"]["x"] + window["bounds"]["width"] for window in app_windows)
+            - app_bounds["x"]
+            if app_windows
+            else 0
+        )
+        app_bounds["height"] = (
+            max(window["bounds"]["y"] + window["bounds"]["height"] for window in app_windows)
+            - app_bounds["y"]
+            if app_windows
+            else 0
+        )
+
         # Set minimum bounds of 256x256
         app_bounds["width"] = max(app_bounds["width"], 256)
         app_bounds["height"] = max(app_bounds["height"], 256)
-        
+
         # Add dock bounds to app bounds
         if dock_orientation == "bottom":
             app_bounds["height"] += dock_bounds["height"] + 4
@@ -394,19 +426,21 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
             else:
                 app_bounds["x"] -= dock_bounds["width"] + 4
                 app_bounds["width"] += dock_bounds["width"] + 4
-        
+
         # Add menubar bounds to app bounds
         app_bounds["height"] += menubar_bounds["height"]
-        
+
         # Make sure app bounds contains menubar bounds
         app_bounds["width"] = max(app_bounds["width"], menubar_length)
-        
+
         # Clamp bounds to screen
         app_bounds["x"] = max(app_bounds["x"], 0)
         app_bounds["y"] = max(app_bounds["y"], 0)
         app_bounds["width"] = min(app_bounds["width"], frame.size.width - app_bounds["x"])
-        app_bounds["height"] = min(app_bounds["height"], frame.size.height - app_bounds["y"] + menubar_bounds["height"])
-        
+        app_bounds["height"] = min(
+            app_bounds["height"], frame.size.height - app_bounds["y"] + menubar_bounds["height"]
+        )
+
         # Create CGContext for compositing
         width = int(app_bounds["width"])
         height = int(app_bounds["height"])
@@ -414,7 +448,7 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
         cg_context = Quartz.CGBitmapContextCreate(
             None, width, height, 8, 0, color_space, Quartz.kCGImageAlphaPremultipliedLast
         )
-        
+
         def _draw_layer(cg_context, all_windows, source_rect, target_rect):
             """Draw a layer of windows from source_rect to target_rect on the given context."""
             window_list = Foundation.CFArrayCreateMutable(None, len(all_windows), None)
@@ -425,19 +459,13 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
             )
             if cg_image is not None:
                 Quartz.CGContextDrawImage(cg_context, target_rect, cg_image)
-        
+
         # --- FIRST PASS: desktop, apps ---
         source_position = [app_bounds["x"], app_bounds["y"]]
         source_size = [app_bounds["width"], app_bounds["height"]]
-        target_position = [
-            0,
-            min(
-                menubar_bounds["y"] + menubar_bounds["height"], 
-                app_bounds["y"]
-            )
-        ]
+        target_position = [0, min(menubar_bounds["y"] + menubar_bounds["height"], app_bounds["y"])]
         target_size = [app_bounds["width"], app_bounds["height"]]
-        
+
         if dock_orientation == "bottom":
             source_size[1] += dock_bounds["height"]
             target_size[1] += dock_bounds["height"]
@@ -447,42 +475,57 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
                 target_position[0] -= dock_bounds["width"]
             source_size[0] += dock_bounds["width"]
             target_size[0] += dock_bounds["width"]
-        
+
         app_source_rect = Quartz.CGRectMake(
             source_position[0], source_position[1], source_size[0], source_size[1]
         )
         app_target_rect = Quartz.CGRectMake(
-            target_position[0], app_bounds["height"] - target_position[1] - target_size[1], target_size[0], target_size[1]
+            target_position[0],
+            app_bounds["height"] - target_position[1] - target_size[1],
+            target_size[0],
+            target_size[1],
         )
-        first_pass_windows = [w for w in all_windows if w["role"] == "app" or w["role"] == "desktop"]
+        first_pass_windows = [
+            w for w in all_windows if w["role"] == "app" or w["role"] == "desktop"
+        ]
         _draw_layer(cg_context, first_pass_windows, app_source_rect, app_target_rect)
-        
-        hitboxes.append({
-            "hitbox": [0, menubar_bounds["height"], app_bounds["width"], menubar_bounds["height"] + app_bounds["height"]],
-            "target": [
-                app_source_rect.origin.x, 
-                app_source_rect.origin.y, 
-                app_source_rect.origin.x + app_bounds["width"], 
-                app_source_rect.origin.y + app_bounds["height"]
-            ]
-        })
+
+        hitboxes.append(
+            {
+                "hitbox": [
+                    0,
+                    menubar_bounds["height"],
+                    app_bounds["width"],
+                    menubar_bounds["height"] + app_bounds["height"],
+                ],
+                "target": [
+                    app_source_rect.origin.x,
+                    app_source_rect.origin.y,
+                    app_source_rect.origin.x + app_bounds["width"],
+                    app_source_rect.origin.y + app_bounds["height"],
+                ],
+            }
+        )
 
         # --- SECOND PASS: menubar ---
         allowed_roles = {"menubar"}
         menubar_windows = [w for w in all_windows if w["role"] in allowed_roles]
-        menubar_source_rect = Quartz.CGRectMake(
-            0, 0, app_bounds["width"], menubar_bounds["height"]
-        )
+        menubar_source_rect = Quartz.CGRectMake(0, 0, app_bounds["width"], menubar_bounds["height"])
         menubar_target_rect = Quartz.CGRectMake(
-            0, app_bounds["height"] - menubar_bounds["height"], app_bounds["width"], menubar_bounds["height"]
+            0,
+            app_bounds["height"] - menubar_bounds["height"],
+            app_bounds["width"],
+            menubar_bounds["height"],
         )
         _draw_layer(cg_context, menubar_windows, menubar_source_rect, menubar_target_rect)
-        
-        hitboxes.append({
-            "hitbox": [0, 0, app_bounds["width"], menubar_bounds["height"]],
-            "target": [0, 0, app_bounds["width"], menubar_bounds["height"]]
-        })
-        
+
+        hitboxes.append(
+            {
+                "hitbox": [0, 0, app_bounds["width"], menubar_bounds["height"]],
+                "target": [0, 0, app_bounds["width"], menubar_bounds["height"]],
+            }
+        )
+
         # --- THIRD PASS: dock, filtered ---
         # Step 1: Collect dock items to draw, with their computed target rects
         dock_draw_items = []
@@ -496,7 +539,12 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
                     if item["title"] not in app_whitelist:
                         continue
                 elif item["subrole"] == "AXMinimizedWindowDockItem":
-                    if not any(window["name"] == item["title"] and window["role"] == "app" and window["owner"] in app_whitelist for window in all_windows):
+                    if not any(
+                        window["name"] == item["title"]
+                        and window["role"] == "app"
+                        and window["owner"] in app_whitelist
+                        for window in all_windows
+                    ):
                         continue
                 elif item["subrole"] == "AXFolderDockItem":
                     continue
@@ -504,60 +552,65 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
             # Preserve unscaled (original) source position and size before any modification
             hitbox_position = source_position
             hitbox_size = source_size
-            
+
             screen_position = source_position
             screen_size = source_size
-            
+
             # stretch to screen size
             padding = 32
             if dock_orientation == "bottom":
                 source_position = (source_position[0], 0)
                 source_size = (source_size[0], frame.size.height)
-                
-                hitbox_position = (source_position[0], app_bounds['height'] - hitbox_size[1])
+
+                hitbox_position = (source_position[0], app_bounds["height"] - hitbox_size[1])
                 hitbox_size = (source_size[0], hitbox_size[1])
-                
+
                 if index == 0:
                     source_size = (padding + source_size[0], source_size[1])
                     source_position = (source_position[0] - padding, 0)
                 elif index == len(dock_items) - 1:
                     source_size = (source_size[0] + padding, source_size[1])
                     source_position = (source_position[0], 0)
-                    
+
             elif dock_orientation == "side":
                 source_position = (0, source_position[1])
                 source_size = (frame.size.width, source_size[1])
-                
+
                 hitbox_position = (
-                    source_position[0] if dock_bounds['x'] < frame.size.width / 2 else app_bounds['width'] - hitbox_size[0],
-                    source_position[1]
+                    (
+                        source_position[0]
+                        if dock_bounds["x"] < frame.size.width / 2
+                        else app_bounds["width"] - hitbox_size[0]
+                    ),
+                    source_position[1],
                 )
                 hitbox_size = (hitbox_size[0], source_size[1])
-                
+
                 if index == 0:
                     source_size = (source_size[0], padding + source_size[1])
                     source_position = (0, source_position[1] - padding)
                 elif index == len(dock_items) - 1:
                     source_size = (source_size[0], source_size[1] + padding)
                     source_position = (0, source_position[1])
-                
 
             # Compute the initial target position
             target_position = source_position
             target_size = source_size
-            
-            dock_draw_items.append({
-                "item": item,
-                "index": index,
-                "source_position": source_position,
-                "source_size": source_size,
-                "target_size": target_size,
-                "target_position": target_position,  # Will be updated after packing
-                "hitbox_position": hitbox_position,
-                "hitbox_size": hitbox_size,
-                "screen_position": screen_position,
-                "screen_size": screen_size,
-            })
+
+            dock_draw_items.append(
+                {
+                    "item": item,
+                    "index": index,
+                    "source_position": source_position,
+                    "source_size": source_size,
+                    "target_size": target_size,
+                    "target_position": target_position,  # Will be updated after packing
+                    "hitbox_position": hitbox_position,
+                    "hitbox_size": hitbox_size,
+                    "screen_position": screen_position,
+                    "screen_size": screen_size,
+                }
+            )
 
         # Step 2: Pack the target rects along the main axis, removing gaps
         packed_positions = []
@@ -569,12 +622,12 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
                 x_cursor += draw_item["target_size"][0]
             packed_strip_length = x_cursor
             # Center horizontally
-            x_offset = (app_bounds['width'] - packed_strip_length) / 2
-            y_offset = (frame.size.height - app_bounds['height'])
+            x_offset = (app_bounds["width"] - packed_strip_length) / 2
+            y_offset = frame.size.height - app_bounds["height"]
             for i, draw_item in enumerate(dock_draw_items):
                 px, py = packed_positions[i]
                 draw_item["target_position"] = (px + x_offset, py - y_offset)
-                
+
             # Pack unscaled source rects
             x_cursor = 0
             for draw_item in dock_draw_items:
@@ -582,7 +635,7 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
                 x_cursor += draw_item["hitbox_size"][0]
             packed_strip_length = x_cursor
             # Center horizontally
-            x_offset = (app_bounds['width'] - packed_strip_length) / 2
+            x_offset = (app_bounds["width"] - packed_strip_length) / 2
             for i, draw_item in enumerate(dock_draw_items):
                 px, py = draw_item["hitbox_position"]
                 draw_item["hitbox_position"] = (px + x_offset, py)
@@ -594,12 +647,16 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
                 y_cursor += draw_item["target_size"][1]
             packed_strip_length = y_cursor
             # Center vertically
-            y_offset = (app_bounds['height'] - packed_strip_length) / 2
-            x_offset = 0 if dock_bounds['x'] < frame.size.width / 2 else frame.size.width - app_bounds['width']
+            y_offset = (app_bounds["height"] - packed_strip_length) / 2
+            x_offset = (
+                0
+                if dock_bounds["x"] < frame.size.width / 2
+                else frame.size.width - app_bounds["width"]
+            )
             for i, draw_item in enumerate(dock_draw_items):
                 px, py = packed_positions[i]
                 draw_item["target_position"] = (px - x_offset, py + y_offset)
-            
+
             # Pack unscaled source rects
             y_cursor = 0
             for draw_item in dock_draw_items:
@@ -607,11 +664,11 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
                 y_cursor += draw_item["hitbox_size"][1]
             packed_strip_length = y_cursor
             # Center vertically
-            y_offset = (app_bounds['height'] - packed_strip_length) / 2
+            y_offset = (app_bounds["height"] - packed_strip_length) / 2
             for i, draw_item in enumerate(dock_draw_items):
                 px, py = draw_item["hitbox_position"]
                 draw_item["hitbox_position"] = (px, py + y_offset)
-            
+
         dock_windows = [window for window in all_windows if window["role"] == "dock"]
         # Step 3: Draw dock items using packed and recentered positions
         for draw_item in dock_draw_items:
@@ -622,7 +679,10 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
             target_size = draw_item["target_size"]
 
             # flip target position y
-            target_position = (target_position[0], app_bounds['height'] - target_position[1] - target_size[1])
+            target_position = (
+                target_position[0],
+                app_bounds["height"] - target_position[1] - target_size[1],
+            )
 
             source_rect = Quartz.CGRectMake(*source_position, *source_size)
             target_rect = Quartz.CGRectMake(*target_position, *target_size)
@@ -641,12 +701,21 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
             # hitbox_rect = Quartz.CGRectMake(*hitbox_position_flipped, *hitbox_size)
             # Quartz.CGContextSetStrokeColorWithColor(cg_context, Quartz.CGColorCreateGenericRGB(0, 1, 0, 1))
             # Quartz.CGContextStrokeRect(cg_context, hitbox_rect)
-            
-            hitboxes.append({
-                "hitbox": [*hitbox_position, hitbox_position[0] + hitbox_size[0], hitbox_position[1] + hitbox_size[1]],
-                "target": [*draw_item["screen_position"], draw_item["screen_position"][0] + draw_item["screen_size"][0], draw_item["screen_position"][1] + draw_item["screen_size"][1]]
-            })
-            
+
+            hitboxes.append(
+                {
+                    "hitbox": [
+                        *hitbox_position,
+                        hitbox_position[0] + hitbox_size[0],
+                        hitbox_position[1] + hitbox_size[1],
+                    ],
+                    "target": [
+                        *draw_item["screen_position"],
+                        draw_item["screen_position"][0] + draw_item["screen_size"][0],
+                        draw_item["screen_position"][1] + draw_item["screen_size"][1],
+                    ],
+                }
+            )
 
     # Convert composited context to CGImage
     final_cg_image = Quartz.CGBitmapContextCreateImage(cg_context)
@@ -657,18 +726,19 @@ def draw_desktop_screenshot(app_whitelist: List[str] = None, all_windows: List[D
     image_data = io.BytesIO(png_data)
     return Image.open(image_data), hitboxes
 
+
 @timing_decorator
 def get_menubar_items(active_app_pid: int = None) -> List[Dict[str, Any]]:
     """Get menubar items from the active application using Accessibility API
-    
+
     Args:
         active_app_pid: PID of the active application
-        
+
     Returns:
         List of dictionaries with menubar item information
     """
     menubar_items = []
-    
+
     if active_app_pid is None:
         # Get the frontmost application's PID if none provided
         frontmost_app = NSWorkspace.sharedWorkspace().frontmostApplication()
@@ -677,74 +747,66 @@ def get_menubar_items(active_app_pid: int = None) -> List[Dict[str, Any]]:
         else:
             logger.error("Error: Could not determine frontmost application")
             return menubar_items
-    
+
     # Create an accessibility element for the application
     app_element = AXUIElementCreateApplication(active_app_pid)
     if app_element is None:
         logger.error(f"Error: Could not create accessibility element for PID {active_app_pid}")
         return menubar_items
-    
+
     # Get the menubar
     menubar = element_attribute(app_element, kAXMenuBarAttribute)
     if menubar is None:
         logger.error(f"Error: Could not get menubar for application with PID {active_app_pid}")
         return menubar_items
-    
+
     # Get the menubar items
     children = element_attribute(menubar, kAXChildrenAttribute)
     if children is None:
         logger.error("Error: Could not get menubar items")
         return menubar_items
-    
+
     # Process each menubar item
     for i in range(len(children)):
         item = children[i]
-        
+
         # Get item title
         title = element_attribute(item, kAXTitleAttribute) or "Untitled"
-        
+
         # Create bounding box
-        bounds = {
-            "x": 0,
-            "y": 0,
-            "width": 0,
-            "height": 0
-        }
-        
+        bounds = {"x": 0, "y": 0, "width": 0, "height": 0}
+
         # Get item position
         position_value = element_attribute(item, kAXPositionAttribute)
         if position_value:
             position_value = element_value(position_value, kAXValueCGPointType)
             bounds["x"] = position_value.x
             bounds["y"] = position_value.y
-        
+
         # Get item size
         size_value = element_attribute(item, kAXSizeAttribute)
         if size_value:
             size_value = element_value(size_value, kAXValueCGSizeType)
             bounds["width"] = size_value.width
             bounds["height"] = size_value.height
-        
-        
+
         # Add to list
-        menubar_items.append({
-            "title": title,
-            "bounds": bounds,
-            "index": i,
-            "app_pid": active_app_pid
-        })
-    
+        menubar_items.append(
+            {"title": title, "bounds": bounds, "index": i, "app_pid": active_app_pid}
+        )
+
     return menubar_items
-    
+
+
 @timing_decorator
 def get_dock_items() -> List[Dict[str, Any]]:
     """Get all items in the macOS Dock
-    
+
     Returns:
         List of dictionaries with Dock item information
     """
     dock_items = []
-    
+
     # Find the Dock process
     dock_pid = None
     running_apps = get_running_apps()
@@ -752,23 +814,23 @@ def get_dock_items() -> List[Dict[str, Any]]:
         if app.localizedName() == "Dock" and app.bundleIdentifier() == "com.apple.dock":
             dock_pid = app.processIdentifier()
             break
-            
+
     if dock_pid is None:
         logger.error("Error: Could not find Dock process")
         return dock_items
-        
+
     # Create an accessibility element for the Dock
     dock_element = AXUIElementCreateApplication(dock_pid)
     if dock_element is None:
         logger.error(f"Error: Could not create accessibility element for Dock (PID {dock_pid})")
         return dock_items
-        
+
     # Get the Dock's main element
     dock_list = element_attribute(dock_element, kAXChildrenAttribute)
     if dock_list is None or len(dock_list) == 0:
         logger.error("Error: Could not get Dock children")
         return dock_items
-        
+
     # Find the Dock's application list (usually the first child)
     dock_app_list = None
     for child in dock_list:
@@ -776,17 +838,17 @@ def get_dock_items() -> List[Dict[str, Any]]:
         if role == "AXList":
             dock_app_list = child
             break
-            
+
     if dock_app_list is None:
         logger.error("Error: Could not find Dock application list")
         return dock_items
-        
+
     # Get all items in the Dock
     items = element_attribute(dock_app_list, kAXChildrenAttribute)
     if items is None:
         logger.error("Error: Could not get Dock items")
         return dock_items
-        
+
     # Process each Dock item
     for i, item in enumerate(items):
         # Get item attributes
@@ -794,29 +856,24 @@ def get_dock_items() -> List[Dict[str, Any]]:
         description = element_attribute(item, "AXDescription") or ""
         role = element_attribute(item, kAXRoleAttribute) or ""
         subrole = element_attribute(item, "AXSubrole") or ""
-        
+
         # Create bounding box
-        bounds = {
-            "x": 0,
-            "y": 0,
-            "width": 0,
-            "height": 0
-        }
-        
+        bounds = {"x": 0, "y": 0, "width": 0, "height": 0}
+
         # Get item position
         position_value = element_attribute(item, kAXPositionAttribute)
         if position_value:
             position_value = element_value(position_value, kAXValueCGPointType)
             bounds["x"] = position_value.x
             bounds["y"] = position_value.y
-        
+
         # Get item size
         size_value = element_attribute(item, kAXSizeAttribute)
         if size_value:
             size_value = element_value(size_value, kAXValueCGSizeType)
             bounds["width"] = size_value.width
             bounds["height"] = size_value.height
-            
+
         # Determine if this is an application, file/folder, or separator
         item_type = "unknown"
         if subrole == "AXApplicationDockItem":
@@ -829,20 +886,23 @@ def get_dock_items() -> List[Dict[str, Any]]:
             item_type = "separator"
         elif "trash" in title.lower():
             item_type = "trash"
-            
+
         # Add to list
-        dock_items.append({
-            "title": title,
-            "description": description,
-            "bounds": bounds,
-            "index": i,
-            "type": item_type,
-            "role": role,
-            "subrole": subrole
-        })
-        
+        dock_items.append(
+            {
+                "title": title,
+                "description": description,
+                "bounds": bounds,
+                "index": i,
+                "type": item_type,
+                "role": role,
+                "subrole": subrole,
+            }
+        )
+
     return dock_items
 
+
 class AppActivationContext:
     def __init__(self, active_app_pid=None, active_app_to_use="", logger=None):
         self.active_app_pid = active_app_pid
@@ -852,9 +912,12 @@ class AppActivationContext:
 
     def __enter__(self):
         from AppKit import NSWorkspace
+
         if self.active_app_pid:
             if self.logger and self.active_app_to_use:
-                self.logger.debug(f"Automatically activating app '{self.active_app_to_use}' for screenshot composition")
+                self.logger.debug(
+                    f"Automatically activating app '{self.active_app_to_use}' for screenshot composition"
+                )
             self.frontmost_app = NSWorkspace.sharedWorkspace().frontmostApplication()
             running_apps_list = NSWorkspace.sharedWorkspace().runningApplications()
             for app in running_apps_list:
@@ -870,10 +933,11 @@ class AppActivationContext:
             # sleep for 0.5 seconds
             time.sleep(0.5)
             self.frontmost_app.activateWithOptions_(0)
-            
+
 
 def get_frontmost_and_active_app(all_windows, running_apps, app_whitelist):
     from AppKit import NSWorkspace
+
     frontmost_app = NSWorkspace.sharedWorkspace().frontmostApplication()
 
     active_app_to_use = None
@@ -912,14 +976,20 @@ def get_frontmost_and_active_app(all_windows, running_apps, app_whitelist):
 
     return frontmost_app, active_app_to_use, active_app_pid
 
-def capture_all_apps(save_to_disk: bool = False, app_whitelist: List[str] = None, output_dir: str = None, take_focus: bool = True) -> Tuple[Dict[str, Any], Optional[Image.Image]]:
+
+def capture_all_apps(
+    save_to_disk: bool = False,
+    app_whitelist: List[str] = None,
+    output_dir: str = None,
+    take_focus: bool = True,
+) -> Tuple[Dict[str, Any], Optional[Image.Image]]:
     """Capture screenshots of all running applications
-    
+
     Args:
         save_to_disk: Whether to save screenshots to disk
         app_whitelist: Optional list of app names to include in the recomposited screenshot
                     (will always include 'Window Server' and 'Dock')
-        
+
     Returns:
         Dictionary with application information and screenshots
         Optional PIL Image of the recomposited screenshot
@@ -929,61 +999,65 @@ def capture_all_apps(save_to_disk: bool = False, app_whitelist: List[str] = None
         "applications": [],
         "windows": [],  # New array to store all windows, including those without apps
         "menubar_items": [],  # New array to store menubar items
-        "dock_items": []  # New array to store dock items
+        "dock_items": [],  # New array to store dock items
     }
-    
+
     # Get all windows with z-order information
     all_windows = get_all_windows()
-    
+
     # Get all running applications
     running_apps = get_running_apps()
-    
-    frontmost_app, active_app_to_use, active_app_pid = get_frontmost_and_active_app(all_windows, running_apps, app_whitelist) if take_focus else (None, None, None)
-            
+
+    frontmost_app, active_app_to_use, active_app_pid = (
+        get_frontmost_and_active_app(all_windows, running_apps, app_whitelist)
+        if take_focus
+        else (None, None, None)
+    )
+
     # Use AppActivationContext to activate the app and restore focus
     with AppActivationContext(active_app_pid, active_app_to_use, logger):
-        
+
         # Process applications
         for app in running_apps:
             # Skip system apps without a bundle ID
             if app.bundleIdentifier() is None:
                 continue
-                
+
             app_info = get_app_info(app)
             app_windows = get_app_windows(app.processIdentifier(), all_windows)
-            
-            app_data = {
-                "info": app_info,
-                "windows": [ window["id"] for window in app_windows ]
-            }
-            
+
+            app_data = {"info": app_info, "windows": [window["id"] for window in app_windows]}
+
             result["applications"].append(app_data)
-        
+
         # Add all windows to the result
         result["windows"] = all_windows
-        
+
         # Get menubar items from the active application
         menubar_items = get_menubar_items(active_app_pid)
         result["menubar_items"] = menubar_items
-        
+
         # Get dock items
         dock_items = get_dock_items()
         result["dock_items"] = dock_items
-        
+
         # Get menubar bounds
         menubar_bounds = get_menubar_bounds()
         result["menubar_bounds"] = menubar_bounds
-        
+
         # Get dock bounds
         dock_bounds = get_dock_bounds()
         result["dock_bounds"] = dock_bounds
-        
+
         # Capture the entire desktop using Quartz compositing
-        desktop_screenshot, hitboxes = draw_desktop_screenshot(app_whitelist, all_windows, dock_bounds, dock_items, menubar_bounds, menubar_items)
-        
+        desktop_screenshot, hitboxes = draw_desktop_screenshot(
+            app_whitelist, all_windows, dock_bounds, dock_items, menubar_bounds, menubar_items
+        )
+
         result["hitboxes"] = hitboxes
-        
-        from PIL import Image, ImageDraw, ImageChops
+
+        from PIL import Image, ImageChops, ImageDraw
+
         def _draw_hitboxes(img, hitboxes, key="target"):
             """
             Overlay opaque colored rectangles for each hitbox (using hitbox[key])
@@ -1002,23 +1076,29 @@ def capture_all_apps(save_to_disk: bool = False, app_whitelist: List[str] = None
 
             # Distinct colors for order
             colors = [
-                (255, 0, 0, 180),      # Red
-                (0, 255, 0, 180),      # Green
-                (0, 0, 255, 180),      # Blue
-                (255, 255, 0, 180),    # Yellow
-                (0, 255, 255, 180),    # Cyan
-                (255, 0, 255, 180),    # Magenta
-                (255, 128, 0, 180),    # Orange
-                (128, 0, 255, 180),    # Purple
-                (0, 128, 255, 180),    # Sky blue
-                (128, 255, 0, 180),    # Lime
+                (255, 0, 0, 180),  # Red
+                (0, 255, 0, 180),  # Green
+                (0, 0, 255, 180),  # Blue
+                (255, 255, 0, 180),  # Yellow
+                (0, 255, 255, 180),  # Cyan
+                (255, 0, 255, 180),  # Magenta
+                (255, 128, 0, 180),  # Orange
+                (128, 0, 255, 180),  # Purple
+                (0, 128, 255, 180),  # Sky blue
+                (128, 255, 0, 180),  # Lime
             ]
             # Set minimum brightness for colors
             min_brightness = 0
             colors = [
-                (max(min_brightness, c[0]), max(min_brightness, c[1]), max(min_brightness, c[2]), c[3]) for c in colors
+                (
+                    max(min_brightness, c[0]),
+                    max(min_brightness, c[1]),
+                    max(min_brightness, c[2]),
+                    c[3],
+                )
+                for c in colors
             ]
-            
+
             for i, h in enumerate(hitboxes):
                 rect = h.get(key)
                 color = colors[i % len(colors)]
@@ -1034,25 +1114,31 @@ def capture_all_apps(save_to_disk: bool = False, app_whitelist: List[str] = None
             desktop_path = os.path.join(output_dir, "desktop.png")
             desktop_screenshot.save(desktop_path)
             result["desktop_screenshot"] = desktop_path
-            
+
             logger.info(f"Saved desktop screenshot to {desktop_path}")
 
             if app_whitelist:
                 # Take screenshot without whitelist
                 desktop_screenshot_full, hitboxes_full = draw_desktop_screenshot(
-                    None, all_windows, dock_bounds, dock_items, menubar_bounds, menubar_items)
+                    None, all_windows, dock_bounds, dock_items, menubar_bounds, menubar_items
+                )
 
                 # Draw hitboxes on both images using overlay
                 img1 = _draw_hitboxes(desktop_screenshot.copy(), hitboxes, key="hitbox")
-                img2 = _draw_hitboxes(desktop_screenshot_full.copy(), hitboxes, key="target") if desktop_screenshot_full else None
+                img2 = (
+                    _draw_hitboxes(desktop_screenshot_full.copy(), hitboxes, key="target")
+                    if desktop_screenshot_full
+                    else None
+                )
 
                 if img2 and hitboxes_full:
 
                     # Compose side-by-side
                     from PIL import Image
+
                     width = img1.width + img2.width
                     height = max(img1.height, img2.height)
-                    combined = Image.new('RGBA', (width, height), (0, 0, 0, 0))
+                    combined = Image.new("RGBA", (width, height), (0, 0, 0, 0))
                     combined.paste(img1, (0, 0))
                     combined.paste(img2, (img1.width, 0))
                     side_by_side_path = os.path.join(output_dir, "side_by_side_hitboxes.png")
@@ -1066,29 +1152,51 @@ def capture_all_apps(save_to_disk: bool = False, app_whitelist: List[str] = None
                 result["hitbox_screenshot"] = hitbox_path
 
         # Focus restoration is now handled by AppActivationContext
-    
+
     return result, desktop_screenshot
 
+
 async def run_capture():
     """Run the screenshot capture asynchronously"""
     # Parse command line arguments
-    parser = argparse.ArgumentParser(description="Capture screenshots of running macOS applications")
-    parser.add_argument("--output", "-o", help="Output directory for screenshots", default="app_screenshots")
-    parser.add_argument("--filter", "-f", nargs="+", help="Filter recomposited screenshot to only include specified apps")
-    parser.add_argument("--menubar", "-m", action="store_true", help="List menubar and status items with their bounding boxes")
-    parser.add_argument("--dock", "-d", action="store_true", help="List Dock items with their bounding boxes")
-    parser.add_argument("--demo", nargs="*", help="Demo mode: pass app names to capture individual and combinations, create mosaic PNG")
+    parser = argparse.ArgumentParser(
+        description="Capture screenshots of running macOS applications"
+    )
+    parser.add_argument(
+        "--output", "-o", help="Output directory for screenshots", default="app_screenshots"
+    )
+    parser.add_argument(
+        "--filter",
+        "-f",
+        nargs="+",
+        help="Filter recomposited screenshot to only include specified apps",
+    )
+    parser.add_argument(
+        "--menubar",
+        "-m",
+        action="store_true",
+        help="List menubar and status items with their bounding boxes",
+    )
+    parser.add_argument(
+        "--dock", "-d", action="store_true", help="List Dock items with their bounding boxes"
+    )
+    parser.add_argument(
+        "--demo",
+        nargs="*",
+        help="Demo mode: pass app names to capture individual and combinations, create mosaic PNG",
+    )
     args = parser.parse_args()
-    
+
     # Create output directory in the current directory if not absolute
     if not os.path.isabs(args.output):
         output_dir = os.path.join(os.getcwd(), args.output)
     else:
         output_dir = args.output
-    
+
     # DEMO MODE: capture each app and all non-empty combinations, then mosaic
     if args.demo:
         from PIL import Image
+
         demo_apps = args.demo
         print(f"Running in DEMO mode for apps: {demo_apps}")
         groups = []
@@ -1108,9 +1216,11 @@ async def run_capture():
         if not screenshots:
             print("No screenshots captured in demo mode.")
             return
+
         # Mosaic-pack: grid (rows of sqrt(N))
-        def make_mosaic(images, pad=64, bg=(30,30,30)):
+        def make_mosaic(images, pad=64, bg=(30, 30, 30)):
             import rpack
+
             sizes = [(img.width + pad, img.height + pad) for _, img in images]
             positions = rpack.pack(sizes)
             # Find the bounding box for the mosaic
@@ -1120,6 +1230,7 @@ async def run_capture():
             for (group, img), (x, y) in zip(images, positions):
                 mosaic.paste(img, (x, y))
             return mosaic
+
         mosaic_img = make_mosaic(screenshots)
         mosaic_path = os.path.join(output_dir, "demo_mosaic.png")
         os.makedirs(output_dir, exist_ok=True)
@@ -1128,57 +1239,60 @@ async def run_capture():
         return
 
     # Capture all apps and save to disk, including a recomposited screenshot
-    print(f"Capturing screenshots of all running applications...")
+    print("Capturing screenshots of all running applications...")
     print(f"Saving screenshots to: {output_dir}")
-    
+
     # If filter is provided, show what we're filtering by
     if args.filter:
-        print(f"Filtering recomposited screenshot to only include: {', '.join(args.filter)} (plus Window Server and Dock)")
-    
+        print(
+            f"Filtering recomposited screenshot to only include: {', '.join(args.filter)} (plus Window Server and Dock)"
+        )
+
     result, img = capture_all_apps(
-        save_to_disk=True, 
-        app_whitelist=args.filter,
-        output_dir=output_dir,
-        take_focus=True
+        save_to_disk=True, app_whitelist=args.filter, output_dir=output_dir, take_focus=True
     )
-    
+
     # Print summary
-    print(f"\nCapture complete!")
+    print("\nCapture complete!")
     print(f"Captured {len(result['applications'])} applications")
-    
+
     total_app_windows = sum(len(app["windows"]) for app in result["applications"])
     print(f"Total application windows captured: {total_app_windows}")
     print(f"Total standalone windows captured: {len(result['windows'])}")
-    
+
     # Print details of each application
     print("\nApplication details:")
     for app in result["applications"]:
         app_info = app["info"]
         windows = app["windows"]
         print(f"  - {app_info['name']} ({len(windows)} windows)")
-    
+
     # Print recomposited screenshot path if available
     if "desktop_screenshot" in result:
         print(f"\nRecomposited screenshot saved to: {result['desktop_screenshot']}")
-    
+
     # Print menubar items if requested
     if args.menubar and "menubar_items" in result:
         print("\nMenubar items:")
-        
+
         # Find app name for the PID
         app_name_by_pid = {}
         for app in result["applications"]:
             app_info = app["info"]
             app_name_by_pid[app_info["pid"]] = app_info["name"]
-            
+
         for item in result["menubar_items"]:
             print(f"  - {item['title']}")
-            print(f"    Bounds: x={item['bounds']['x']}, y={item['bounds']['y']}, width={item['bounds']['width']}, height={item['bounds']['height']}")
-            
+            print(
+                f"    Bounds: x={item['bounds']['x']}, y={item['bounds']['y']}, width={item['bounds']['width']}, height={item['bounds']['height']}"
+            )
+
             if "app_pid" in item:
-                app_name = app_name_by_pid.get(item["app_pid"], f"Unknown App (PID: {item['app_pid']})")
+                app_name = app_name_by_pid.get(
+                    item["app_pid"], f"Unknown App (PID: {item['app_pid']})"
+                )
                 print(f"    App: {app_name} (PID: {item['app_pid']})")
-                
+
             if "window_id" in item:
                 print(f"    Window ID: {item['window_id']}")
             if "owner" in item:
@@ -1186,24 +1300,27 @@ async def run_capture():
             if "layer" in item and "z_index" in item:
                 print(f"    Layer: {item['layer']}, Z-Index: {item['z_index']}")
             print("")
-    
+
     # Print dock items if requested
     if args.dock and "dock_items" in result:
         print("\nDock items:")
         for item in result["dock_items"]:
             print(f"  - {item['title']} ({item['type']})")
             print(f"    Description: {item['description']}")
-            print(f"    Bounds: x={item['bounds']['x']}, y={item['bounds']['y']}, width={item['bounds']['width']}, height={item['bounds']['height']}")
+            print(
+                f"    Bounds: x={item['bounds']['x']}, y={item['bounds']['y']}, width={item['bounds']['width']}, height={item['bounds']['height']}"
+            )
             print(f"    Role: {item['role']}, Subrole: {item['subrole']}")
             print(f"    Index: {item['index']}")
             print("")
-    
+
     # Save the metadata to a JSON file
     metadata_path = os.path.join(output_dir, "metadata.json")
     with open(metadata_path, "w") as f:
         json.dump(result, f, indent=2)
-    
+
     print(f"\nMetadata saved to: {metadata_path}")
 
+
 if __name__ == "__main__":
-    asyncio.run(run_capture())
\ No newline at end of file
+    asyncio.run(run_capture())
diff --git a/libs/python/computer-server/computer_server/diorama/macos.py b/libs/python/computer-server/computer_server/diorama/macos.py
index be266cae..5049f070 100644
--- a/libs/python/computer-server/computer_server/diorama/macos.py
+++ b/libs/python/computer-server/computer_server/diorama/macos.py
@@ -1,13 +1,15 @@
+import inspect
 import platform
 import sys
-import platform
-import inspect
-from computer_server.diorama.diorama import Diorama
-from computer_server.diorama.base import BaseDioramaHandler
 from typing import Optional
 
+from computer_server.diorama.base import BaseDioramaHandler
+from computer_server.diorama.diorama import Diorama
+
+
 class MacOSDioramaHandler(BaseDioramaHandler):
     """Handler for Diorama commands on macOS, using local diorama module."""
+
     async def diorama_cmd(self, action: str, arguments: Optional[dict] = None) -> dict:
         if platform.system().lower() != "darwin":
             return {"success": False, "error": "Diorama is only supported on macOS."}
@@ -30,4 +32,5 @@ class MacOSDioramaHandler(BaseDioramaHandler):
             return {"success": True, "result": result}
         except Exception as e:
             import traceback
+
             return {"success": False, "error": str(e), "trace": traceback.format_exc()}
diff --git a/libs/python/computer-server/computer_server/diorama/safezone.py b/libs/python/computer-server/computer_server/diorama/safezone.py
index 122b668f..09455fd7 100644
--- a/libs/python/computer-server/computer_server/diorama/safezone.py
+++ b/libs/python/computer-server/computer_server/diorama/safezone.py
@@ -8,31 +8,31 @@ like the menubar and dock, which are needed for proper screenshot composition.
 
 import sys
 import time
-from typing import Dict, Any, Optional, Tuple
+from typing import Any, Dict, Optional, Tuple
 
 # Import Objective-C bridge libraries
 try:
     import AppKit
+    import Foundation
+    from AppKit import NSRunningApplication, NSWorkspace
     from ApplicationServices import (
-        AXUIElementCreateSystemWide,
-        AXUIElementCreateApplication,
         AXUIElementCopyAttributeValue,
         AXUIElementCopyAttributeValues,
-        kAXChildrenAttribute,
-        kAXRoleAttribute,
-        kAXTitleAttribute,
-        kAXPositionAttribute,
-        kAXSizeAttribute,
-        kAXErrorSuccess,
-        AXValueGetType,
-        kAXValueCGSizeType,
-        kAXValueCGPointType,
+        AXUIElementCreateApplication,
+        AXUIElementCreateSystemWide,
         AXUIElementGetTypeID,
+        AXValueGetType,
         AXValueGetValue,
+        kAXChildrenAttribute,
+        kAXErrorSuccess,
         kAXMenuBarAttribute,
+        kAXPositionAttribute,
+        kAXRoleAttribute,
+        kAXSizeAttribute,
+        kAXTitleAttribute,
+        kAXValueCGPointType,
+        kAXValueCGSizeType,
     )
-    from AppKit import NSWorkspace, NSRunningApplication
-    import Foundation
 except ImportError:
     print("Error: This script requires PyObjC to be installed.")
     print("Please install it with: pip install pyobjc")
@@ -74,13 +74,8 @@ def element_value(element, type):
 
 def get_element_bounds(element):
     """Get the bounds of an accessibility element"""
-    bounds = {
-        "x": 0,
-        "y": 0,
-        "width": 0,
-        "height": 0
-    }
-    
+    bounds = {"x": 0, "y": 0, "width": 0, "height": 0}
+
     # Get position
     position_value = element_attribute(element, kAXPositionAttribute)
     if position_value:
@@ -88,7 +83,7 @@ def get_element_bounds(element):
         if position_value:
             bounds["x"] = position_value.x
             bounds["y"] = position_value.y
-    
+
     # Get size
     size_value = element_attribute(element, kAXSizeAttribute)
     if size_value:
@@ -96,7 +91,7 @@ def get_element_bounds(element):
         if size_value:
             bounds["width"] = size_value.width
             bounds["height"] = size_value.height
-            
+
     return bounds
 
 
@@ -111,13 +106,13 @@ def find_dock_process():
 
 def get_menubar_bounds():
     """Get the bounds of the macOS menubar
-    
+
     Returns:
         Dictionary with x, y, width, height of the menubar
     """
     # Get the system-wide accessibility element
     system_element = AXUIElementCreateSystemWide()
-    
+
     # Try to find the menubar
     menubar = element_attribute(system_element, kAXMenuBarAttribute)
     if menubar is None:
@@ -127,19 +122,19 @@ def get_menubar_bounds():
             app_pid = frontmost_app.processIdentifier()
             app_element = AXUIElementCreateApplication(app_pid)
             menubar = element_attribute(app_element, kAXMenuBarAttribute)
-    
+
     if menubar is None:
         print("Error: Could not get menubar")
         # Return default menubar bounds as fallback
         return {"x": 0, "y": 0, "width": 1800, "height": 24}
-    
+
     # Get menubar bounds
     return get_element_bounds(menubar)
 
 
 def get_dock_bounds():
     """Get the bounds of the macOS Dock
-    
+
     Returns:
         Dictionary with x, y, width, height of the Dock
     """
@@ -148,19 +143,19 @@ def get_dock_bounds():
         print("Error: Could not find Dock process")
         # Return empty bounds as fallback
         return {"x": 0, "y": 0, "width": 0, "height": 0}
-        
+
     # Create an accessibility element for the Dock
     dock_element = AXUIElementCreateApplication(dock_pid)
     if dock_element is None:
         print(f"Error: Could not create accessibility element for Dock (PID {dock_pid})")
         return {"x": 0, "y": 0, "width": 0, "height": 0}
-    
+
     # Get the Dock's children
     children = element_attribute(dock_element, kAXChildrenAttribute)
     if not children or len(children) == 0:
         print("Error: Could not get Dock children")
         return {"x": 0, "y": 0, "width": 0, "height": 0}
-    
+
     # Find the Dock's list (first child is usually the main dock list)
     dock_list = None
     for child in children:
@@ -168,28 +163,25 @@ def get_dock_bounds():
         if role == "AXList":
             dock_list = child
             break
-    
+
     if dock_list is None:
         print("Error: Could not find Dock list")
         return {"x": 0, "y": 0, "width": 0, "height": 0}
-    
+
     # Get the bounds of the dock list
     return get_element_bounds(dock_list)
 
 
 def get_ui_element_bounds():
     """Get the bounds of important UI elements like menubar and dock
-    
+
     Returns:
         Dictionary with menubar and dock bounds
     """
     menubar_bounds = get_menubar_bounds()
     dock_bounds = get_dock_bounds()
-    
-    return {
-        "menubar": menubar_bounds,
-        "dock": dock_bounds
-    }
+
+    return {"menubar": menubar_bounds, "dock": dock_bounds}
 
 
 if __name__ == "__main__":
diff --git a/libs/python/computer-server/computer_server/handlers/base.py b/libs/python/computer-server/computer_server/handlers/base.py
index ac629832..42b27a0c 100644
--- a/libs/python/computer-server/computer_server/handlers/base.py
+++ b/libs/python/computer-server/computer_server/handlers/base.py
@@ -1,24 +1,26 @@
 from abc import ABC, abstractmethod
-from typing import Optional, Dict, Any, List, Tuple
+from typing import Any, Dict, List, Optional, Tuple
+
 
 class BaseAccessibilityHandler(ABC):
     """Abstract base class for OS-specific accessibility handlers."""
-    
+
     @abstractmethod
     async def get_accessibility_tree(self) -> Dict[str, Any]:
         """Get the accessibility tree of the current window."""
         pass
 
     @abstractmethod
-    async def find_element(self, role: Optional[str] = None,
-                          title: Optional[str] = None,
-                          value: Optional[str] = None) -> Dict[str, Any]:
+    async def find_element(
+        self, role: Optional[str] = None, title: Optional[str] = None, value: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Find an element in the accessibility tree by criteria."""
         pass
 
+
 class BaseFileHandler(ABC):
     """Abstract base class for OS-specific file handlers."""
-    
+
     @abstractmethod
     async def file_exists(self, path: str) -> Dict[str, Any]:
         """Check if a file exists at the specified path."""
@@ -43,7 +45,7 @@ class BaseFileHandler(ABC):
     async def write_text(self, path: str, content: str) -> Dict[str, Any]:
         """Write text content to a file."""
         pass
-    
+
     @abstractmethod
     async def write_bytes(self, path: str, content_b64: str) -> Dict[str, Any]:
         """Write binary content to a file. Sent over the websocket as a base64 string."""
@@ -65,9 +67,11 @@ class BaseFileHandler(ABC):
         pass
 
     @abstractmethod
-    async def read_bytes(self, path: str, offset: int = 0, length: Optional[int] = None) -> Dict[str, Any]:
+    async def read_bytes(
+        self, path: str, offset: int = 0, length: Optional[int] = None
+    ) -> Dict[str, Any]:
         """Read the binary contents of a file. Sent over the websocket as a base64 string.
-        
+
         Args:
             path: Path to the file
             offset: Byte offset to start reading from (default: 0)
@@ -80,9 +84,10 @@ class BaseFileHandler(ABC):
         """Get the size of a file in bytes."""
         pass
 
+
 class BaseAutomationHandler(ABC):
     """Abstract base class for OS-specific automation handlers.
-    
+
     Categories:
     - Mouse Actions: Methods for mouse control
     - Keyboard Actions: Methods for keyboard input
@@ -90,18 +95,22 @@ class BaseAutomationHandler(ABC):
     - Screen Actions: Methods for screen interaction
     - Clipboard Actions: Methods for clipboard operations
     """
-    
+
     # Mouse Actions
     @abstractmethod
-    async def mouse_down(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+    async def mouse_down(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Perform a mouse down at the current or specified position."""
         pass
-    
+
     @abstractmethod
-    async def mouse_up(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+    async def mouse_up(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Perform a mouse up at the current or specified position."""
         pass
-    
+
     @abstractmethod
     async def left_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
         """Perform a left click at the current or specified position."""
@@ -113,7 +122,9 @@ class BaseAutomationHandler(ABC):
         pass
 
     @abstractmethod
-    async def double_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
+    async def double_click(
+        self, x: Optional[int] = None, y: Optional[int] = None
+    ) -> Dict[str, Any]:
         """Perform a double click at the current or specified position."""
         pass
 
@@ -123,9 +134,11 @@ class BaseAutomationHandler(ABC):
         pass
 
     @abstractmethod
-    async def drag_to(self, x: int, y: int, button: str = "left", duration: float = 0.5) -> Dict[str, Any]:
+    async def drag_to(
+        self, x: int, y: int, button: str = "left", duration: float = 0.5
+    ) -> Dict[str, Any]:
         """Drag the cursor from current position to specified coordinates.
-        
+
         Args:
             x: The x coordinate to drag to
             y: The y coordinate to drag to
@@ -133,11 +146,13 @@ class BaseAutomationHandler(ABC):
             duration: How long the drag should take in seconds
         """
         pass
-    
+
     @abstractmethod
-    async def drag(self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5) -> Dict[str, Any]:
+    async def drag(
+        self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5
+    ) -> Dict[str, Any]:
         """Drag the cursor from current position to specified coordinates.
-        
+
         Args:
             path: A list of tuples of x and y coordinates to drag to
             button: The mouse button to use ('left', 'middle', 'right')
@@ -150,12 +165,12 @@ class BaseAutomationHandler(ABC):
     async def key_down(self, key: str) -> Dict[str, Any]:
         """Press and hold the specified key."""
         pass
-    
+
     @abstractmethod
     async def key_up(self, key: str) -> Dict[str, Any]:
         """Release the specified key."""
         pass
-    
+
     @abstractmethod
     async def type_text(self, text: str) -> Dict[str, Any]:
         """Type the specified text."""
@@ -176,7 +191,7 @@ class BaseAutomationHandler(ABC):
     async def scroll(self, x: int, y: int) -> Dict[str, Any]:
         """Scroll the specified amount."""
         pass
-    
+
     @abstractmethod
     async def scroll_down(self, clicks: int = 1) -> Dict[str, Any]:
         """Scroll down by the specified number of clicks."""
@@ -212,9 +227,9 @@ class BaseAutomationHandler(ABC):
     @abstractmethod
     async def set_clipboard(self, text: str) -> Dict[str, Any]:
         """Set the clipboard content."""
-        pass 
+        pass
 
     @abstractmethod
     async def run_command(self, command: str) -> Dict[str, Any]:
         """Run a command and return the output."""
-        pass
\ No newline at end of file
+        pass
diff --git a/libs/python/computer-server/computer_server/handlers/factory.py b/libs/python/computer-server/computer_server/handlers/factory.py
index 962f7fb1..3c90935f 100644
--- a/libs/python/computer-server/computer_server/handlers/factory.py
+++ b/libs/python/computer-server/computer_server/handlers/factory.py
@@ -1,68 +1,89 @@
 import platform
 import subprocess
 from typing import Tuple, Type
-from .base import BaseAccessibilityHandler, BaseAutomationHandler, BaseFileHandler
+
 from computer_server.diorama.base import BaseDioramaHandler
 
+from .base import BaseAccessibilityHandler, BaseAutomationHandler, BaseFileHandler
+
 # Conditionally import platform-specific handlers
 system = platform.system().lower()
-if system == 'darwin':
-    from .macos import MacOSAccessibilityHandler, MacOSAutomationHandler
+if system == "darwin":
     from computer_server.diorama.macos import MacOSDioramaHandler
-elif system == 'linux':
+
+    from .macos import MacOSAccessibilityHandler, MacOSAutomationHandler
+elif system == "linux":
     from .linux import LinuxAccessibilityHandler, LinuxAutomationHandler
-elif system == 'windows':
+elif system == "windows":
     from .windows import WindowsAccessibilityHandler, WindowsAutomationHandler
 
 from .generic import GenericFileHandler
 
+
 class HandlerFactory:
     """Factory for creating OS-specific handlers."""
-    
+
     @staticmethod
     def _get_current_os() -> str:
         """Determine the current OS.
-        
+
         Returns:
             str: The OS type ('darwin' for macOS, 'linux' for Linux, or 'windows' for Windows)
-            
+
         Raises:
             RuntimeError: If unable to determine the current OS
         """
         try:
             # Use platform.system() as primary method
             system = platform.system().lower()
-            if system in ['darwin', 'linux', 'windows']:
+            if system in ["darwin", "linux", "windows"]:
                 return system
-                
+
             # Fallback to uname if platform.system() doesn't return expected values (Unix-like systems only)
-            result = subprocess.run(['uname', '-s'], capture_output=True, text=True)
+            result = subprocess.run(["uname", "-s"], capture_output=True, text=True)
             if result.returncode == 0:
                 return result.stdout.strip().lower()
-            
+
             raise RuntimeError(f"Unsupported OS: {system}")
         except Exception as e:
             raise RuntimeError(f"Failed to determine current OS: {str(e)}")
-    
+
     @staticmethod
-    def create_handlers() -> Tuple[BaseAccessibilityHandler, BaseAutomationHandler, BaseDioramaHandler, BaseFileHandler]:
+    def create_handlers() -> (
+        Tuple[BaseAccessibilityHandler, BaseAutomationHandler, BaseDioramaHandler, BaseFileHandler]
+    ):
         """Create and return appropriate handlers for the current OS.
-        
+
         Returns:
             Tuple[BaseAccessibilityHandler, BaseAutomationHandler, BaseDioramaHandler, BaseFileHandler]: A tuple containing
             the appropriate accessibility, automation, diorama, and file handlers for the current OS.
-        
+
         Raises:
             NotImplementedError: If the current OS is not supported
             RuntimeError: If unable to determine the current OS
         """
         os_type = HandlerFactory._get_current_os()
-        
-        if os_type == 'darwin':
-            return MacOSAccessibilityHandler(), MacOSAutomationHandler(), MacOSDioramaHandler(), GenericFileHandler()
-        elif os_type == 'linux':
-            return LinuxAccessibilityHandler(), LinuxAutomationHandler(), BaseDioramaHandler(), GenericFileHandler()
-        elif os_type == 'windows':
-            return WindowsAccessibilityHandler(), WindowsAutomationHandler(), BaseDioramaHandler(), GenericFileHandler()
+
+        if os_type == "darwin":
+            return (
+                MacOSAccessibilityHandler(),
+                MacOSAutomationHandler(),
+                MacOSDioramaHandler(),
+                GenericFileHandler(),
+            )
+        elif os_type == "linux":
+            return (
+                LinuxAccessibilityHandler(),
+                LinuxAutomationHandler(),
+                BaseDioramaHandler(),
+                GenericFileHandler(),
+            )
+        elif os_type == "windows":
+            return (
+                WindowsAccessibilityHandler(),
+                WindowsAutomationHandler(),
+                BaseDioramaHandler(),
+                GenericFileHandler(),
+            )
         else:
             raise NotImplementedError(f"OS '{os_type}' is not supported")
diff --git a/libs/python/computer-server/computer_server/handlers/generic.py b/libs/python/computer-server/computer_server/handlers/generic.py
index 11df71fa..da29f1c3 100644
--- a/libs/python/computer-server/computer_server/handlers/generic.py
+++ b/libs/python/computer-server/computer_server/handlers/generic.py
@@ -6,38 +6,41 @@ Includes:
 
 """
 
-from pathlib import Path
-from typing import Dict, Any, Optional
-from .base import BaseFileHandler
 import base64
+from pathlib import Path
+from typing import Any, Dict, Optional
+
+from .base import BaseFileHandler
+
 
 def resolve_path(path: str) -> Path:
     """Resolve a path to its absolute path. Expand ~ to the user's home directory.
-    
+
     Args:
         path: The file or directory path to resolve
-        
+
     Returns:
         Path: The resolved absolute path
     """
     return Path(path).expanduser().resolve()
 
+
 class GenericFileHandler(BaseFileHandler):
     """
     Generic file handler that provides file system operations for all operating systems.
-    
+
     This class implements the BaseFileHandler interface and provides methods for
     file and directory operations including reading, writing, creating, and deleting
     files and directories.
     """
-    
+
     async def file_exists(self, path: str) -> Dict[str, Any]:
         """
         Check if a file exists at the specified path.
-        
+
         Args:
             path: The file path to check
-            
+
         Returns:
             Dict containing 'success' boolean and either 'exists' boolean or 'error' string
         """
@@ -49,10 +52,10 @@ class GenericFileHandler(BaseFileHandler):
     async def directory_exists(self, path: str) -> Dict[str, Any]:
         """
         Check if a directory exists at the specified path.
-        
+
         Args:
             path: The directory path to check
-            
+
         Returns:
             Dict containing 'success' boolean and either 'exists' boolean or 'error' string
         """
@@ -64,25 +67,30 @@ class GenericFileHandler(BaseFileHandler):
     async def list_dir(self, path: str) -> Dict[str, Any]:
         """
         List all files and directories in the specified directory.
-        
+
         Args:
             path: The directory path to list
-            
+
         Returns:
             Dict containing 'success' boolean and either 'files' list of names or 'error' string
         """
         try:
-            return {"success": True, "files": [p.name for p in resolve_path(path).iterdir() if p.is_file() or p.is_dir()]}
+            return {
+                "success": True,
+                "files": [
+                    p.name for p in resolve_path(path).iterdir() if p.is_file() or p.is_dir()
+                ],
+            }
         except Exception as e:
             return {"success": False, "error": str(e)}
-        
+
     async def read_text(self, path: str) -> Dict[str, Any]:
         """
         Read the contents of a text file.
-        
+
         Args:
             path: The file path to read from
-            
+
         Returns:
             Dict containing 'success' boolean and either 'content' string or 'error' string
         """
@@ -94,11 +102,11 @@ class GenericFileHandler(BaseFileHandler):
     async def write_text(self, path: str, content: str) -> Dict[str, Any]:
         """
         Write text content to a file.
-        
+
         Args:
             path: The file path to write to
             content: The text content to write
-            
+
         Returns:
             Dict containing 'success' boolean and optionally 'error' string
         """
@@ -108,60 +116,64 @@ class GenericFileHandler(BaseFileHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def write_bytes(self, path: str, content_b64: str, append: bool = False) -> Dict[str, Any]:
+    async def write_bytes(
+        self, path: str, content_b64: str, append: bool = False
+    ) -> Dict[str, Any]:
         """
         Write binary content to a file from base64 encoded string.
-        
+
         Args:
             path: The file path to write to
             content_b64: Base64 encoded binary content
             append: If True, append to existing file; if False, overwrite
-            
+
         Returns:
             Dict containing 'success' boolean and optionally 'error' string
         """
         try:
-            mode = 'ab' if append else 'wb'
+            mode = "ab" if append else "wb"
             with open(resolve_path(path), mode) as f:
                 f.write(base64.b64decode(content_b64))
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-        
-    async def read_bytes(self, path: str, offset: int = 0, length: Optional[int] = None) -> Dict[str, Any]:
+
+    async def read_bytes(
+        self, path: str, offset: int = 0, length: Optional[int] = None
+    ) -> Dict[str, Any]:
         """
         Read binary content from a file and return as base64 encoded string.
-        
+
         Args:
             path: The file path to read from
             offset: Byte offset to start reading from
             length: Number of bytes to read; if None, read entire file from offset
-            
+
         Returns:
             Dict containing 'success' boolean and either 'content_b64' string or 'error' string
         """
         try:
             file_path = resolve_path(path)
-            with open(file_path, 'rb') as f:
+            with open(file_path, "rb") as f:
                 if offset > 0:
                     f.seek(offset)
-                
+
                 if length is not None:
                     content = f.read(length)
                 else:
                     content = f.read()
-                
-            return {"success": True, "content_b64": base64.b64encode(content).decode('utf-8')}
+
+            return {"success": True, "content_b64": base64.b64encode(content).decode("utf-8")}
         except Exception as e:
             return {"success": False, "error": str(e)}
 
     async def get_file_size(self, path: str) -> Dict[str, Any]:
         """
         Get the size of a file in bytes.
-        
+
         Args:
             path: The file path to get size for
-            
+
         Returns:
             Dict containing 'success' boolean and either 'size' integer or 'error' string
         """
@@ -175,10 +187,10 @@ class GenericFileHandler(BaseFileHandler):
     async def delete_file(self, path: str) -> Dict[str, Any]:
         """
         Delete a file at the specified path.
-        
+
         Args:
             path: The file path to delete
-            
+
         Returns:
             Dict containing 'success' boolean and optionally 'error' string
         """
@@ -191,13 +203,13 @@ class GenericFileHandler(BaseFileHandler):
     async def create_dir(self, path: str) -> Dict[str, Any]:
         """
         Create a directory at the specified path.
-        
+
         Creates parent directories if they don't exist and doesn't raise an error
         if the directory already exists.
-        
+
         Args:
             path: The directory path to create
-            
+
         Returns:
             Dict containing 'success' boolean and optionally 'error' string
         """
@@ -210,10 +222,10 @@ class GenericFileHandler(BaseFileHandler):
     async def delete_dir(self, path: str) -> Dict[str, Any]:
         """
         Delete an empty directory at the specified path.
-        
+
         Args:
             path: The directory path to delete
-            
+
         Returns:
             Dict containing 'success' boolean and optionally 'error' string
         """
diff --git a/libs/python/computer-server/computer_server/handlers/linux.py b/libs/python/computer-server/computer_server/handlers/linux.py
index eb8ca7b8..f536440c 100644
--- a/libs/python/computer-server/computer_server/handlers/linux.py
+++ b/libs/python/computer-server/computer_server/handlers/linux.py
@@ -7,14 +7,15 @@ To use GUI automation in a headless environment:
 1. Install Xvfb: sudo apt-get install xvfb
 2. Run with virtual display: xvfb-run python -m computer_server
 """
-from typing import Dict, Any, List, Tuple, Optional
-import logging
-import subprocess
+
 import asyncio
 import base64
-import os
 import json
+import logging
+import os
+import subprocess
 from io import BytesIO
+from typing import Any, Dict, List, Optional, Tuple
 
 # Configure logger
 logger = logging.getLogger(__name__)
@@ -23,30 +24,36 @@ logger = logging.getLogger(__name__)
 # This allows the server to run in headless environments
 try:
     import pyautogui
+
     pyautogui.FAILSAFE = False
 
     logger.info("pyautogui successfully imported, GUI automation available")
 except Exception as e:
     logger.warning(f"pyautogui import failed: {str(e)}. GUI operations will be simulated.")
 
-from pynput.mouse import Button, Controller as MouseController
-from pynput.keyboard import Key, Controller as KeyboardController
+from pynput.keyboard import Controller as KeyboardController
+from pynput.keyboard import Key
+from pynput.mouse import Button
+from pynput.mouse import Controller as MouseController
 
 from .base import BaseAccessibilityHandler, BaseAutomationHandler
 
+
 class LinuxAccessibilityHandler(BaseAccessibilityHandler):
     """Linux implementation of accessibility handler."""
-    
+
     async def get_accessibility_tree(self) -> Dict[str, Any]:
         """Get the accessibility tree of the current window.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing success status and a simulated tree structure
                            since Linux doesn't have equivalent accessibility API like macOS.
         """
         # Linux doesn't have equivalent accessibility API like macOS
         # Return a minimal dummy tree
-        logger.info("Getting accessibility tree (simulated, no accessibility API available on Linux)")
+        logger.info(
+            "Getting accessibility tree (simulated, no accessibility API available on Linux)"
+        )
         return {
             "success": True,
             "tree": {
@@ -54,32 +61,31 @@ class LinuxAccessibilityHandler(BaseAccessibilityHandler):
                 "title": "Linux Window",
                 "position": {"x": 0, "y": 0},
                 "size": {"width": 1920, "height": 1080},
-                "children": []
-            }
+                "children": [],
+            },
         }
-    
-    async def find_element(self, role: Optional[str] = None,
-                          title: Optional[str] = None,
-                          value: Optional[str] = None) -> Dict[str, Any]:
+
+    async def find_element(
+        self, role: Optional[str] = None, title: Optional[str] = None, value: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Find an element in the accessibility tree by criteria.
-        
+
         Args:
             role: The role of the element to find.
             title: The title of the element to find.
             value: The value of the element to find.
-            
+
         Returns:
             Dict[str, Any]: A dictionary indicating that element search is not supported on Linux.
         """
-        logger.info(f"Finding element with role={role}, title={title}, value={value} (not supported on Linux)")
-        return {
-            "success": False,
-            "message": "Element search not supported on Linux"
-        }
-    
+        logger.info(
+            f"Finding element with role={role}, title={title}, value={value} (not supported on Linux)"
+        )
+        return {"success": False, "message": "Element search not supported on Linux"}
+
     def get_cursor_position(self) -> Tuple[int, int]:
         """Get the current cursor position.
-        
+
         Returns:
             Tuple[int, int]: The x and y coordinates of the cursor position.
                            Returns (0, 0) if pyautogui is not available.
@@ -89,13 +95,13 @@ class LinuxAccessibilityHandler(BaseAccessibilityHandler):
             return pos.x, pos.y
         except Exception as e:
             logger.warning(f"Failed to get cursor position with pyautogui: {e}")
-        
+
         logger.info("Getting cursor position (simulated)")
         return 0, 0
-    
+
     def get_screen_size(self) -> Tuple[int, int]:
         """Get the screen size.
-        
+
         Returns:
             Tuple[int, int]: The width and height of the screen in pixels.
                            Returns (1920, 1080) if pyautogui is not available.
@@ -105,24 +111,28 @@ class LinuxAccessibilityHandler(BaseAccessibilityHandler):
             return size.width, size.height
         except Exception as e:
             logger.warning(f"Failed to get screen size with pyautogui: {e}")
-        
+
         logger.info("Getting screen size (simulated)")
         return 1920, 1080
 
+
 class LinuxAutomationHandler(BaseAutomationHandler):
     """Linux implementation of automation handler using pyautogui."""
+
     keyboard = KeyboardController()
     mouse = MouseController()
-    
+
     # Mouse Actions
-    async def mouse_down(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+    async def mouse_down(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Press and hold a mouse button at the specified coordinates.
-        
+
         Args:
             x: The x coordinate to move to before pressing. If None, uses current position.
             y: The y coordinate to move to before pressing. If None, uses current position.
             button: The mouse button to press ("left", "right", or "middle").
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -133,15 +143,17 @@ class LinuxAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
-    async def mouse_up(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+
+    async def mouse_up(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Release a mouse button at the specified coordinates.
-        
+
         Args:
             x: The x coordinate to move to before releasing. If None, uses current position.
             y: The y coordinate to move to before releasing. If None, uses current position.
             button: The mouse button to release ("left", "right", or "middle").
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -152,14 +164,14 @@ class LinuxAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def move_cursor(self, x: int, y: int) -> Dict[str, Any]:
         """Move the cursor to the specified coordinates.
-        
+
         Args:
             x: The x coordinate to move to.
             y: The y coordinate to move to.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -171,11 +183,11 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def left_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
         """Perform a left mouse click at the specified coordinates.
-        
+
         Args:
             x: The x coordinate to click at. If None, clicks at current position.
             y: The y coordinate to click at. If None, clicks at current position.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -189,11 +201,11 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def right_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
         """Perform a right mouse click at the specified coordinates.
-        
+
         Args:
             x: The x coordinate to click at. If None, clicks at current position.
             y: The y coordinate to click at. If None, clicks at current position.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -205,13 +217,15 @@ class LinuxAutomationHandler(BaseAutomationHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def double_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
+    async def double_click(
+        self, x: Optional[int] = None, y: Optional[int] = None
+    ) -> Dict[str, Any]:
         """Perform a double click at the specified coordinates.
-        
+
         Args:
             x: The x coordinate to double click at. If None, clicks at current position.
             y: The y coordinate to double click at. If None, clicks at current position.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -223,14 +237,16 @@ class LinuxAutomationHandler(BaseAutomationHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def click(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+    async def click(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Perform a mouse click with the specified button at the given coordinates.
-        
+
         Args:
             x: The x coordinate to click at. If None, clicks at current position.
             y: The y coordinate to click at. If None, clicks at current position.
             button: The mouse button to click ("left", "right", or "middle").
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -242,15 +258,17 @@ class LinuxAutomationHandler(BaseAutomationHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def drag_to(self, x: int, y: int, button: str = "left", duration: float = 0.5) -> Dict[str, Any]:
+    async def drag_to(
+        self, x: int, y: int, button: str = "left", duration: float = 0.5
+    ) -> Dict[str, Any]:
         """Drag from the current position to the specified coordinates.
-        
+
         Args:
             x: The x coordinate to drag to.
             y: The y coordinate to drag to.
             button: The mouse button to use for dragging.
             duration: The time in seconds to take for the drag operation.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -260,16 +278,18 @@ class LinuxAutomationHandler(BaseAutomationHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def drag(self, start_x: int, start_y: int, end_x: int, end_y: int, button: str = "left") -> Dict[str, Any]:
+    async def drag(
+        self, start_x: int, start_y: int, end_x: int, end_y: int, button: str = "left"
+    ) -> Dict[str, Any]:
         """Drag from start coordinates to end coordinates.
-        
+
         Args:
             start_x: The starting x coordinate.
             start_y: The starting y coordinate.
             end_x: The ending x coordinate.
             end_y: The ending y coordinate.
             button: The mouse button to use for dragging.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -280,14 +300,16 @@ class LinuxAutomationHandler(BaseAutomationHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def drag_path(self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5) -> Dict[str, Any]:
+    async def drag_path(
+        self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5
+    ) -> Dict[str, Any]:
         """Drag along a path defined by a list of coordinates.
-        
+
         Args:
             path: A list of (x, y) coordinate tuples defining the drag path.
             button: The mouse button to use for dragging.
             duration: The time in seconds to take for each segment of the drag.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -304,10 +326,10 @@ class LinuxAutomationHandler(BaseAutomationHandler):
     # Keyboard Actions
     async def key_down(self, key: str) -> Dict[str, Any]:
         """Press and hold a key.
-        
+
         Args:
             key: The key to press down.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -316,13 +338,13 @@ class LinuxAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-        
+
     async def key_up(self, key: str) -> Dict[str, Any]:
         """Release a key.
-        
+
         Args:
             key: The key to release.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -331,13 +353,13 @@ class LinuxAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def type_text(self, text: str) -> Dict[str, Any]:
         """Type the specified text using the keyboard.
-        
+
         Args:
             text: The text to type.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -350,10 +372,10 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def press_key(self, key: str) -> Dict[str, Any]:
         """Press and release a key.
-        
+
         Args:
             key: The key to press.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -365,10 +387,10 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def hotkey(self, keys: List[str]) -> Dict[str, Any]:
         """Press a combination of keys simultaneously.
-        
+
         Args:
             keys: A list of keys to press together as a hotkey combination.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -381,11 +403,11 @@ class LinuxAutomationHandler(BaseAutomationHandler):
     # Scrolling Actions
     async def scroll(self, x: int, y: int) -> Dict[str, Any]:
         """Scroll the mouse wheel.
-        
+
         Args:
             x: The horizontal scroll amount.
             y: The vertical scroll amount.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -394,13 +416,13 @@ class LinuxAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def scroll_down(self, clicks: int = 1) -> Dict[str, Any]:
         """Scroll down by the specified number of clicks.
-        
+
         Args:
             clicks: The number of scroll clicks to perform downward.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -412,10 +434,10 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def scroll_up(self, clicks: int = 1) -> Dict[str, Any]:
         """Scroll up by the specified number of clicks.
-        
+
         Args:
             clicks: The number of scroll clicks to perform upward.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
@@ -428,13 +450,14 @@ class LinuxAutomationHandler(BaseAutomationHandler):
     # Screen Actions
     async def screenshot(self) -> Dict[str, Any]:
         """Take a screenshot of the current screen.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing success status and base64-encoded image data,
                            or error message if failed.
         """
         try:
             from PIL import Image
+
             screenshot = pyautogui.screenshot()
             if not isinstance(screenshot, Image.Image):
                 return {"success": False, "error": "Failed to capture screenshot"}
@@ -448,7 +471,7 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def get_screen_size(self) -> Dict[str, Any]:
         """Get the size of the screen.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing success status and screen dimensions,
                            or error message if failed.
@@ -461,7 +484,7 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def get_cursor_position(self) -> Dict[str, Any]:
         """Get the current position of the cursor.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing success status and cursor coordinates,
                            or error message if failed.
@@ -475,13 +498,14 @@ class LinuxAutomationHandler(BaseAutomationHandler):
     # Clipboard Actions
     async def copy_to_clipboard(self) -> Dict[str, Any]:
         """Get the current content of the clipboard.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing success status and clipboard content,
                            or error message if failed.
         """
         try:
             import pyperclip
+
             content = pyperclip.paste()
             return {"success": True, "content": content}
         except Exception as e:
@@ -489,15 +513,16 @@ class LinuxAutomationHandler(BaseAutomationHandler):
 
     async def set_clipboard(self, text: str) -> Dict[str, Any]:
         """Set the clipboard content to the specified text.
-        
+
         Args:
             text: The text to copy to the clipboard.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and error message if failed.
         """
         try:
             import pyperclip
+
             pyperclip.copy(text)
             return {"success": True}
         except Exception as e:
@@ -506,10 +531,10 @@ class LinuxAutomationHandler(BaseAutomationHandler):
     # Command Execution
     async def run_command(self, command: str) -> Dict[str, Any]:
         """Execute a shell command asynchronously.
-        
+
         Args:
             command: The shell command to execute.
-            
+
         Returns:
             Dict[str, Any]: A dictionary containing success status, stdout, stderr,
                            and return code, or error message if failed.
@@ -517,18 +542,16 @@ class LinuxAutomationHandler(BaseAutomationHandler):
         try:
             # Create subprocess
             process = await asyncio.create_subprocess_shell(
-                command,
-                stdout=asyncio.subprocess.PIPE,
-                stderr=asyncio.subprocess.PIPE
+                command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE
             )
             # Wait for the subprocess to finish
             stdout, stderr = await process.communicate()
             # Return decoded output
             return {
-                "success": True, 
-                "stdout": stdout.decode() if stdout else "", 
-                "stderr": stderr.decode() if stderr else "", 
-                "return_code": process.returncode
+                "success": True,
+                "stdout": stdout.decode() if stdout else "",
+                "stderr": stderr.decode() if stderr else "",
+                "return_code": process.returncode,
             }
         except Exception as e:
             return {"success": False, "error": str(e)}
diff --git a/libs/python/computer-server/computer_server/handlers/macos.py b/libs/python/computer-server/computer_server/handlers/macos.py
index e23b8ea6..ce341668 100644
--- a/libs/python/computer-server/computer_server/handlers/macos.py
+++ b/libs/python/computer-server/computer_server/handlers/macos.py
@@ -1,54 +1,57 @@
 import pyautogui
+
 pyautogui.FAILSAFE = False
-from pynput.mouse import Button, Controller as MouseController
-from pynput.keyboard import Key, Controller as KeyboardController
-import time
+import asyncio
 import base64
+import copy
+import json
+import logging
+import re
+import time
+from ctypes import POINTER, byref, c_void_p
 from io import BytesIO
-from typing import Optional, Dict, Any, List, Tuple
-from ctypes import byref, c_void_p, POINTER
-from AppKit import NSWorkspace  # type: ignore
+from typing import Any, Dict, List, Optional, Tuple
+
 import AppKit
+import Foundation
+import objc
+from AppKit import NSWorkspace  # type: ignore
+from ApplicationServices import AXUIElementCopyAttributeValue  # type: ignore
+from ApplicationServices import AXUIElementCopyAttributeValues  # type: ignore
+from ApplicationServices import AXUIElementCreateApplication  # type: ignore
+from ApplicationServices import AXUIElementCreateSystemWide  # type: ignore
+from ApplicationServices import AXUIElementGetTypeID  # type: ignore
+from ApplicationServices import AXValueGetType  # type: ignore
+from ApplicationServices import AXValueGetValue  # type: ignore
+from ApplicationServices import kAXChildrenAttribute  # type: ignore
+from ApplicationServices import kAXDescriptionAttribute  # type: ignore
+from ApplicationServices import kAXEnabledAttribute  # type: ignore
+from ApplicationServices import kAXErrorSuccess  # type: ignore
+from ApplicationServices import kAXFocusedApplicationAttribute  # type: ignore
+from ApplicationServices import kAXFocusedUIElementAttribute  # type: ignore
+from ApplicationServices import kAXFocusedWindowAttribute  # type: ignore
+from ApplicationServices import kAXMainWindowAttribute  # type: ignore
+from ApplicationServices import kAXPositionAttribute  # type: ignore
+from ApplicationServices import kAXRoleAttribute  # type: ignore
+from ApplicationServices import kAXRoleDescriptionAttribute  # type: ignore
+from ApplicationServices import kAXSelectedTextAttribute  # type: ignore
+from ApplicationServices import kAXSelectedTextRangeAttribute  # type: ignore
+from ApplicationServices import kAXSizeAttribute  # type: ignore
+from ApplicationServices import kAXTitleAttribute  # type: ignore
+from ApplicationServices import kAXValueAttribute  # type: ignore
+from ApplicationServices import kAXValueCFRangeType  # type: ignore
+from ApplicationServices import kAXValueCGPointType  # type: ignore
+from ApplicationServices import kAXValueCGSizeType  # type: ignore
+from ApplicationServices import kAXVisibleChildrenAttribute  # type: ignore
+from ApplicationServices import kAXWindowsAttribute  # type: ignore
+from pynput.keyboard import Controller as KeyboardController
+from pynput.keyboard import Key
+from pynput.mouse import Button
+from pynput.mouse import Controller as MouseController
 from Quartz.CoreGraphics import *  # type: ignore
 from Quartz.CoreGraphics import CGPoint, CGSize  # type: ignore
-import Foundation
-from ApplicationServices import (
-    AXUIElementCreateSystemWide,  # type: ignore
-    AXUIElementCreateApplication,  # type: ignore
-    AXUIElementCopyAttributeValue,  # type: ignore
-    AXUIElementCopyAttributeValues,  # type: ignore
-    kAXFocusedWindowAttribute,  # type: ignore
-    kAXWindowsAttribute,  # type: ignore
-    kAXMainWindowAttribute,  # type: ignore
-    kAXChildrenAttribute,  # type: ignore
-    kAXRoleAttribute,  # type: ignore
-    kAXTitleAttribute,  # type: ignore
-    kAXValueAttribute,  # type: ignore
-    kAXDescriptionAttribute,  # type: ignore
-    kAXEnabledAttribute,  # type: ignore
-    kAXPositionAttribute,  # type: ignore
-    kAXSizeAttribute,  # type: ignore
-    kAXErrorSuccess,  # type: ignore
-    AXValueGetType,  # type: ignore
-    kAXValueCGSizeType,  # type: ignore
-    kAXValueCGPointType,  # type: ignore
-    kAXValueCFRangeType,  # type: ignore
-    AXUIElementGetTypeID,  # type: ignore
-    AXValueGetValue,  # type: ignore
-    kAXVisibleChildrenAttribute,  # type: ignore
-    kAXRoleDescriptionAttribute,  # type: ignore
-    kAXFocusedApplicationAttribute,  # type: ignore
-    kAXFocusedUIElementAttribute,  # type: ignore
-    kAXSelectedTextAttribute,  # type: ignore
-    kAXSelectedTextRangeAttribute,  # type: ignore
-)
-import objc
-import re
-import json
-import copy
-import asyncio
+
 from .base import BaseAccessibilityHandler, BaseAutomationHandler
-import logging
 
 logger = logging.getLogger(__name__)
 
@@ -73,24 +76,26 @@ kCGWindowAlpha = "kCGWindowAlpha"  # Window opacity
 NSApplicationActivationOptions = {
     "regular": 0,  # Default activation
     "bringing_all_windows_forward": 1 << 0,  # NSApplicationActivateAllWindows
-    "ignoring_other_apps": 1 << 1  # NSApplicationActivateIgnoringOtherApps
+    "ignoring_other_apps": 1 << 1,  # NSApplicationActivateIgnoringOtherApps
 }
 
+
 def CFAttributeToPyObject(attrValue):
     """Convert Core Foundation attribute values to Python objects.
-    
+
     Args:
         attrValue: Core Foundation attribute value to convert
-        
+
     Returns:
         Converted Python object or None if conversion fails
     """
+
     def list_helper(list_value):
         """Helper function to convert CF arrays to Python lists.
-        
+
         Args:
             list_value: Core Foundation array to convert
-            
+
         Returns:
             Python list containing converted items
         """
@@ -101,10 +106,10 @@ def CFAttributeToPyObject(attrValue):
 
     def number_helper(number_value):
         """Helper function to convert CF numbers to Python numbers.
-        
+
         Args:
             number_value: Core Foundation number to convert
-            
+
         Returns:
             Python int or float, or None if conversion fails
         """
@@ -123,10 +128,10 @@ def CFAttributeToPyObject(attrValue):
 
     def axuielement_helper(element_value):
         """Helper function to handle AX UI elements.
-        
+
         Args:
             element_value: Accessibility UI element to process
-            
+
         Returns:
             The element value unchanged
         """
@@ -164,11 +169,11 @@ def CFAttributeToPyObject(attrValue):
 
 def element_attribute(element, attribute):
     """Get an attribute value from an accessibility element.
-    
+
     Args:
         element: The accessibility element
         attribute: The attribute name to retrieve
-        
+
     Returns:
         The attribute value or None if not found
     """
@@ -190,11 +195,11 @@ def element_attribute(element, attribute):
 
 def element_value(element, type):
     """Extract a typed value from an accessibility element.
-    
+
     Args:
         element: The accessibility element containing the value
         type: The expected value type
-        
+
     Returns:
         The extracted value or None if extraction fails
     """
@@ -206,10 +211,10 @@ def element_value(element, type):
 
 class UIElement:
     """Represents a UI element in the accessibility tree with position, size, and hierarchy information."""
-    
+
     def __init__(self, element, offset_x=0, offset_y=0, max_depth=None, parents_visible_bbox=None):
         """Initialize a UIElement from an accessibility element.
-        
+
         Args:
             element: The accessibility element to wrap
             offset_x: X offset for position calculations
@@ -297,7 +302,7 @@ class UIElement:
 
     def _set_bboxes(self, parents_visible_bbox):
         """Set bounding box and visible bounding box for the element.
-        
+
         Args:
             parents_visible_bbox: Parent's visible bounding box for intersection calculation
         """
@@ -332,13 +337,13 @@ class UIElement:
 
     def _get_children(self, element, start_position, offset_x, offset_y):
         """Get child elements from the accessibility element.
-        
+
         Args:
             element: The parent accessibility element
             start_position: Starting position for offset calculations
             offset_x: X offset for child positioning
             offset_y: Y offset for child positioning
-            
+
         Returns:
             List of UIElement children
         """
@@ -371,7 +376,7 @@ class UIElement:
 
     def component_hash(self):
         """Generate a hash identifier for this component based on its properties.
-        
+
         Returns:
             MD5 hash string of component properties
         """
@@ -388,10 +393,10 @@ class UIElement:
 
     def hash_from_string(self, string):
         """Generate MD5 hash from a string.
-        
+
         Args:
             string: Input string to hash
-            
+
         Returns:
             MD5 hash hexdigest or empty string if input is None/empty
         """
@@ -403,10 +408,10 @@ class UIElement:
 
     def children_content_hash(self, children):
         """Generate a hash representing the content and structure of child elements.
-        
+
         Args:
             children: List of child UIElement objects
-            
+
         Returns:
             Combined hash of children content and structure
         """
@@ -426,16 +431,17 @@ class UIElement:
 
     def to_dict(self):
         """Convert the UIElement to a dictionary representation.
-        
+
         Returns:
             Dictionary containing all element properties and children
         """
+
         def children_to_dict(children):
             """Convert list of children to dictionary format.
-            
+
             Args:
                 children: List of UIElement children to convert
-                
+
             Returns:
                 List of dictionaries representing the children
             """
@@ -464,7 +470,7 @@ class UIElement:
             size = f"{self.size.width:.0f};{self.size.height:.0f}"
         else:
             size = ""
-            
+
         return {
             "id": self.identifier,
             "name": self.name,
@@ -482,36 +488,38 @@ class UIElement:
         }
 
 
-import Quartz
-from AppKit import NSWorkspace, NSRunningApplication
 from pathlib import Path
 
+import Quartz
+from AppKit import NSRunningApplication, NSWorkspace
+
+
 def get_all_windows_zorder():
     """Get all windows in the system with their z-order information.
-    
+
     Returns:
         List of window dictionaries sorted by z-index, containing window properties
         like id, name, pid, owner, bounds, layer, and opacity
     """
     window_list = Quartz.CGWindowListCopyWindowInfo(
-        Quartz.kCGWindowListOptionOnScreenOnly,
-        Quartz.kCGNullWindowID
+        Quartz.kCGWindowListOptionOnScreenOnly, Quartz.kCGNullWindowID
     )
-    z_order = {window['kCGWindowNumber']: z_index for z_index, window in enumerate(window_list[::-1])}
+    z_order = {
+        window["kCGWindowNumber"]: z_index for z_index, window in enumerate(window_list[::-1])
+    }
     window_list_all = Quartz.CGWindowListCopyWindowInfo(
-        Quartz.kCGWindowListOptionAll,
-        Quartz.kCGNullWindowID
+        Quartz.kCGWindowListOptionAll, Quartz.kCGNullWindowID
     )
     windows = []
     for window in window_list_all:
-        window_id = window.get('kCGWindowNumber', 0)
-        window_name = window.get('kCGWindowName', '')
-        window_pid = window.get('kCGWindowOwnerPID', 0)
-        window_bounds = window.get('kCGWindowBounds', {})
-        window_owner = window.get('kCGWindowOwnerName', '')
-        window_is_on_screen = window.get('kCGWindowIsOnscreen', False)
-        layer = window.get('kCGWindowLayer', 0)
-        opacity = window.get('kCGWindowAlpha', 1.0)
+        window_id = window.get("kCGWindowNumber", 0)
+        window_name = window.get("kCGWindowName", "")
+        window_pid = window.get("kCGWindowOwnerPID", 0)
+        window_bounds = window.get("kCGWindowBounds", {})
+        window_owner = window.get("kCGWindowOwnerName", "")
+        window_is_on_screen = window.get("kCGWindowIsOnscreen", False)
+        layer = window.get("kCGWindowLayer", 0)
+        opacity = window.get("kCGWindowAlpha", 1.0)
         z_index = z_order.get(window_id, -1)
         if window_name == "Dock" and window_owner == "Dock":
             role = "dock"
@@ -522,32 +530,35 @@ def get_all_windows_zorder():
         else:
             role = "app"
         if window_bounds:
-            windows.append({
-                "id": window_id,
-                "name": window_name or "Unnamed Window",
-                "pid": window_pid,
-                "owner": window_owner,
-                "role": role,
-                "is_on_screen": window_is_on_screen,
-                "bounds": {
-                    "x": window_bounds.get('X', 0),
-                    "y": window_bounds.get('Y', 0),
-                    "width": window_bounds.get('Width', 0),
-                    "height": window_bounds.get('Height', 0)
-                },
-                "layer": layer,
-                "z_index": z_index,
-                "opacity": opacity
-            })
+            windows.append(
+                {
+                    "id": window_id,
+                    "name": window_name or "Unnamed Window",
+                    "pid": window_pid,
+                    "owner": window_owner,
+                    "role": role,
+                    "is_on_screen": window_is_on_screen,
+                    "bounds": {
+                        "x": window_bounds.get("X", 0),
+                        "y": window_bounds.get("Y", 0),
+                        "width": window_bounds.get("Width", 0),
+                        "height": window_bounds.get("Height", 0),
+                    },
+                    "layer": layer,
+                    "z_index": z_index,
+                    "opacity": opacity,
+                }
+            )
     windows = sorted(windows, key=lambda x: x["z_index"])
     return windows
 
+
 def get_app_info(app):
     """Extract information from an NSRunningApplication object.
-    
+
     Args:
         app: NSRunningApplication instance
-        
+
     Returns:
         Dictionary containing app name, bundle ID, PID, and status flags
     """
@@ -560,12 +571,13 @@ def get_app_info(app):
         "terminated": app.isTerminated(),
     }
 
+
 def get_menubar_items(active_app_pid=None):
     """Get menubar items for the active application.
-    
+
     Args:
         active_app_pid: Process ID of the active application, or None to use frontmost app
-        
+
     Returns:
         List of menubar item dictionaries with title, bounds, index, and app_pid
     """
@@ -591,26 +603,24 @@ def get_menubar_items(active_app_pid=None):
         position_value = element_attribute(item, kAXPositionAttribute)
         if position_value:
             position_value = element_value(position_value, kAXValueCGPointType)
-            bounds["x"] = getattr(position_value, 'x', 0)
-            bounds["y"] = getattr(position_value, 'y', 0)
+            bounds["x"] = getattr(position_value, "x", 0)
+            bounds["y"] = getattr(position_value, "y", 0)
         size_value = element_attribute(item, kAXSizeAttribute)
         if size_value:
             size_value = element_value(size_value, kAXValueCGSizeType)
-            bounds["width"] = getattr(size_value, 'width', 0)
-            bounds["height"] = getattr(size_value, 'height', 0)
-        menubar_items.append({
-            "title": title,
-            "bounds": bounds,
-            "index": i,
-            "app_pid": active_app_pid
-        })
+            bounds["width"] = getattr(size_value, "width", 0)
+            bounds["height"] = getattr(size_value, "height", 0)
+        menubar_items.append(
+            {"title": title, "bounds": bounds, "index": i, "app_pid": active_app_pid}
+        )
     return menubar_items
 
+
 def get_dock_items():
     """Get all items in the macOS Dock.
-    
+
     Returns:
-        List of dock item dictionaries with title, description, bounds, index, 
+        List of dock item dictionaries with title, description, bounds, index,
         type, role, and subrole information
     """
     dock_items = []
@@ -648,13 +658,13 @@ def get_dock_items():
         position_value = element_attribute(item, kAXPositionAttribute)
         if position_value:
             position_value = element_value(position_value, kAXValueCGPointType)
-            bounds["x"] = getattr(position_value, 'x', 0)
-            bounds["y"] = getattr(position_value, 'y', 0)
+            bounds["x"] = getattr(position_value, "x", 0)
+            bounds["y"] = getattr(position_value, "y", 0)
         size_value = element_attribute(item, kAXSizeAttribute)
         if size_value:
             size_value = element_value(size_value, kAXValueCGSizeType)
-            bounds["width"] = getattr(size_value, 'width', 0)
-            bounds["height"] = getattr(size_value, 'height', 0)
+            bounds["width"] = getattr(size_value, "width", 0)
+            bounds["height"] = getattr(size_value, "height", 0)
         item_type = "unknown"
         if subrole == "AXApplicationDockItem":
             item_type = "application"
@@ -666,23 +676,26 @@ def get_dock_items():
             item_type = "separator"
         elif "trash" in title.lower():
             item_type = "trash"
-        dock_items.append({
-            "title": title,
-            "description": description,
-            "bounds": bounds,
-            "index": i,
-            "type": item_type,
-            "role": role,
-            "subrole": subrole
-        })
+        dock_items.append(
+            {
+                "title": title,
+                "description": description,
+                "bounds": bounds,
+                "index": i,
+                "type": item_type,
+                "role": role,
+                "subrole": subrole,
+            }
+        )
     return dock_items
 
+
 class MacOSAccessibilityHandler(BaseAccessibilityHandler):
     """Handler for macOS accessibility features and UI element inspection."""
-    
+
     def get_desktop_state(self):
         """Get the current state of the desktop including windows, apps, menubar, and dock.
-        
+
         Returns:
             Dictionary containing applications, windows, menubar_items, and dock_items
         """
@@ -696,7 +709,9 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
             pid = app.processIdentifier()
             try:
                 app_elem = AXUIElementCreateApplication(pid)
-                err, app_windows = AXUIElementCopyAttributeValue(app_elem, kAXWindowsAttribute, None)
+                err, app_windows = AXUIElementCopyAttributeValue(
+                    app_elem, kAXWindowsAttribute, None
+                )
                 trees = []
                 if err == kAXErrorSuccess and app_windows:
                     for ax_win in app_windows:
@@ -713,31 +728,32 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
             pid = win["pid"]
             idx = pid_to_idx.get(pid, 0)
             ax_trees = pid_to_ax_trees.get(pid, [])
-            win["children"] = ax_trees[idx]["children"] if idx < len(ax_trees) and "children" in ax_trees[idx] else []
+            win["children"] = (
+                ax_trees[idx]["children"]
+                if idx < len(ax_trees) and "children" in ax_trees[idx]
+                else []
+            )
             pid_to_idx[pid] = idx + 1
             pid_to_window_ids.setdefault(pid, []).append(win["id"])
         for app in running_apps:
             info = get_app_info(app)
             app_pid = info["pid"]
-            applications.append({
-                "info": info,
-                "windows": pid_to_window_ids.get(app_pid, [])
-            })
+            applications.append({"info": info, "windows": pid_to_window_ids.get(app_pid, [])})
         menubar_items = get_menubar_items()
         dock_items = get_dock_items()
         return {
             "applications": applications,
             "windows": windows,
             "menubar_items": menubar_items,
-            "dock_items": dock_items
+            "dock_items": dock_items,
         }
 
     def get_application_windows(self, pid: int):
         """Get all windows for a specific application.
-        
+
         Args:
             pid: Process ID of the application
-            
+
         Returns:
             List of accessibility window elements or empty list if none found
         """
@@ -753,7 +769,7 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
 
     def get_all_windows(self):
         """Get all visible windows in the system.
-        
+
         Returns:
             List of window dictionaries with app information and window details
         """
@@ -791,7 +807,7 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
 
     def get_running_apps(self):
         """Get all currently running applications.
-        
+
         Returns:
             List of NSRunningApplication objects
         """
@@ -803,11 +819,11 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
 
     def get_ax_attribute(self, element, attribute):
         """Get an accessibility attribute from an element.
-        
+
         Args:
             element: The accessibility element
             attribute: The attribute name to retrieve
-            
+
         Returns:
             The attribute value or None if not found
         """
@@ -815,10 +831,10 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
 
     def serialize_node(self, element):
         """Create a serializable dictionary representation of an accessibility element.
-        
+
         Args:
             element: The accessibility element to serialize
-            
+
         Returns:
             Dictionary containing element properties like role, title, value, position, and size
         """
@@ -851,16 +867,13 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
 
     async def get_accessibility_tree(self) -> Dict[str, Any]:
         """Get the complete accessibility tree for the current desktop state.
-        
+
         Returns:
             Dictionary containing success status and desktop state information
-        """        
+        """
         try:
             desktop_state = self.get_desktop_state()
-            return {
-                "success": True,
-                **desktop_state
-            } 
+            return {"success": True, **desktop_state}
 
         except Exception as e:
             return {"success": False, "error": str(e)}
@@ -869,12 +882,12 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
         self, role: Optional[str] = None, title: Optional[str] = None, value: Optional[str] = None
     ) -> Dict[str, Any]:
         """Find an accessibility element matching the specified criteria.
-        
+
         Args:
             role: The accessibility role to match (optional)
             title: The title to match (optional)
             value: The value to match (optional)
-            
+
         Returns:
             Dictionary containing success status and the found element or error message
         """
@@ -883,10 +896,10 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
 
             def match_element(element):
                 """Check if an element matches the search criteria.
-                
+
                 Args:
                     element: The accessibility element to check
-                    
+
                 Returns:
                     True if element matches all specified criteria, False otherwise
                 """
@@ -900,10 +913,10 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
 
             def search_tree(element):
                 """Recursively search the accessibility tree for matching elements.
-                
+
                 Args:
                     element: The accessibility element to search from
-                    
+
                 Returns:
                     Serialized element dictionary if match found, None otherwise
                 """
@@ -924,58 +937,71 @@ class MacOSAccessibilityHandler(BaseAccessibilityHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
+
 class MacOSAutomationHandler(BaseAutomationHandler):
     """Handler for macOS automation including mouse, keyboard, and screen operations."""
-    
+
     # Mouse Actions
     mouse = MouseController()
     keyboard = KeyboardController()
-    
-    async def mouse_down(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+
+    async def mouse_down(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Press and hold a mouse button at the specified coordinates.
-        
+
         Args:
             x: X coordinate (optional, uses current position if None)
             y: Y coordinate (optional, uses current position if None)
             button: Mouse button to press ("left", "right", or "middle")
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
         try:
             if x is not None and y is not None:
                 self.mouse.position = (x, y)
-            self.mouse.press(Button.left if button == "left" else Button.right if button == "right" else Button.middle)
+            self.mouse.press(
+                Button.left
+                if button == "left"
+                else Button.right if button == "right" else Button.middle
+            )
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def mouse_up(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+    async def mouse_up(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Release a mouse button at the specified coordinates.
-        
+
         Args:
             x: X coordinate (optional, uses current position if None)
             y: Y coordinate (optional, uses current position if None)
             button: Mouse button to release ("left", "right", or "middle")
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
         try:
             if x is not None and y is not None:
                 self.mouse.position = (x, y)
-            self.mouse.release(Button.left if button == "left" else Button.right if button == "right" else Button.middle)
+            self.mouse.release(
+                Button.left
+                if button == "left"
+                else Button.right if button == "right" else Button.middle
+            )
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
 
     async def left_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
         """Perform a left mouse click at the specified coordinates.
-        
+
         Args:
             x: X coordinate (optional, uses current position if None)
             y: Y coordinate (optional, uses current position if None)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -989,11 +1015,11 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def right_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
         """Perform a right mouse click at the specified coordinates.
-        
+
         Args:
             x: X coordinate (optional, uses current position if None)
             y: Y coordinate (optional, uses current position if None)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1009,11 +1035,11 @@ class MacOSAutomationHandler(BaseAutomationHandler):
         self, x: Optional[int] = None, y: Optional[int] = None
     ) -> Dict[str, Any]:
         """Perform a double left mouse click at the specified coordinates.
-        
+
         Args:
             x: X coordinate (optional, uses current position if None)
             y: Y coordinate (optional, uses current position if None)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1027,11 +1053,11 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def move_cursor(self, x: int, y: int) -> Dict[str, Any]:
         """Move the mouse cursor to the specified coordinates.
-        
+
         Args:
             x: Target X coordinate
             y: Target Y coordinate
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1045,18 +1071,22 @@ class MacOSAutomationHandler(BaseAutomationHandler):
         self, x: int, y: int, button: str = "left", duration: float = 0.5
     ) -> Dict[str, Any]:
         """Drag from current position to target coordinates.
-        
+
         Args:
             x: Target X coordinate
             y: Target Y coordinate
             button: Mouse button to use for dragging ("left", "right", or "middle")
             duration: Duration of the drag operation in seconds
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
         try:
-            btn = Button.left if button == "left" else Button.right if button == "right" else Button.middle
+            btn = (
+                Button.left
+                if button == "left"
+                else Button.right if button == "right" else Button.middle
+            )
             # Press
             self.mouse.press(btn)
             # Move with sleep to simulate drag duration
@@ -1082,19 +1112,23 @@ class MacOSAutomationHandler(BaseAutomationHandler):
         self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5
     ) -> Dict[str, Any]:
         """Drag the mouse along a specified path of coordinates.
-        
+
         Args:
             path: List of (x, y) coordinate tuples defining the drag path
             button: Mouse button to use for dragging ("left", "right", or "middle")
             duration: Total duration of the drag operation in seconds
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
         try:
             if not path or len(path) < 2:
                 return {"success": False, "error": "Path must contain at least 2 points"}
-            btn = Button.left if button == "left" else Button.right if button == "right" else Button.middle
+            btn = (
+                Button.left
+                if button == "left"
+                else Button.right if button == "right" else Button.middle
+            )
             # Move to the first point
             self.mouse.position = path[0]
             self.mouse.press(btn)
@@ -1114,10 +1148,10 @@ class MacOSAutomationHandler(BaseAutomationHandler):
     # Keyboard Actions
     async def key_down(self, key: str) -> Dict[str, Any]:
         """Press and hold a keyboard key.
-        
+
         Args:
             key: Key name to press (using pyautogui key names)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1127,13 +1161,13 @@ class MacOSAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def key_up(self, key: str) -> Dict[str, Any]:
         """Release a keyboard key.
-        
+
         Args:
             key: Key name to release (using pyautogui key names)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1143,13 +1177,13 @@ class MacOSAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def type_text(self, text: str) -> Dict[str, Any]:
         """Type text using the keyboard with Unicode support.
-        
+
         Args:
             text: Text string to type
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1162,10 +1196,10 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def press_key(self, key: str) -> Dict[str, Any]:
         """Press and release a keyboard key.
-        
+
         Args:
             key: Key name to press (using pyautogui key names)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1178,10 +1212,10 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def hotkey(self, keys: List[str]) -> Dict[str, Any]:
         """Press a combination of keys simultaneously.
-        
+
         Args:
             keys: List of key names to press together (using pyautogui key names)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1195,11 +1229,11 @@ class MacOSAutomationHandler(BaseAutomationHandler):
     # Scrolling Actions
     async def scroll(self, x: int, y: int) -> Dict[str, Any]:
         """Scroll the mouse wheel in the specified direction.
-        
+
         Args:
             x: Horizontal scroll amount
             y: Vertical scroll amount (positive for up, negative for down)
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1208,13 +1242,13 @@ class MacOSAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def scroll_down(self, clicks: int = 1) -> Dict[str, Any]:
         """Scroll down by the specified number of clicks.
-        
+
         Args:
             clicks: Number of scroll clicks to perform
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1226,10 +1260,10 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def scroll_up(self, clicks: int = 1) -> Dict[str, Any]:
         """Scroll up by the specified number of clicks.
-        
+
         Args:
             clicks: Number of scroll clicks to perform
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1242,7 +1276,7 @@ class MacOSAutomationHandler(BaseAutomationHandler):
     # Screen Actions
     async def screenshot(self) -> Dict[str, Any]:
         """Capture a screenshot of the current screen.
-        
+
         Returns:
             Dictionary containing success status and base64-encoded image data or error message
         """
@@ -1263,7 +1297,7 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def get_screen_size(self) -> Dict[str, Any]:
         """Get the dimensions of the current screen.
-        
+
         Returns:
             Dictionary containing success status and screen size or error message
         """
@@ -1275,7 +1309,7 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def get_cursor_position(self) -> Dict[str, Any]:
         """Get the current position of the mouse cursor.
-        
+
         Returns:
             Dictionary containing success status and cursor position or error message
         """
@@ -1288,7 +1322,7 @@ class MacOSAutomationHandler(BaseAutomationHandler):
     # Clipboard Actions
     async def copy_to_clipboard(self) -> Dict[str, Any]:
         """Get the current content of the system clipboard.
-        
+
         Returns:
             Dictionary containing success status and clipboard content or error message
         """
@@ -1302,10 +1336,10 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def set_clipboard(self, text: str) -> Dict[str, Any]:
         """Set the content of the system clipboard.
-        
+
         Args:
             text: Text to copy to the clipboard
-            
+
         Returns:
             Dictionary containing success status and error message if failed
         """
@@ -1319,28 +1353,26 @@ class MacOSAutomationHandler(BaseAutomationHandler):
 
     async def run_command(self, command: str) -> Dict[str, Any]:
         """Run a shell command and return its output.
-        
+
         Args:
             command: Shell command to execute
-            
+
         Returns:
             Dictionary containing success status, stdout, stderr, and return code
         """
         try:
             # Create subprocess
             process = await asyncio.create_subprocess_shell(
-                command,
-                stdout=asyncio.subprocess.PIPE,
-                stderr=asyncio.subprocess.PIPE
+                command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE
             )
             # Wait for the subprocess to finish
             stdout, stderr = await process.communicate()
             # Return decoded output
             return {
-                "success": True, 
-                "stdout": stdout.decode() if stdout else "", 
+                "success": True,
+                "stdout": stdout.decode() if stdout else "",
                 "stderr": stderr.decode() if stderr else "",
-                "return_code": process.returncode
+                "return_code": process.returncode,
             }
         except Exception as e:
             return {"success": False, "error": str(e)}
diff --git a/libs/python/computer-server/computer_server/handlers/windows.py b/libs/python/computer-server/computer_server/handlers/windows.py
index 74949561..a01456d4 100644
--- a/libs/python/computer-server/computer_server/handlers/windows.py
+++ b/libs/python/computer-server/computer_server/handlers/windows.py
@@ -4,15 +4,17 @@ Windows implementation of automation and accessibility handlers.
 This implementation uses pyautogui for GUI automation and Windows-specific APIs
 for accessibility and system operations.
 """
-from typing import Dict, Any, List, Tuple, Optional
-import logging
-import subprocess
+
 import asyncio
 import base64
+import logging
 import os
+import subprocess
 from io import BytesIO
-from pynput.mouse import Controller as MouseController
+from typing import Any, Dict, List, Optional, Tuple
+
 from pynput.keyboard import Controller as KeyboardController
+from pynput.mouse import Controller as MouseController
 
 # Configure logger
 logger = logging.getLogger(__name__)
@@ -20,6 +22,7 @@ logger = logging.getLogger(__name__)
 # Try to import pyautogui
 try:
     import pyautogui
+
     pyautogui.FAILSAFE = False
     logger.info("pyautogui successfully imported, GUI automation available")
 except Exception as e:
@@ -28,58 +31,62 @@ except Exception as e:
 
 # Try to import Windows-specific modules
 try:
-    import win32gui
-    import win32con
     import win32api
+    import win32con
+    import win32gui
+
     logger.info("Windows API modules successfully imported")
     WINDOWS_API_AVAILABLE = True
 except Exception as e:
-    logger.error(f"Windows API modules import failed: {str(e)}. Some Windows-specific features will be unavailable.")
+    logger.error(
+        f"Windows API modules import failed: {str(e)}. Some Windows-specific features will be unavailable."
+    )
     WINDOWS_API_AVAILABLE = False
 
 from .base import BaseAccessibilityHandler, BaseAutomationHandler
 
+
 class WindowsAccessibilityHandler(BaseAccessibilityHandler):
     """Windows implementation of accessibility handler."""
-    
+
     async def get_accessibility_tree(self) -> Dict[str, Any]:
         """Get the accessibility tree of the current window.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing the success status and either
                            the accessibility tree or an error message.
-                           Structure: {"success": bool, "tree": dict} or 
+                           Structure: {"success": bool, "tree": dict} or
                                     {"success": bool, "error": str}
         """
         if not WINDOWS_API_AVAILABLE:
             return {"success": False, "error": "Windows API not available"}
-        
+
         try:
             # Get the foreground window
             hwnd = win32gui.GetForegroundWindow()
             if not hwnd:
                 return {"success": False, "error": "No foreground window found"}
-            
+
             # Get window information
             window_text = win32gui.GetWindowText(hwnd)
             rect = win32gui.GetWindowRect(hwnd)
-            
+
             tree = {
                 "role": "Window",
                 "title": window_text,
                 "position": {"x": rect[0], "y": rect[1]},
                 "size": {"width": rect[2] - rect[0], "height": rect[3] - rect[1]},
-                "children": []
+                "children": [],
             }
-            
+
             # Enumerate child windows
             def enum_child_proc(hwnd_child, children_list):
                 """Callback function to enumerate child windows and collect their information.
-                
+
                 Args:
                     hwnd_child: Handle to the child window being enumerated.
                     children_list: List to append child window information to.
-                    
+
                 Returns:
                     bool: True to continue enumeration, False to stop.
                 """
@@ -87,46 +94,49 @@ class WindowsAccessibilityHandler(BaseAccessibilityHandler):
                     child_text = win32gui.GetWindowText(hwnd_child)
                     child_rect = win32gui.GetWindowRect(hwnd_child)
                     child_class = win32gui.GetClassName(hwnd_child)
-                    
+
                     child_info = {
                         "role": child_class,
                         "title": child_text,
                         "position": {"x": child_rect[0], "y": child_rect[1]},
-                        "size": {"width": child_rect[2] - child_rect[0], "height": child_rect[3] - child_rect[1]},
-                        "children": []
+                        "size": {
+                            "width": child_rect[2] - child_rect[0],
+                            "height": child_rect[3] - child_rect[1],
+                        },
+                        "children": [],
                     }
                     children_list.append(child_info)
                 except Exception as e:
                     logger.debug(f"Error getting child window info: {e}")
                 return True
-            
+
             win32gui.EnumChildWindows(hwnd, enum_child_proc, tree["children"])
-            
+
             return {"success": True, "tree": tree}
-            
+
         except Exception as e:
             logger.error(f"Error getting accessibility tree: {e}")
             return {"success": False, "error": str(e)}
-    
-    async def find_element(self, role: Optional[str] = None,
-                          title: Optional[str] = None,
-                          value: Optional[str] = None) -> Dict[str, Any]:
+
+    async def find_element(
+        self, role: Optional[str] = None, title: Optional[str] = None, value: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Find an element in the accessibility tree by criteria.
-        
+
         Args:
             role (Optional[str]): The role or class name of the element to find.
             title (Optional[str]): The title or text of the element to find.
             value (Optional[str]): The value of the element (not used in Windows implementation).
-            
+
         Returns:
             Dict[str, Any]: A dictionary containing the success status and either
                            the found element or an error message.
-                           Structure: {"success": bool, "element": dict} or 
+                           Structure: {"success": bool, "element": dict} or
                                     {"success": bool, "error": str}
         """
         if not WINDOWS_API_AVAILABLE:
             return {"success": False, "error": "Windows API not available"}
-        
+
         try:
             # Find window by title if specified
             if title:
@@ -139,10 +149,10 @@ class WindowsAccessibilityHandler(BaseAccessibilityHandler):
                             "role": "Window",
                             "title": title,
                             "position": {"x": rect[0], "y": rect[1]},
-                            "size": {"width": rect[2] - rect[0], "height": rect[3] - rect[1]}
-                        }
+                            "size": {"width": rect[2] - rect[0], "height": rect[3] - rect[1]},
+                        },
                     }
-            
+
             # Find window by class name if role is specified
             if role:
                 hwnd = win32gui.FindWindow(role, None)
@@ -155,37 +165,40 @@ class WindowsAccessibilityHandler(BaseAccessibilityHandler):
                             "role": role,
                             "title": window_text,
                             "position": {"x": rect[0], "y": rect[1]},
-                            "size": {"width": rect[2] - rect[0], "height": rect[3] - rect[1]}
-                        }
+                            "size": {"width": rect[2] - rect[0], "height": rect[3] - rect[1]},
+                        },
                     }
-            
+
             return {"success": False, "error": "Element not found"}
-            
+
         except Exception as e:
             logger.error(f"Error finding element: {e}")
             return {"success": False, "error": str(e)}
 
+
 class WindowsAutomationHandler(BaseAutomationHandler):
     """Windows implementation of automation handler using pyautogui and Windows APIs."""
-    
+
     mouse = MouseController()
     keyboard = KeyboardController()
 
     # Mouse Actions
-    async def mouse_down(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+    async def mouse_down(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Press and hold a mouse button at the specified coordinates.
-        
+
         Args:
             x (Optional[int]): The x-coordinate to move to before pressing. If None, uses current position.
             y (Optional[int]): The y-coordinate to move to before pressing. If None, uses current position.
             button (str): The mouse button to press ("left", "right", or "middle").
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             if x is not None and y is not None:
                 pyautogui.moveTo(x, y)
@@ -193,21 +206,23 @@ class WindowsAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
-    async def mouse_up(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left") -> Dict[str, Any]:
+
+    async def mouse_up(
+        self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left"
+    ) -> Dict[str, Any]:
         """Release a mouse button at the specified coordinates.
-        
+
         Args:
             x (Optional[int]): The x-coordinate to move to before releasing. If None, uses current position.
             y (Optional[int]): The y-coordinate to move to before releasing. If None, uses current position.
             button (str): The mouse button to release ("left", "right", or "middle").
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             if x is not None and y is not None:
                 pyautogui.moveTo(x, y)
@@ -215,20 +230,20 @@ class WindowsAutomationHandler(BaseAutomationHandler):
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def move_cursor(self, x: int, y: int) -> Dict[str, Any]:
         """Move the mouse cursor to the specified coordinates.
-        
+
         Args:
             x (int): The x-coordinate to move to.
             y (int): The y-coordinate to move to.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.moveTo(x, y)
             return {"success": True}
@@ -237,17 +252,17 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def left_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
         """Perform a left mouse click at the specified coordinates.
-        
+
         Args:
             x (Optional[int]): The x-coordinate to click at. If None, clicks at current position.
             y (Optional[int]): The y-coordinate to click at. If None, clicks at current position.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             if x is not None and y is not None:
                 pyautogui.moveTo(x, y)
@@ -258,17 +273,17 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def right_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
         """Perform a right mouse click at the specified coordinates.
-        
+
         Args:
             x (Optional[int]): The x-coordinate to click at. If None, clicks at current position.
             y (Optional[int]): The y-coordinate to click at. If None, clicks at current position.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             if x is not None and y is not None:
                 pyautogui.moveTo(x, y)
@@ -277,19 +292,21 @@ class WindowsAutomationHandler(BaseAutomationHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def double_click(self, x: Optional[int] = None, y: Optional[int] = None) -> Dict[str, Any]:
+    async def double_click(
+        self, x: Optional[int] = None, y: Optional[int] = None
+    ) -> Dict[str, Any]:
         """Perform a double left mouse click at the specified coordinates.
-        
+
         Args:
             x (Optional[int]): The x-coordinate to double-click at. If None, clicks at current position.
             y (Optional[int]): The y-coordinate to double-click at. If None, clicks at current position.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             if x is not None and y is not None:
                 pyautogui.moveTo(x, y)
@@ -298,52 +315,56 @@ class WindowsAutomationHandler(BaseAutomationHandler):
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def drag_to(self, x: int, y: int, button: str = "left", duration: float = 0.5) -> Dict[str, Any]:
+    async def drag_to(
+        self, x: int, y: int, button: str = "left", duration: float = 0.5
+    ) -> Dict[str, Any]:
         """Drag from the current position to the specified coordinates.
-        
+
         Args:
             x (int): The x-coordinate to drag to.
             y (int): The y-coordinate to drag to.
             button (str): The mouse button to use for dragging ("left", "right", or "middle").
             duration (float): The time in seconds to take for the drag operation.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.dragTo(x, y, duration=duration, button=button)
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
 
-    async def drag(self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5) -> Dict[str, Any]:
+    async def drag(
+        self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5
+    ) -> Dict[str, Any]:
         """Drag the mouse through a series of coordinates.
-        
+
         Args:
             path (List[Tuple[int, int]]): A list of (x, y) coordinate tuples to drag through.
             button (str): The mouse button to use for dragging ("left", "right", or "middle").
             duration (float): The total time in seconds for the entire drag operation.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             if not path:
                 return {"success": False, "error": "Path is empty"}
-            
+
             # Move to first position
             pyautogui.moveTo(*path[0])
-            
+
             # Drag through all positions
             for x, y in path[1:]:
-                pyautogui.dragTo(x, y, duration=duration/len(path), button=button)
-            
+                pyautogui.dragTo(x, y, duration=duration / len(path), button=button)
+
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
@@ -351,46 +372,46 @@ class WindowsAutomationHandler(BaseAutomationHandler):
     # Keyboard Actions
     async def key_down(self, key: str) -> Dict[str, Any]:
         """Press and hold a keyboard key.
-        
+
         Args:
             key (str): The key to press down (e.g., 'ctrl', 'shift', 'a').
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.keyDown(key)
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-        
+
     async def key_up(self, key: str) -> Dict[str, Any]:
         """Release a keyboard key.
-        
+
         Args:
             key (str): The key to release (e.g., 'ctrl', 'shift', 'a').
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.keyUp(key)
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def type_text(self, text: str) -> Dict[str, Any]:
         """Type the specified text.
-        
+
         Args:
             text (str): The text to type.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
@@ -403,16 +424,16 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def press_key(self, key: str) -> Dict[str, Any]:
         """Press and release a keyboard key.
-        
+
         Args:
             key (str): The key to press (e.g., 'enter', 'space', 'tab').
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.press(key)
             return {"success": True}
@@ -421,16 +442,16 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def hotkey(self, keys: List[str]) -> Dict[str, Any]:
         """Press a combination of keys simultaneously.
-        
+
         Args:
             keys (List[str]): The keys to press together (e.g., ['ctrl', 'c'], ['alt', 'tab']).
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.hotkey(*keys)
             return {"success": True}
@@ -440,35 +461,35 @@ class WindowsAutomationHandler(BaseAutomationHandler):
     # Scrolling Actions
     async def scroll(self, x: int, y: int) -> Dict[str, Any]:
         """Scroll vertically at the current cursor position.
-        
+
         Args:
             x (int): Horizontal scroll amount (not used in pyautogui implementation).
             y (int): Vertical scroll amount. Positive values scroll up, negative values scroll down.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             self.mouse.scroll(x, y)
             return {"success": True}
         except Exception as e:
             return {"success": False, "error": str(e)}
-    
+
     async def scroll_down(self, clicks: int = 1) -> Dict[str, Any]:
         """Scroll down by the specified number of clicks.
-        
+
         Args:
             clicks (int): The number of scroll clicks to perform downward.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.scroll(-clicks)
             return {"success": True}
@@ -477,16 +498,16 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def scroll_up(self, clicks: int = 1) -> Dict[str, Any]:
         """Scroll up by the specified number of clicks.
-        
+
         Args:
             clicks (int): The number of scroll clicks to perform upward.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             pyautogui.scroll(clicks)
             return {"success": True}
@@ -496,22 +517,23 @@ class WindowsAutomationHandler(BaseAutomationHandler):
     # Screen Actions
     async def screenshot(self) -> Dict[str, Any]:
         """Capture a screenshot of the entire screen.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing the success status and either
                            base64-encoded image data or an error message.
-                           Structure: {"success": bool, "image_data": str} or 
+                           Structure: {"success": bool, "image_data": str} or
                                     {"success": bool, "error": str}
         """
         if not pyautogui:
             return {"success": False, "error": "pyautogui not available"}
-        
+
         try:
             from PIL import Image
+
             screenshot = pyautogui.screenshot()
             if not isinstance(screenshot, Image.Image):
                 return {"success": False, "error": "Failed to capture screenshot"}
-            
+
             buffered = BytesIO()
             screenshot.save(buffered, format="PNG", optimize=True)
             buffered.seek(0)
@@ -522,11 +544,11 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def get_screen_size(self) -> Dict[str, Any]:
         """Get the size of the screen in pixels.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing the success status and either
                            screen size information or an error message.
-                           Structure: {"success": bool, "size": {"width": int, "height": int}} or 
+                           Structure: {"success": bool, "size": {"width": int, "height": int}} or
                                     {"success": bool, "error": str}
         """
         try:
@@ -545,11 +567,11 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def get_cursor_position(self) -> Dict[str, Any]:
         """Get the current position of the mouse cursor.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing the success status and either
                            cursor position or an error message.
-                           Structure: {"success": bool, "position": {"x": int, "y": int}} or 
+                           Structure: {"success": bool, "position": {"x": int, "y": int}} or
                                     {"success": bool, "error": str}
         """
         try:
@@ -568,15 +590,16 @@ class WindowsAutomationHandler(BaseAutomationHandler):
     # Clipboard Actions
     async def copy_to_clipboard(self) -> Dict[str, Any]:
         """Get the current content of the clipboard.
-        
+
         Returns:
             Dict[str, Any]: A dictionary containing the success status and either
                            clipboard content or an error message.
-                           Structure: {"success": bool, "content": str} or 
+                           Structure: {"success": bool, "content": str} or
                                     {"success": bool, "error": str}
         """
         try:
             import pyperclip
+
             content = pyperclip.paste()
             return {"success": True, "content": content}
         except Exception as e:
@@ -584,15 +607,16 @@ class WindowsAutomationHandler(BaseAutomationHandler):
 
     async def set_clipboard(self, text: str) -> Dict[str, Any]:
         """Set the clipboard content to the specified text.
-        
+
         Args:
             text (str): The text to copy to the clipboard.
-            
+
         Returns:
             Dict[str, Any]: A dictionary with success status and optional error message.
         """
         try:
             import pyperclip
+
             pyperclip.copy(text)
             return {"success": True}
         except Exception as e:
@@ -601,31 +625,29 @@ class WindowsAutomationHandler(BaseAutomationHandler):
     # Command Execution
     async def run_command(self, command: str) -> Dict[str, Any]:
         """Execute a shell command asynchronously.
-        
+
         Args:
             command (str): The shell command to execute.
-            
+
         Returns:
             Dict[str, Any]: A dictionary containing the success status and either
                            command output or an error message.
-                           Structure: {"success": bool, "stdout": str, "stderr": str, "return_code": int} or 
+                           Structure: {"success": bool, "stdout": str, "stderr": str, "return_code": int} or
                                     {"success": bool, "error": str}
         """
         try:
             # Create subprocess
             process = await asyncio.create_subprocess_shell(
-                command,
-                stdout=asyncio.subprocess.PIPE,
-                stderr=asyncio.subprocess.PIPE
+                command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE
             )
             # Wait for the subprocess to finish
             stdout, stderr = await process.communicate()
             # Return decoded output
             return {
-                "success": True, 
-                "stdout": stdout.decode() if stdout else "", 
-                "stderr": stderr.decode() if stderr else "", 
-                "return_code": process.returncode
+                "success": True,
+                "stdout": stdout.decode() if stdout else "",
+                "stderr": stderr.decode() if stderr else "",
+                "return_code": process.returncode,
             }
         except Exception as e:
             return {"success": False, "error": str(e)}
diff --git a/libs/python/computer-server/computer_server/main.py b/libs/python/computer-server/computer_server/main.py
index 71ceafe0..721df77d 100644
--- a/libs/python/computer-server/computer_server/main.py
+++ b/libs/python/computer-server/computer_server/main.py
@@ -1,27 +1,37 @@
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect, Request, HTTPException, Header
-from fastapi.responses import StreamingResponse, JSONResponse
-from typing import List, Dict, Any, Optional, Union, Literal, cast
-import uvicorn
-import logging
 import asyncio
-import json
-import traceback
-import inspect
-from contextlib import redirect_stdout, redirect_stderr
-from io import StringIO
-from .handlers.factory import HandlerFactory
-import os
-import aiohttp
 import hashlib
-import time
+import inspect
+import json
+import logging
+import os
 import platform
+import time
+import traceback
+from contextlib import redirect_stderr, redirect_stdout
+from io import StringIO
+from typing import Any, Dict, List, Literal, Optional, Union, cast
+
+import aiohttp
+import uvicorn
+from fastapi import (
+    FastAPI,
+    Header,
+    HTTPException,
+    Request,
+    WebSocket,
+    WebSocketDisconnect,
+)
 from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import JSONResponse, StreamingResponse
+
+from .handlers.factory import HandlerFactory
 
 # Authentication session TTL (in seconds). Override via env var CUA_AUTH_TTL_SECONDS. Default: 60s
 AUTH_SESSION_TTL_SECONDS: int = int(os.environ.get("CUA_AUTH_TTL_SECONDS", "60"))
 
 try:
     from agent import ComputerAgent
+
     HAS_AGENT = True
 except ImportError:
     HAS_AGENT = False
@@ -54,16 +64,20 @@ app.add_middleware(
 protocol_version = 1
 try:
     from importlib.metadata import version
+
     package_version = version("cua-computer-server")
 except Exception:
     # Fallback for cases where package is not installed or importlib.metadata is not available
     try:
         import pkg_resources
+
         package_version = pkg_resources.get_distribution("cua-computer-server").version
     except Exception:
         package_version = "unknown"
 
-accessibility_handler, automation_handler, diorama_handler, file_handler = HandlerFactory.create_handlers()
+accessibility_handler, automation_handler, diorama_handler, file_handler = (
+    HandlerFactory.create_handlers()
+)
 handlers = {
     "version": lambda: {"protocol": protocol_version, "package": package_version},
     # App-Use commands
@@ -118,87 +132,91 @@ class AuthenticationManager:
     def __init__(self):
         self.sessions: Dict[str, Dict[str, Any]] = {}
         self.container_name = os.environ.get("CONTAINER_NAME")
-    
+
     def _hash_credentials(self, container_name: str, api_key: str) -> str:
         """Create a hash of container name and API key for session identification"""
         combined = f"{container_name}:{api_key}"
         return hashlib.sha256(combined.encode()).hexdigest()
-    
+
     def _is_session_valid(self, session_data: Dict[str, Any]) -> bool:
         """Check if a session is still valid based on expiration time"""
-        if not session_data.get('valid', False):
+        if not session_data.get("valid", False):
             return False
-        
-        expires_at = session_data.get('expires_at', 0)
+
+        expires_at = session_data.get("expires_at", 0)
         return time.time() < expires_at
-    
+
     async def auth(self, container_name: str, api_key: str) -> bool:
         """Authenticate container name and API key, using cached sessions when possible"""
         # If no CONTAINER_NAME is set, always allow access (local development)
         if not self.container_name:
-            logger.info("No CONTAINER_NAME set in environment. Allowing access (local development mode)")
+            logger.info(
+                "No CONTAINER_NAME set in environment. Allowing access (local development mode)"
+            )
             return True
-        
+
         # Layer 1: VM Identity Verification
         if container_name != self.container_name:
-            logger.warning(f"VM name mismatch. Expected: {self.container_name}, Got: {container_name}")
+            logger.warning(
+                f"VM name mismatch. Expected: {self.container_name}, Got: {container_name}"
+            )
             return False
-        
+
         # Create hash for session lookup
         session_hash = self._hash_credentials(container_name, api_key)
-        
+
         # Check if we have a valid cached session
         if session_hash in self.sessions:
             session_data = self.sessions[session_hash]
             if self._is_session_valid(session_data):
                 logger.info(f"Using cached authentication for container: {container_name}")
-                return session_data['valid']
+                return session_data["valid"]
             else:
                 # Remove expired session
                 del self.sessions[session_hash]
-        
+
         # No valid cached session, authenticate with API
         logger.info(f"Authenticating with TryCUA API for container: {container_name}")
-        
+
         try:
             async with aiohttp.ClientSession() as session:
-                headers = {
-                    "Authorization": f"Bearer {api_key}"
-                }
-                
+                headers = {"Authorization": f"Bearer {api_key}"}
+
                 async with session.get(
                     f"https://www.trycua.com/api/vm/auth?container_name={container_name}",
                     headers=headers,
                 ) as resp:
                     is_valid = resp.status == 200 and bool((await resp.text()).strip())
-                    
+
                     # Cache the result with configurable expiration
                     self.sessions[session_hash] = {
-                        'valid': is_valid,
-                        'expires_at': time.time() + AUTH_SESSION_TTL_SECONDS
+                        "valid": is_valid,
+                        "expires_at": time.time() + AUTH_SESSION_TTL_SECONDS,
                     }
-                    
+
                     if is_valid:
                         logger.info(f"Authentication successful for container: {container_name}")
                     else:
-                        logger.warning(f"Authentication failed for container: {container_name}. Status: {resp.status}")
-                    
+                        logger.warning(
+                            f"Authentication failed for container: {container_name}. Status: {resp.status}"
+                        )
+
                     return is_valid
-        
+
         except aiohttp.ClientError as e:
             logger.error(f"Failed to validate API key with TryCUA API: {str(e)}")
             # Cache failed result to avoid repeated requests
             self.sessions[session_hash] = {
-                'valid': False,
-                'expires_at': time.time() + AUTH_SESSION_TTL_SECONDS
+                "valid": False,
+                "expires_at": time.time() + AUTH_SESSION_TTL_SECONDS,
             }
             return False
         except Exception as e:
             logger.error(f"Unexpected error during authentication: {str(e)}")
             # Cache failed result to avoid repeated requests
             self.sessions[session_hash] = {
-                'valid': False,
-                'expires_at': time.time() + AUTH_SESSION_TTL_SECONDS
+                "valid": False,
+                "expires_at": time.time() + AUTH_SESSION_TTL_SECONDS,
             }
             return False
 
@@ -218,6 +236,7 @@ class ConnectionManager:
 manager = ConnectionManager()
 auth_manager = AuthenticationManager()
 
+
 @app.get("/status")
 async def status():
     sys = platform.system().lower()
@@ -234,80 +253,67 @@ async def status():
         features.append("agent")
     return {"status": "ok", "os_type": os_type, "features": features}
 
+
 @app.websocket("/ws", name="websocket_endpoint")
 async def websocket_endpoint(websocket: WebSocket):
     global handlers
 
     # WebSocket message size is configured at the app or endpoint level, not on the instance
     await manager.connect(websocket)
-    
+
     # Check if CONTAINER_NAME is set (indicating cloud provider)
     server_container_name = os.environ.get("CONTAINER_NAME")
-    
+
     # If cloud provider, perform authentication handshake
     if server_container_name:
         try:
-            logger.info(f"Cloud provider detected. CONTAINER_NAME: {server_container_name}. Waiting for authentication...")
-            
+            logger.info(
+                f"Cloud provider detected. CONTAINER_NAME: {server_container_name}. Waiting for authentication..."
+            )
+
             # Wait for authentication message
             auth_data = await websocket.receive_json()
-            
+
             # Validate auth message format
             if auth_data.get("command") != "authenticate":
-                await websocket.send_json({
-                    "success": False,
-                    "error": "First message must be authentication"
-                })
+                await websocket.send_json(
+                    {"success": False, "error": "First message must be authentication"}
+                )
                 await websocket.close()
                 manager.disconnect(websocket)
                 return
-            
+
             # Extract credentials
             client_api_key = auth_data.get("params", {}).get("api_key")
             client_container_name = auth_data.get("params", {}).get("container_name")
-            
+
             # Validate credentials using AuthenticationManager
             if not client_api_key:
-                await websocket.send_json({
-                    "success": False,
-                    "error": "API key required"
-                })
+                await websocket.send_json({"success": False, "error": "API key required"})
                 await websocket.close()
                 manager.disconnect(websocket)
                 return
-            
+
             if not client_container_name:
-                await websocket.send_json({
-                    "success": False,
-                    "error": "Container name required"
-                })
+                await websocket.send_json({"success": False, "error": "Container name required"})
                 await websocket.close()
                 manager.disconnect(websocket)
                 return
-            
+
             # Use AuthenticationManager for validation
             is_authenticated = await auth_manager.auth(client_container_name, client_api_key)
             if not is_authenticated:
-                await websocket.send_json({
-                    "success": False,
-                    "error": "Authentication failed"
-                })
+                await websocket.send_json({"success": False, "error": "Authentication failed"})
                 await websocket.close()
                 manager.disconnect(websocket)
                 return
-            
+
             logger.info(f"Authentication successful for VM: {client_container_name}")
-            await websocket.send_json({
-                "success": True,
-                "message": "Authentication successful"
-            })
-        
+            await websocket.send_json({"success": True, "message": "Authentication successful"})
+
         except Exception as e:
             logger.error(f"Error during authentication handshake: {str(e)}")
-            await websocket.send_json({
-                "success": False,
-                "error": "Authentication failed"
-            })
+            await websocket.send_json({"success": False, "error": "Authentication failed"})
             await websocket.close()
             manager.disconnect(websocket)
             return
@@ -330,7 +336,7 @@ async def websocket_endpoint(websocket: WebSocket):
                     handler_func = handlers[command]
                     sig = inspect.signature(handler_func)
                     filtered_params = {k: v for k, v in params.items() if k in sig.parameters}
-                    
+
                     # Handle both sync and async functions
                     if asyncio.iscoroutinefunction(handler_func):
                         result = await handler_func(**filtered_params)
@@ -367,20 +373,21 @@ async def websocket_endpoint(websocket: WebSocket):
             pass
         manager.disconnect(websocket)
 
+
 @app.post("/cmd")
 async def cmd_endpoint(
     request: Request,
     container_name: Optional[str] = Header(None, alias="X-Container-Name"),
-    api_key: Optional[str] = Header(None, alias="X-API-Key")
+    api_key: Optional[str] = Header(None, alias="X-API-Key"),
 ):
     """
     Backup endpoint for when WebSocket connections fail.
     Accepts commands via HTTP POST with streaming response.
-    
+
     Headers:
     - X-Container-Name: Container name for cloud authentication
     - X-API-Key: API key for cloud authentication
-    
+
     Body:
     {
         "command": "command_name",
@@ -388,7 +395,7 @@ async def cmd_endpoint(
     }
     """
     global handlers
-    
+
     # Parse request body
     try:
         body = await request.json()
@@ -396,32 +403,34 @@ async def cmd_endpoint(
         params = body.get("params", {})
     except Exception as e:
         raise HTTPException(status_code=400, detail=f"Invalid JSON body: {str(e)}")
-    
+
     if not command:
         raise HTTPException(status_code=400, detail="Command is required")
-    
+
     # Check if CONTAINER_NAME is set (indicating cloud provider)
     server_container_name = os.environ.get("CONTAINER_NAME")
-    
+
     # If cloud provider, perform authentication
     if server_container_name:
-        logger.info(f"Cloud provider detected. CONTAINER_NAME: {server_container_name}. Performing authentication...")
-        
+        logger.info(
+            f"Cloud provider detected. CONTAINER_NAME: {server_container_name}. Performing authentication..."
+        )
+
         # Validate required headers
         if not container_name:
             raise HTTPException(status_code=401, detail="Container name required")
-        
+
         if not api_key:
             raise HTTPException(status_code=401, detail="API key required")
-        
+
         # Validate with AuthenticationManager
         is_authenticated = await auth_manager.auth(container_name, api_key)
         if not is_authenticated:
             raise HTTPException(status_code=401, detail="Authentication failed")
-    
+
     if command not in handlers:
         raise HTTPException(status_code=400, detail=f"Unknown command: {command}")
-    
+
     async def generate_response():
         """Generate streaming response for the command execution"""
         try:
@@ -429,35 +438,36 @@ async def cmd_endpoint(
             handler_func = handlers[command]
             sig = inspect.signature(handler_func)
             filtered_params = {k: v for k, v in params.items() if k in sig.parameters}
-            
+
             # Handle both sync and async functions
             if asyncio.iscoroutinefunction(handler_func):
                 result = await handler_func(**filtered_params)
             else:
                 # Run sync functions in thread pool to avoid blocking event loop
                 result = await asyncio.to_thread(handler_func, **filtered_params)
-            
+
             # Stream the successful result
             response_data = {"success": True, **result}
             yield f"data: {json.dumps(response_data)}\n\n"
-            
+
         except Exception as cmd_error:
             logger.error(f"Error executing command {command}: {str(cmd_error)}")
             logger.error(traceback.format_exc())
-            
+
             # Stream the error result
             error_data = {"success": False, "error": str(cmd_error)}
             yield f"data: {json.dumps(error_data)}\n\n"
-    
+
     return StreamingResponse(
         generate_response(),
         media_type="text/plain",
         headers={
             "Cache-Control": "no-cache",
             "Connection": "keep-alive",
-        }
+        },
     )
 
+
 @app.post("/responses")
 async def agent_response_endpoint(
     request: Request,
@@ -480,11 +490,17 @@ async def agent_response_endpoint(
     """
     if not HAS_AGENT:
         raise HTTPException(status_code=501, detail="ComputerAgent not available")
-    
+
     # Authenticate via AuthenticationManager if running in cloud (CONTAINER_NAME set)
     container_name = os.environ.get("CONTAINER_NAME")
     if container_name:
-        is_public = os.environ.get("CUA_ENABLE_PUBLIC_PROXY", "").lower().strip() in ["1", "true", "yes", "y", "on"]
+        is_public = os.environ.get("CUA_ENABLE_PUBLIC_PROXY", "").lower().strip() in [
+            "1",
+            "true",
+            "yes",
+            "y",
+            "on",
+        ]
         if not is_public:
             if not api_key:
                 raise HTTPException(status_code=401, detail="Missing AGENT PROXY auth headers")
@@ -511,10 +527,12 @@ async def agent_response_endpoint(
         def __init__(self, overrides: Dict[str, str]):
             self.overrides = overrides
             self._original: Dict[str, Optional[str]] = {}
+
         def __enter__(self):
             for k, v in (self.overrides or {}).items():
                 self._original[k] = os.environ.get(k)
                 os.environ[k] = str(v)
+
         def __exit__(self, exc_type, exc, tb):
             for k, old in self._original.items():
                 if old is None:
@@ -598,9 +616,9 @@ async def agent_response_endpoint(
             start = path[0]
             await self._auto.mouse_down(start["x"], start["y"])
             for pt in path[1:]:
-                await self._auto.move_cursor(pt["x"], pt["y"]) 
+                await self._auto.move_cursor(pt["x"], pt["y"])
             end = path[-1]
-            await self._auto.mouse_up(end["x"], end["y"]) 
+            await self._auto.mouse_up(end["x"], end["y"])
 
         async def get_current_url(self) -> str:
             # Not available in this server context
@@ -667,7 +685,11 @@ async def agent_response_endpoint(
             async for result in agent.run(messages):
                 total_output += result["output"]
                 # Try to collect usage if present
-                if isinstance(result, dict) and "usage" in result and isinstance(result["usage"], dict):
+                if (
+                    isinstance(result, dict)
+                    and "usage" in result
+                    and isinstance(result["usage"], dict)
+                ):
                     # Merge usage counters
                     for k, v in result["usage"].items():
                         if isinstance(v, (int, float)):
@@ -686,14 +708,14 @@ async def agent_response_endpoint(
             logger.error(f"Error running agent: {str(e)}")
             logger.error(traceback.format_exc())
             error = str(e)
-    
+
     # Build response payload
     payload = {
         "model": model,
         "error": error,
         "output": total_output,
         "usage": total_usage,
-        "status": "completed" if not error else "failed"
+        "status": "completed" if not error else "failed",
     }
 
     # CORS: allow any origin
diff --git a/libs/python/computer-server/computer_server/server.py b/libs/python/computer-server/computer_server/server.py
index aed874d4..a0e719ed 100644
--- a/libs/python/computer-server/computer_server/server.py
+++ b/libs/python/computer-server/computer_server/server.py
@@ -5,8 +5,9 @@ Provides a clean API for starting and stopping the server.
 
 import asyncio
 import logging
-import uvicorn
 from typing import Optional
+
+import uvicorn
 from fastapi import FastAPI
 
 from .main import app as fastapi_app
@@ -32,8 +33,14 @@ class Server:
         await server.stop()  # Stop the server
     """
 
-    def __init__(self, host: str = "0.0.0.0", port: int = 8000, log_level: str = "info", 
-                 ssl_keyfile: Optional[str] = None, ssl_certfile: Optional[str] = None):
+    def __init__(
+        self,
+        host: str = "0.0.0.0",
+        port: int = 8000,
+        log_level: str = "info",
+        ssl_keyfile: Optional[str] = None,
+        ssl_certfile: Optional[str] = None,
+    ):
         """
         Initialize the server.
 
@@ -58,12 +65,12 @@ class Server:
         Start the server synchronously. This will block until the server is stopped.
         """
         uvicorn.run(
-            self.app, 
-            host=self.host, 
-            port=self.port, 
+            self.app,
+            host=self.host,
+            port=self.port,
             log_level=self.log_level,
             ssl_keyfile=self.ssl_keyfile,
-            ssl_certfile=self.ssl_certfile
+            ssl_certfile=self.ssl_certfile,
         )
 
     async def start_async(self) -> None:
@@ -72,12 +79,12 @@ class Server:
         will run in the background.
         """
         server_config = uvicorn.Config(
-            self.app, 
-            host=self.host, 
-            port=self.port, 
+            self.app,
+            host=self.host,
+            port=self.port,
             log_level=self.log_level,
             ssl_keyfile=self.ssl_keyfile,
-            ssl_certfile=self.ssl_certfile
+            ssl_certfile=self.ssl_certfile,
         )
 
         self._should_exit.clear()
diff --git a/libs/python/computer-server/computer_server/watchdog.py b/libs/python/computer-server/computer_server/watchdog.py
index 392d9bc0..7c9ca83f 100644
--- a/libs/python/computer-server/computer_server/watchdog.py
+++ b/libs/python/computer-server/computer_server/watchdog.py
@@ -12,9 +12,10 @@ import platform
 import subprocess
 import sys
 import time
-import websockets
 from typing import Optional
 
+import websockets
+
 logger = logging.getLogger(__name__)
 
 
@@ -45,62 +46,62 @@ class Watchdog:
     """Watchdog class to monitor server health via WebSocket connection.
     Unix/Linux only - provides restart capabilities.
     """
-    
+
     def __init__(self, cli_args: Optional[dict] = None, ping_interval: int = 30):
         """
         Initialize the watchdog.
-        
+
         Args:
             cli_args: Dictionary of CLI arguments to replicate when restarting
             ping_interval: Interval between ping checks in seconds
         """
         # Check if running on Unix/Linux
-        if platform.system() not in ['Linux', 'Darwin']:
+        if platform.system() not in ["Linux", "Darwin"]:
             raise RuntimeError("Watchdog is only supported on Unix/Linux systems")
-        
+
         # Store CLI arguments for restart
         self.cli_args = cli_args or {}
-        self.host = self.cli_args.get('host', 'localhost')
-        self.port = self.cli_args.get('port', 8000)
+        self.host = self.cli_args.get("host", "localhost")
+        self.port = self.cli_args.get("port", 8000)
         self.ping_interval = ping_interval
         self.container_name = os.environ.get("CONTAINER_NAME")
         self.running = False
         self.restart_enabled = True
-    
+
     @property
     def ws_uri(self) -> str:
         """Get the WebSocket URI using the current IP address.
-        
+
         Returns:
             WebSocket URI for the Computer API Server
         """
-        ip_address = "localhost" if not self.container_name else f"{self.container_name}.containers.cloud.trycua.com"
+        ip_address = (
+            "localhost"
+            if not self.container_name
+            else f"{self.container_name}.containers.cloud.trycua.com"
+        )
         protocol = "wss" if self.container_name else "ws"
         port = "8443" if self.container_name else "8000"
         return f"{protocol}://{ip_address}:{port}/ws"
-        
+
     async def ping(self) -> bool:
         """
         Test connection to the WebSocket endpoint.
-        
+
         Returns:
             True if connection successful, False otherwise
         """
         try:
             # Create a simple ping message
-            ping_message = {
-                "command": "get_screen_size",
-                "params": {}
-            }
-            
+            ping_message = {"command": "get_screen_size", "params": {}}
+
             # Try to connect to the WebSocket
             async with websockets.connect(
-                self.ws_uri,
-                max_size=1024 * 1024 * 10  # 10MB limit to match server
+                self.ws_uri, max_size=1024 * 1024 * 10  # 10MB limit to match server
             ) as websocket:
                 # Send ping message
                 await websocket.send(json.dumps(ping_message))
-                
+
                 # Wait for any response or just close
                 try:
                     response = await asyncio.wait_for(websocket.recv(), timeout=5)
@@ -111,30 +112,27 @@ class Watchdog:
         except Exception as e:
             logger.warning(f"Ping failed: {e}")
             return False
-    
+
     def kill_processes_on_port(self, port: int) -> bool:
         """
         Kill any processes using the specified port.
-        
+
         Args:
             port: Port number to check and kill processes on
-            
+
         Returns:
             True if processes were killed or none found, False on error
         """
         try:
             # Find processes using the port
             result = subprocess.run(
-                ["lsof", "-ti", f":{port}"],
-                capture_output=True,
-                text=True,
-                timeout=10
+                ["lsof", "-ti", f":{port}"], capture_output=True, text=True, timeout=10
             )
-            
+
             if result.returncode == 0 and result.stdout.strip():
-                pids = result.stdout.strip().split('\n')
+                pids = result.stdout.strip().split("\n")
                 logger.info(f"Found {len(pids)} processes using port {port}: {pids}")
-                
+
                 # Kill each process
                 for pid in pids:
                     if pid.strip():
@@ -145,42 +143,42 @@ class Watchdog:
                             logger.warning(f"Timeout killing process {pid}")
                         except Exception as e:
                             logger.warning(f"Error killing process {pid}: {e}")
-                            
+
                 return True
             else:
                 logger.debug(f"No processes found using port {port}")
                 return True
-                
+
         except subprocess.TimeoutExpired:
             logger.error(f"Timeout finding processes on port {port}")
             return False
         except Exception as e:
             logger.error(f"Error finding processes on port {port}: {e}")
             return False
-    
+
     def restart_server(self) -> bool:
         """
         Attempt to restart the server by killing existing processes and starting new one.
-        
+
         Returns:
             True if restart was attempted, False on error
         """
         if not self.restart_enabled:
             logger.info("Server restart is disabled")
             return False
-            
+
         try:
             logger.info("Attempting to restart server...")
-            
+
             # Kill processes on the port
             port_to_kill = 8443 if self.container_name else self.port
             if not self.kill_processes_on_port(port_to_kill):
                 logger.error("Failed to kill processes on port, restart aborted")
                 return False
-            
+
             # Wait a moment for processes to die
             time.sleep(2)
-            
+
             # Try to restart the server
             # In container mode, we can't easily restart, so just log
             if self.container_name:
@@ -190,50 +188,50 @@ class Watchdog:
             else:
                 # For local mode, try to restart the CLI
                 logger.info("Attempting to restart local server...")
-                
+
                 # Get the current Python executable and script
                 python_exe = sys.executable
-                
+
                 # Try to find the CLI module
                 try:
                     # Build command with all original CLI arguments
                     cmd = [python_exe, "-m", "computer_server.cli"]
-                    
+
                     # Add all CLI arguments except watchdog-related ones
                     for key, value in self.cli_args.items():
-                        if key in ['watchdog', 'watchdog_interval', 'no_restart']:
+                        if key in ["watchdog", "watchdog_interval", "no_restart"]:
                             continue  # Skip watchdog args to avoid recursive watchdog
-                        
+
                         # Convert underscores to hyphens for CLI args
                         arg_name = f"--{key.replace('_', '-')}"
-                        
+
                         if isinstance(value, bool):
                             if value:  # Only add flag if True
                                 cmd.append(arg_name)
                         else:
                             cmd.extend([arg_name, str(value)])
-                    
+
                     logger.info(f"Starting server with command: {' '.join(cmd)}")
-                    
+
                     # Start process in background
                     subprocess.Popen(
                         cmd,
                         stdout=subprocess.DEVNULL,
                         stderr=subprocess.DEVNULL,
-                        start_new_session=True
+                        start_new_session=True,
                     )
-                    
+
                     logger.info("Server restart initiated")
                     return True
-                    
+
                 except Exception as e:
                     logger.error(f"Failed to restart server: {e}")
                     return False
-                    
+
         except Exception as e:
             logger.error(f"Error during server restart: {e}")
             return False
-    
+
     async def start_monitoring(self) -> None:
         """Start the watchdog monitoring loop."""
         self.running = True
@@ -241,14 +239,14 @@ class Watchdog:
         logger.info(f"Ping interval: {self.ping_interval} seconds")
         if self.container_name:
             logger.info(f"Container mode detected: {self.container_name}")
-        
+
         consecutive_failures = 0
         max_failures = 3
-        
+
         while self.running:
             try:
                 success = await self.ping()
-                
+
                 if success:
                     if consecutive_failures > 0:
                         logger.info("Server connection restored")
@@ -257,15 +255,17 @@ class Watchdog:
                 else:
                     consecutive_failures += 1
                     logger.warning(f"Ping failed ({consecutive_failures}/{max_failures})")
-                    
+
                     if consecutive_failures >= max_failures:
-                        logger.error(f"Server appears to be down after {max_failures} consecutive failures")
-                        
+                        logger.error(
+                            f"Server appears to be down after {max_failures} consecutive failures"
+                        )
+
                         # Attempt to restart the server
                         if self.restart_enabled:
                             logger.info("Attempting automatic server restart...")
                             restart_success = self.restart_server()
-                            
+
                             if restart_success:
                                 logger.info("Server restart initiated, waiting before next ping...")
                                 # Wait longer after restart attempt
@@ -275,17 +275,17 @@ class Watchdog:
                                 logger.error("Server restart failed")
                         else:
                             logger.warning("Automatic restart is disabled")
-                        
+
                 # Wait for next ping interval
                 await asyncio.sleep(self.ping_interval)
-                
+
             except asyncio.CancelledError:
                 logger.info("Watchdog monitoring cancelled")
                 break
             except Exception as e:
                 logger.error(f"Unexpected error in watchdog loop: {e}")
                 await asyncio.sleep(self.ping_interval)
-    
+
     def stop_monitoring(self) -> None:
         """Stop the watchdog monitoring."""
         self.running = False
@@ -295,13 +295,13 @@ class Watchdog:
 async def run_watchdog(cli_args: Optional[dict] = None, ping_interval: int = 30) -> None:
     """
     Run the watchdog monitoring.
-    
+
     Args:
         cli_args: Dictionary of CLI arguments to replicate when restarting
         ping_interval: Interval between ping checks in seconds
     """
     watchdog = Watchdog(cli_args=cli_args, ping_interval=ping_interval)
-    
+
     try:
         await watchdog.start_monitoring()
     except KeyboardInterrupt:
@@ -313,21 +313,18 @@ async def run_watchdog(cli_args: Optional[dict] = None, ping_interval: int = 30)
 if __name__ == "__main__":
     # For testing the watchdog standalone
     import argparse
-    
+
     parser = argparse.ArgumentParser(description="Run Computer API server watchdog")
     parser.add_argument("--host", default="localhost", help="Server host to monitor")
     parser.add_argument("--port", type=int, default=8000, help="Server port to monitor")
     parser.add_argument("--ping-interval", type=int, default=30, help="Ping interval in seconds")
-    
+
     args = parser.parse_args()
-    
+
     logging.basicConfig(
         level=logging.INFO,
         format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
     )
-    
-    cli_args = {
-        'host': args.host,
-        'port': args.port
-    }
+
+    cli_args = {"host": args.host, "port": args.port}
     asyncio.run(run_watchdog(cli_args, args.ping_interval))
diff --git a/libs/python/computer-server/run_server.py b/libs/python/computer-server/run_server.py
index 1818caa1..a7c0aecd 100755
--- a/libs/python/computer-server/run_server.py
+++ b/libs/python/computer-server/run_server.py
@@ -10,6 +10,7 @@ Usage:
 """
 
 import sys
+
 from computer_server.cli import main
 
 if __name__ == "__main__":
diff --git a/libs/python/computer-server/test_connection.py b/libs/python/computer-server/test_connection.py
index 8b9f3222..a864ba32 100755
--- a/libs/python/computer-server/test_connection.py
+++ b/libs/python/computer-server/test_connection.py
@@ -6,18 +6,22 @@ This script tests both WebSocket (/ws) and REST (/cmd) connections to the Comput
 and keeps it alive, allowing you to verify the server is running correctly.
 """
 
+import argparse
 import asyncio
 import json
-import websockets
-import argparse
-import sys
-import aiohttp
 import os
+import sys
 
+import aiohttp
 import dotenv
+import websockets
+
 dotenv.load_dotenv()
 
-async def test_websocket_connection(host="localhost", port=8000, keep_alive=False, container_name=None, api_key=None):
+
+async def test_websocket_connection(
+    host="localhost", port=8000, keep_alive=False, container_name=None, api_key=None
+):
     """Test WebSocket connection to the Computer Server."""
     if container_name:
         # Container mode: use WSS with container domain and port 8443
@@ -37,19 +41,16 @@ async def test_websocket_connection(host="localhost", port=8000, keep_alive=Fals
                 if not api_key:
                     print("Error: API key required for container connections")
                     return False
-                
+
                 print("Sending authentication...")
                 auth_message = {
                     "command": "authenticate",
-                    "params": {
-                        "api_key": api_key,
-                        "container_name": container_name
-                    }
+                    "params": {"api_key": api_key, "container_name": container_name},
                 }
                 await websocket.send(json.dumps(auth_message))
                 auth_response = await websocket.recv()
                 print(f"Authentication response: {auth_response}")
-                
+
                 # Check if authentication was successful
                 auth_data = json.loads(auth_response)
                 if not auth_data.get("success", False):
@@ -90,7 +91,9 @@ async def test_websocket_connection(host="localhost", port=8000, keep_alive=Fals
     return True
 
 
-async def test_rest_connection(host="localhost", port=8000, keep_alive=False, container_name=None, api_key=None):
+async def test_rest_connection(
+    host="localhost", port=8000, keep_alive=False, container_name=None, api_key=None
+):
     """Test REST connection to the Computer Server."""
     if container_name:
         # Container mode: use HTTPS with container domain and port 8443
@@ -113,13 +116,11 @@ async def test_rest_connection(host="localhost", port=8000, keep_alive=False, co
                     return False
                 headers["X-Container-Name"] = container_name
                 headers["X-API-Key"] = api_key
-                print(f"Using container authentication headers")
+                print("Using container authentication headers")
 
             # Test screenshot endpoint
             async with session.post(
-                f"{base_url}/cmd",
-                json={"command": "screenshot", "params": {}},
-                headers=headers
+                f"{base_url}/cmd", json={"command": "screenshot", "params": {}}, headers=headers
             ) as response:
                 if response.status == 200:
                     text = await response.text()
@@ -133,7 +134,7 @@ async def test_rest_connection(host="localhost", port=8000, keep_alive=False, co
             async with session.post(
                 f"{base_url}/cmd",
                 json={"command": "get_screen_size", "params": {}},
-                headers=headers
+                headers=headers,
             ) as response:
                 if response.status == 200:
                     text = await response.text()
@@ -151,7 +152,7 @@ async def test_rest_connection(host="localhost", port=8000, keep_alive=False, co
                     async with session.post(
                         f"{base_url}/cmd",
                         json={"command": "get_cursor_position", "params": {}},
-                        headers=headers
+                        headers=headers,
                     ) as response:
                         if response.status == 200:
                             text = await response.text()
@@ -171,7 +172,9 @@ async def test_rest_connection(host="localhost", port=8000, keep_alive=False, co
     return True
 
 
-async def test_connection(host="localhost", port=8000, keep_alive=False, container_name=None, use_rest=False, api_key=None):
+async def test_connection(
+    host="localhost", port=8000, keep_alive=False, container_name=None, use_rest=False, api_key=None
+):
     """Test connection to the Computer Server using WebSocket or REST."""
     if use_rest:
         return await test_rest_connection(host, port, keep_alive, container_name, api_key)
@@ -183,40 +186,50 @@ def parse_args():
     parser = argparse.ArgumentParser(description="Test connection to Computer Server")
     parser.add_argument("--host", default="localhost", help="Host address (default: localhost)")
     parser.add_argument("-p", "--port", type=int, default=8000, help="Port number (default: 8000)")
-    parser.add_argument("-c", "--container-name", help="Container name for cloud connection (uses WSS/HTTPS and port 8443)")
-    parser.add_argument("--api-key", help="API key for container authentication (can also use CUA_API_KEY env var)")
+    parser.add_argument(
+        "-c",
+        "--container-name",
+        help="Container name for cloud connection (uses WSS/HTTPS and port 8443)",
+    )
+    parser.add_argument(
+        "--api-key", help="API key for container authentication (can also use CUA_API_KEY env var)"
+    )
     parser.add_argument("--keep-alive", action="store_true", help="Keep connection alive")
-    parser.add_argument("--rest", action="store_true", help="Use REST endpoint (/cmd) instead of WebSocket (/ws)")
+    parser.add_argument(
+        "--rest", action="store_true", help="Use REST endpoint (/cmd) instead of WebSocket (/ws)"
+    )
     return parser.parse_args()
 
 
 async def main():
     args = parse_args()
-    
+
     # Convert hyphenated argument to underscore for function parameter
-    container_name = getattr(args, 'container_name', None)
-    
+    container_name = getattr(args, "container_name", None)
+
     # Get API key from argument or environment variable
-    api_key = getattr(args, 'api_key', None) or os.environ.get('CUA_API_KEY')
-    
+    api_key = getattr(args, "api_key", None) or os.environ.get("CUA_API_KEY")
+
     # Check if container name is provided but API key is missing
     if container_name and not api_key:
         print("Warning: Container name provided but no API key found.")
         print("Please provide --api-key argument or set CUA_API_KEY environment variable.")
         return 1
-    
+
     print(f"Testing {'REST' if args.rest else 'WebSocket'} connection...")
     if container_name:
         print(f"Container: {container_name}")
-        print(f"API Key: {'***' + api_key[-4:] if api_key and len(api_key) > 4 else 'Not provided'}")
-    
+        print(
+            f"API Key: {'***' + api_key[-4:] if api_key and len(api_key) > 4 else 'Not provided'}"
+        )
+
     success = await test_connection(
-        host=args.host, 
-        port=args.port, 
+        host=args.host,
+        port=args.port,
         keep_alive=args.keep_alive,
         container_name=container_name,
         use_rest=args.rest,
-        api_key=api_key
+        api_key=api_key,
     )
     return 0 if success else 1
 
diff --git a/libs/python/computer/README.md b/libs/python/computer/README.md
index 5d7c3c9b..c19ca6c9 100644
--- a/libs/python/computer/README.md
+++ b/libs/python/computer/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+
 </h1>
 </div>
 
@@ -29,11 +30,11 @@ from computer import Computer
 computer = Computer(os_type="macos", display="1024x768", memory="8GB", cpu="4")
 try:
     await computer.run()
-    
+
     screenshot = await computer.interface.screenshot()
     with open("screenshot.png", "wb") as f:
         f.write(screenshot)
-    
+
     await computer.interface.move_cursor(100, 100)
     await computer.interface.left_click()
     await computer.interface.right_click(300, 300)
diff --git a/libs/python/computer/computer/computer.py b/libs/python/computer/computer/computer.py
index 0d132ab0..7f5f9dfb 100644
--- a/libs/python/computer/computer/computer.py
+++ b/libs/python/computer/computer/computer.py
@@ -1,20 +1,22 @@
-import traceback
-from typing import Optional, List, Literal, Dict, Any, Union, TYPE_CHECKING, cast
 import asyncio
-from .models import Computer as ComputerConfig, Display
-from .interface.factory import InterfaceFactory
-import time
-from PIL import Image
 import io
-import re
-from .logger import Logger, LogLevel
 import json
 import logging
-from core.telemetry import is_telemetry_enabled, record_event
 import os
-from . import helpers
-
 import platform
+import re
+import time
+import traceback
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Union, cast
+
+from core.telemetry import is_telemetry_enabled, record_event
+from PIL import Image
+
+from . import helpers
+from .interface.factory import InterfaceFactory
+from .logger import Logger, LogLevel
+from .models import Computer as ComputerConfig
+from .models import Display
 
 SYSTEM_INFO = {
     "os": platform.system().lower(),
@@ -28,6 +30,7 @@ from .providers.factory import VMProviderFactory
 
 OSType = Literal["macos", "linux", "windows"]
 
+
 class Computer:
     """Computer is the main class for interacting with the computer."""
 
@@ -41,8 +44,11 @@ class Computer:
         Returns:
             DioramaComputer: A proxy object with the Diorama interface, but using diorama_cmds.
         """
-        assert "app-use" in self.experiments, "App Usage is an experimental feature. Enable it by passing experiments=['app-use'] to Computer()"
+        assert (
+            "app-use" in self.experiments
+        ), "App Usage is an experimental feature. Enable it by passing experiments=['app-use'] to Computer()"
         from .diorama_computer import DioramaComputer
+
         return DioramaComputer(self, apps)
 
     def __init__(
@@ -64,7 +70,7 @@ class Computer:
         storage: Optional[str] = None,
         ephemeral: bool = False,
         api_key: Optional[str] = None,
-        experiments: Optional[List[str]] = None
+        experiments: Optional[List[str]] = None,
     ):
         """Initialize a new Computer instance.
 
@@ -112,32 +118,36 @@ class Computer:
         self.os_type = os_type
         self.provider_type = provider_type
         self.ephemeral = ephemeral
-        
+
         self.api_key = api_key
         self.experiments = experiments or []
-        
+
         if "app-use" in self.experiments:
             assert self.os_type == "macos", "App use experiment is only supported on macOS"
 
         # The default is currently to use non-ephemeral storage
         if storage and ephemeral and storage != "ephemeral":
             raise ValueError("Storage path and ephemeral flag cannot be used together")
-        
+
         # Windows Sandbox always uses ephemeral storage
         if self.provider_type == VMProviderType.WINSANDBOX:
             if not ephemeral and storage != None and storage != "ephemeral":
-                self.logger.warning("Windows Sandbox storage is always ephemeral. Setting ephemeral=True.")
+                self.logger.warning(
+                    "Windows Sandbox storage is always ephemeral. Setting ephemeral=True."
+                )
             self.ephemeral = True
             self.storage = "ephemeral"
         else:
             self.storage = "ephemeral" if ephemeral else storage
-        
+
         # For Lumier provider, store the first shared directory path to use
         # for VM file sharing
         self.shared_path = None
         if shared_directories and len(shared_directories) > 0:
             self.shared_path = shared_directories[0]
-            self.logger.info(f"Using first shared directory for VM file sharing: {self.shared_path}")
+            self.logger.info(
+                f"Using first shared directory for VM file sharing: {self.shared_path}"
+            )
 
         # Store telemetry preference
         self._telemetry_enabled = telemetry_enabled
@@ -264,8 +274,14 @@ class Computer:
                 self.logger.info(f"Starting VM: {self.image}")
                 if not self._provider_context:
                     try:
-                        provider_type_name = self.provider_type.name if isinstance(self.provider_type, VMProviderType) else self.provider_type
-                        self.logger.verbose(f"Initializing {provider_type_name} provider context...")
+                        provider_type_name = (
+                            self.provider_type.name
+                            if isinstance(self.provider_type, VMProviderType)
+                            else self.provider_type
+                        )
+                        self.logger.verbose(
+                            f"Initializing {provider_type_name} provider context..."
+                        )
 
                         # Explicitly set provider parameters
                         storage = "ephemeral" if self.ephemeral else self.storage
@@ -282,9 +298,13 @@ class Computer:
                             if self.provider_type == VMProviderType.LUMIER:
                                 self.logger.info(f"Using VM image for Lumier provider: {image}")
                                 if shared_path:
-                                    self.logger.info(f"Using shared path for Lumier provider: {shared_path}")
+                                    self.logger.info(
+                                        f"Using shared path for Lumier provider: {shared_path}"
+                                    )
                                 if noVNC_port:
-                                    self.logger.info(f"Using noVNC port for Lumier provider: {noVNC_port}")
+                                    self.logger.info(
+                                        f"Using noVNC port for Lumier provider: {noVNC_port}"
+                                    )
                                 self.config.vm_provider = VMProviderFactory.create_provider(
                                     self.provider_type,
                                     port=port,
@@ -340,11 +360,17 @@ class Computer:
                         except ImportError as ie:
                             self.logger.error(f"Failed to import provider dependencies: {ie}")
                             if str(ie).find("lume") >= 0 and str(ie).find("lumier") < 0:
-                                self.logger.error("Please install with: pip install cua-computer[lume]")
+                                self.logger.error(
+                                    "Please install with: pip install cua-computer[lume]"
+                                )
                             elif str(ie).find("lumier") >= 0 or str(ie).find("docker") >= 0:
-                                self.logger.error("Please install with: pip install cua-computer[lumier] and make sure Docker is installed")
+                                self.logger.error(
+                                    "Please install with: pip install cua-computer[lumier] and make sure Docker is installed"
+                                )
                             elif str(ie).find("cloud") >= 0:
-                                self.logger.error("Please install with: pip install cua-computer[cloud]")
+                                self.logger.error(
+                                    "Please install with: pip install cua-computer[cloud]"
+                                )
                             raise
                     except Exception as e:
                         self.logger.error(f"Failed to initialize provider context: {e}")
@@ -355,16 +381,14 @@ class Computer:
                 try:
                     if self.config.vm_provider is None:
                         raise RuntimeError(f"VM provider not initialized for {self.config.name}")
-                        
+
                     vm = await self.config.vm_provider.get_vm(self.config.name)
                     self.logger.verbose(f"Found existing VM: {self.config.name}")
                     is_running = vm.get("status") == "running"
                 except Exception as e:
                     self.logger.error(f"VM not found: {self.config.name}")
                     self.logger.error(f"Error: {e}")
-                    raise RuntimeError(
-                        f"VM {self.config.name} could not be found or created."
-                    )
+                    raise RuntimeError(f"VM {self.config.name} could not be found or created.")
 
                 # Start the VM if it's not running
                 if not is_running:
@@ -377,13 +401,10 @@ class Computer:
                         path = os.path.abspath(os.path.expanduser(path))
                         if os.path.exists(path):
                             # Add path in format expected by Lume API
-                            shared_dirs.append({
-                                "hostPath": path,
-                                "readOnly": False
-                            })
+                            shared_dirs.append({"hostPath": path, "readOnly": False})
                         else:
                             self.logger.warning(f"Shared directory does not exist: {path}")
-                            
+
                     # Prepare run options to pass to the provider
                     run_opts = {}
 
@@ -393,11 +414,11 @@ class Computer:
                             "width": self.config.display.width,
                             "height": self.config.display.height,
                         }
-                        
+
                         # Check if scale_factor exists before adding it
                         if hasattr(self.config.display, "scale_factor"):
                             display_info["scale_factor"] = self.config.display.scale_factor
-                        
+
                         run_opts["display"] = display_info
 
                     # Add shared directories if available
@@ -407,21 +428,23 @@ class Computer:
                     # Run the VM with the provider
                     try:
                         if self.config.vm_provider is None:
-                            raise RuntimeError(f"VM provider not initialized for {self.config.name}")
-                            
+                            raise RuntimeError(
+                                f"VM provider not initialized for {self.config.name}"
+                            )
+
                         # Use the complete run_opts we prepared earlier
                         # Handle ephemeral storage for run_vm method too
                         storage_param = "ephemeral" if self.ephemeral else self.storage
-                        
+
                         # Log the image being used
                         self.logger.info(f"Running VM using image: {self.image}")
-                        
+
                         # Call provider.run_vm with explicit image parameter
                         response = await self.config.vm_provider.run_vm(
                             image=self.image,
                             name=self.config.name,
                             run_opts=run_opts,
-                            storage=storage_param
+                            storage=storage_param,
                         )
                         self.logger.info(f"VM run response: {response if response else 'None'}")
                     except Exception as run_error:
@@ -433,14 +456,16 @@ class Computer:
                 try:
                     if self.provider_type == VMProviderType.LUMIER:
                         max_retries = 60  # Increased for Lumier VM startup which takes longer
-                        retry_delay = 3    # 3 seconds between retries for Lumier
+                        retry_delay = 3  # 3 seconds between retries for Lumier
                     else:
                         max_retries = 30  # Default for other providers
-                        retry_delay = 2    # 2 seconds between retries
-                    
-                    self.logger.info(f"Waiting up to {max_retries * retry_delay} seconds for VM to be ready...")
+                        retry_delay = 2  # 2 seconds between retries
+
+                    self.logger.info(
+                        f"Waiting up to {max_retries * retry_delay} seconds for VM to be ready..."
+                    )
                     ip = await self.get_ip(max_retries=max_retries, retry_delay=retry_delay)
-                    
+
                     # If we get here, we have a valid IP
                     self.logger.info(f"VM is ready with IP: {ip}")
                     ip_address = ip
@@ -458,8 +483,10 @@ class Computer:
         try:
             # Verify we have a valid IP before initializing the interface
             if not ip_address or ip_address == "unknown" or ip_address == "0.0.0.0":
-                raise RuntimeError(f"Cannot initialize interface - invalid IP address: {ip_address}")
-                
+                raise RuntimeError(
+                    f"Cannot initialize interface - invalid IP address: {ip_address}"
+                )
+
             # Initialize the interface using the factory with the specified OS
             self.logger.info(f"Initializing interface for {self.os_type} at {ip_address}")
             from .interface.base import BaseComputerInterface
@@ -469,18 +496,17 @@ class Computer:
                 self._interface = cast(
                     BaseComputerInterface,
                     InterfaceFactory.create_interface_for_os(
-                        os=self.os_type, 
+                        os=self.os_type,
                         ip_address=ip_address,
                         api_key=self.api_key,
-                        vm_name=self.config.name
+                        vm_name=self.config.name,
                     ),
                 )
             else:
                 self._interface = cast(
                     BaseComputerInterface,
                     InterfaceFactory.create_interface_for_os(
-                        os=self.os_type, 
-                        ip_address=ip_address
+                        os=self.os_type, ip_address=ip_address
                     ),
                 )
 
@@ -510,10 +536,10 @@ class Computer:
 
             # Set the initialization flag and clear the initializing flag
             self._initialized = True
-            
+
             # Set this instance as the default computer for remote decorators
             helpers.set_default_computer(self)
-            
+
             self.logger.info("Computer successfully initialized")
         except Exception as e:
             raise
@@ -522,7 +548,7 @@ class Computer:
             duration_ms = (time.time() - start_time) * 1000
             self.logger.debug(f"Computer initialization took {duration_ms:.2f}ms")
         return
-    
+
     async def disconnect(self) -> None:
         """Disconnect from the computer's WebSocket interface."""
         if self._interface:
@@ -536,13 +562,17 @@ class Computer:
             self.logger.info("Stopping Computer...")
 
             # In VM mode, first explicitly stop the VM, then exit the provider context
-            if not self.use_host_computer_server and self._provider_context and self.config.vm_provider is not None:
+            if (
+                not self.use_host_computer_server
+                and self._provider_context
+                and self.config.vm_provider is not None
+            ):
                 try:
                     self.logger.info(f"Stopping VM {self.config.name}...")
                     await self.config.vm_provider.stop_vm(
-                    name=self.config.name,
-                    storage=self.storage  # Pass storage explicitly for clarity
-                )
+                        name=self.config.name,
+                        storage=self.storage,  # Pass storage explicitly for clarity
+                    )
                 except Exception as e:
                     self.logger.error(f"Error stopping VM: {e}")
 
@@ -553,7 +583,9 @@ class Computer:
             await self.disconnect()
             self.logger.info("Computer stopped")
         except Exception as e:
-            self.logger.debug(f"Error during cleanup: {e}")  # Log as debug since this might be expected
+            self.logger.debug(
+                f"Error during cleanup: {e}"
+            )  # Log as debug since this might be expected
         finally:
             # Log stop time for performance monitoring
             duration_ms = (time.time() - start_time) * 1000
@@ -597,12 +629,18 @@ class Computer:
             storage_param = "ephemeral" if self.ephemeral else self.storage
             if hasattr(self.config.vm_provider, "restart_vm"):
                 self.logger.info(f"Restarting VM {self.config.name} via provider...")
-                await self.config.vm_provider.restart_vm(name=self.config.name, storage=storage_param)
+                await self.config.vm_provider.restart_vm(
+                    name=self.config.name, storage=storage_param
+                )
             else:
                 # Fallback: stop then start without leaving provider context
-                self.logger.info(f"Provider has no restart_vm; performing stop+start for {self.config.name}...")
+                self.logger.info(
+                    f"Provider has no restart_vm; performing stop+start for {self.config.name}..."
+                )
                 await self.config.vm_provider.stop_vm(name=self.config.name, storage=storage_param)
-                await self.config.vm_provider.run_vm(image=self.image, name=self.config.name, run_opts={}, storage=storage_param)
+                await self.config.vm_provider.run_vm(
+                    image=self.image, name=self.config.name, run_opts={}, storage=storage_param
+                )
         except Exception as e:
             self.logger.error(f"Failed to restart VM via provider: {e}")
             # As a last resort, do a full stop (with provider context exit) and run
@@ -659,45 +697,42 @@ class Computer:
     # @property
     async def get_ip(self, max_retries: int = 15, retry_delay: int = 3) -> str:
         """Get the IP address of the VM or localhost if using host computer server.
-        
-        This method delegates to the provider's get_ip method, which waits indefinitely 
+
+        This method delegates to the provider's get_ip method, which waits indefinitely
         until the VM has a valid IP address.
-        
+
         Args:
             max_retries: Unused parameter, kept for backward compatibility
             retry_delay: Delay between retries in seconds (default: 2)
-            
+
         Returns:
             IP address of the VM or localhost if using host computer server
         """
         # For host computer server, always return localhost immediately
         if self.use_host_computer_server:
             return "127.0.0.1"
-            
+
         # Get IP from the provider - each provider implements its own waiting logic
         if self.config.vm_provider is None:
             raise RuntimeError("VM provider is not initialized")
-        
+
         # Log that we're waiting for the IP
         self.logger.info(f"Waiting for VM {self.config.name} to get an IP address...")
-        
+
         # Call the provider's get_ip method which will wait indefinitely
         storage_param = "ephemeral" if self.ephemeral else self.storage
-        
+
         # Log the image being used
         self.logger.info(f"Running VM using image: {self.image}")
-        
+
         # Call provider.get_ip with explicit image parameter
         ip = await self.config.vm_provider.get_ip(
-            name=self.config.name,
-            storage=storage_param,
-            retry_delay=retry_delay
+            name=self.config.name, storage=storage_param, retry_delay=retry_delay
         )
-        
+
         # Log success
         self.logger.info(f"VM {self.config.name} has IP address: {ip}")
         return ip
-        
 
     async def wait_vm_ready(self) -> Optional[Dict[str, Any]]:
         """Wait for VM to be ready with an IP address.
@@ -785,8 +820,8 @@ class Computer:
             if self.config.vm_provider is not None:
                 vm = await self.config.vm_provider.get_vm(self.config.name)
                 # VM data is returned as a dictionary from the Lumier provider
-                status = vm.get('status', 'unknown') if vm else "unknown"
-                ip = vm.get('ip_address') if vm else None
+                status = vm.get("status", "unknown") if vm else "unknown"
+                ip = vm.get("ip_address") if vm else None
             else:
                 status = "unknown"
                 ip = None
@@ -803,16 +838,13 @@ class Computer:
         self.logger.info(
             f"Updating VM settings: CPU={cpu or self.config.cpu}, Memory={memory or self.config.memory}"
         )
-        update_opts = {
-            "cpu": cpu or int(self.config.cpu), 
-            "memory": memory or self.config.memory
-        }
+        update_opts = {"cpu": cpu or int(self.config.cpu), "memory": memory or self.config.memory}
         if self.config.vm_provider is not None:
-                await self.config.vm_provider.update_vm(
-                    name=self.config.name,
-                    update_opts=update_opts,
-                    storage=self.storage  # Pass storage explicitly for clarity
-                )
+            await self.config.vm_provider.update_vm(
+                name=self.config.name,
+                update_opts=update_opts,
+                storage=self.storage,  # Pass storage explicitly for clarity
+            )
         else:
             raise RuntimeError("VM provider not initialized")
 
@@ -879,15 +911,14 @@ class Computer:
         """
         return await self.interface.to_screenshot_coordinates(x, y)
 
-
     # Add virtual environment management functions to computer interface
     async def venv_install(self, venv_name: str, requirements: list[str]):
         """Install packages in a virtual environment.
-        
+
         Args:
             venv_name: Name of the virtual environment
             requirements: List of package requirements to install
-            
+
         Returns:
             Tuple of (stdout, stderr) from the installation command
         """
@@ -896,37 +927,41 @@ class Computer:
         if self.os_type == "windows":
             # Use %USERPROFILE% for home directory and cmd.exe semantics
             venv_path = f"%USERPROFILE%\\.venvs\\{venv_name}"
-            ensure_dir_cmd = "if not exist \"%USERPROFILE%\\.venvs\" mkdir \"%USERPROFILE%\\.venvs\""
-            create_cmd = f"if not exist \"{venv_path}\" python -m venv \"{venv_path}\""
+            ensure_dir_cmd = 'if not exist "%USERPROFILE%\\.venvs" mkdir "%USERPROFILE%\\.venvs"'
+            create_cmd = f'if not exist "{venv_path}" python -m venv "{venv_path}"'
             requirements_str = " ".join(requirements)
             # Activate via activate.bat and install
-            install_cmd = f"call \"{venv_path}\\Scripts\\activate.bat\" && pip install {requirements_str}" if requirements_str else f"echo No requirements to install"
+            install_cmd = (
+                f'call "{venv_path}\\Scripts\\activate.bat" && pip install {requirements_str}'
+                if requirements_str
+                else "echo No requirements to install"
+            )
             await self.interface.run_command(ensure_dir_cmd)
             await self.interface.run_command(create_cmd)
             return await self.interface.run_command(install_cmd)
         else:
             # POSIX (macOS/Linux)
             venv_path = f"$HOME/.venvs/{venv_name}"
-            create_cmd = f"mkdir -p \"$HOME/.venvs\" && python3 -m venv \"{venv_path}\""
+            create_cmd = f'mkdir -p "$HOME/.venvs" && python3 -m venv "{venv_path}"'
             # Check if venv exists, if not create it
-            check_cmd = f"test -d \"{venv_path}\" || ({create_cmd})"
+            check_cmd = f'test -d "{venv_path}" || ({create_cmd})'
             _ = await self.interface.run_command(check_cmd)
             # Install packages
             requirements_str = " ".join(requirements)
             install_cmd = (
-                f". \"{venv_path}/bin/activate\" && pip install {requirements_str}"
+                f'. "{venv_path}/bin/activate" && pip install {requirements_str}'
                 if requirements_str
                 else "echo No requirements to install"
             )
             return await self.interface.run_command(install_cmd)
-    
+
     async def venv_cmd(self, venv_name: str, command: str):
         """Execute a shell command in a virtual environment.
-        
+
         Args:
             venv_name: Name of the virtual environment
             command: Shell command to execute in the virtual environment
-            
+
         Returns:
             Tuple of (stdout, stderr) from the command execution
         """
@@ -934,36 +969,36 @@ class Computer:
             # Windows (cmd.exe)
             venv_path = f"%USERPROFILE%\\.venvs\\{venv_name}"
             # Check existence and signal if missing
-            check_cmd = f"if not exist \"{venv_path}\" (echo VENV_NOT_FOUND) else (echo VENV_FOUND)"
+            check_cmd = f'if not exist "{venv_path}" (echo VENV_NOT_FOUND) else (echo VENV_FOUND)'
             result = await self.interface.run_command(check_cmd)
             if "VENV_NOT_FOUND" in getattr(result, "stdout", ""):
                 # Auto-create the venv with no requirements
                 await self.venv_install(venv_name, [])
             # Activate and run the command
-            full_command = f"call \"{venv_path}\\Scripts\\activate.bat\" && {command}"
+            full_command = f'call "{venv_path}\\Scripts\\activate.bat" && {command}'
             return await self.interface.run_command(full_command)
         else:
             # POSIX (macOS/Linux)
             venv_path = f"$HOME/.venvs/{venv_name}"
             # Check if virtual environment exists
-            check_cmd = f"test -d \"{venv_path}\""
+            check_cmd = f'test -d "{venv_path}"'
             result = await self.interface.run_command(check_cmd)
             if result.stderr or "test:" in result.stdout:  # venv doesn't exist
                 # Auto-create the venv with no requirements
                 await self.venv_install(venv_name, [])
             # Activate virtual environment and run command
-            full_command = f". \"{venv_path}/bin/activate\" && {command}"
+            full_command = f'. "{venv_path}/bin/activate" && {command}'
             return await self.interface.run_command(full_command)
-    
+
     async def venv_exec(self, venv_name: str, python_func, *args, **kwargs):
         """Execute Python function in a virtual environment using source code extraction.
-        
+
         Args:
             venv_name: Name of the virtual environment
             python_func: A callable function to execute
             *args: Positional arguments to pass to the function
             **kwargs: Keyword arguments to pass to the function
-            
+
         Returns:
             The result of the function execution, or raises any exception that occurred
         """
@@ -971,29 +1006,29 @@ class Computer:
         import inspect
         import json
         import textwrap
-        
+
         try:
             # Get function source code using inspect.getsource
             source = inspect.getsource(python_func)
             # Remove common leading whitespace (dedent)
             func_source = textwrap.dedent(source).strip()
-            
+
             # Remove decorators
             while func_source.lstrip().startswith("@"):
                 func_source = func_source.split("\n", 1)[1].strip()
-            
+
             # Get function name for execution
             func_name = python_func.__name__
-            
+
             # Serialize args and kwargs as JSON (safer than dill for cross-version compatibility)
             args_json = json.dumps(args, default=str)
             kwargs_json = json.dumps(kwargs, default=str)
-            
+
         except OSError as e:
             raise Exception(f"Cannot retrieve source code for function {python_func.__name__}: {e}")
         except Exception as e:
             raise Exception(f"Failed to reconstruct function source: {e}")
-        
+
         # Create Python code that will define and execute the function
         python_code = f'''
 import json
@@ -1038,25 +1073,27 @@ output_json = json.dumps(output_payload, default=str)
 # Print the JSON output with markers
 print(f"<<<VENV_EXEC_START>>>{{output_json}}<<<VENV_EXEC_END>>>")
 '''
-        
+
         # Encode the Python code in base64 to avoid shell escaping issues
-        encoded_code = base64.b64encode(python_code.encode('utf-8')).decode('ascii')
-        
+        encoded_code = base64.b64encode(python_code.encode("utf-8")).decode("ascii")
+
         # Execute the Python code in the virtual environment
-        python_command = f"python -c \"import base64; exec(base64.b64decode('{encoded_code}').decode('utf-8'))\""
+        python_command = (
+            f"python -c \"import base64; exec(base64.b64decode('{encoded_code}').decode('utf-8'))\""
+        )
         result = await self.venv_cmd(venv_name, python_command)
-        
+
         # Parse the output to extract the payload
         start_marker = "<<<VENV_EXEC_START>>>"
         end_marker = "<<<VENV_EXEC_END>>>"
 
         # Print original stdout
-        print(result.stdout[:result.stdout.find(start_marker)])
-        
+        print(result.stdout[: result.stdout.find(start_marker)])
+
         if start_marker in result.stdout and end_marker in result.stdout:
             start_idx = result.stdout.find(start_marker) + len(start_marker)
             end_idx = result.stdout.find(end_marker)
-            
+
             if start_idx < end_idx:
                 output_json = result.stdout[start_idx:end_idx]
 
@@ -1065,7 +1102,7 @@ print(f"<<<VENV_EXEC_START>>>{{output_json}}<<<VENV_EXEC_END>>>")
                     output_payload = json.loads(output_json)
                 except Exception as e:
                     raise Exception(f"Failed to decode output payload: {e}")
-                
+
                 if output_payload["success"]:
                     return output_payload["result"]
                 else:
@@ -1077,4 +1114,6 @@ print(f"<<<VENV_EXEC_START>>>{{output_json}}<<<VENV_EXEC_END>>>")
                 raise Exception("Invalid output format: markers found but no content between them")
         else:
             # Fallback: return stdout/stderr if no payload markers found
-            raise Exception(f"No output payload found. stdout: {result.stdout}, stderr: {result.stderr}")
+            raise Exception(
+                f"No output payload found. stdout: {result.stdout}, stderr: {result.stderr}"
+            )
diff --git a/libs/python/computer/computer/diorama_computer.py b/libs/python/computer/computer/diorama_computer.py
index da67c72c..329d3009 100644
--- a/libs/python/computer/computer/diorama_computer.py
+++ b/libs/python/computer/computer/diorama_computer.py
@@ -1,14 +1,17 @@
 import asyncio
-from .interface.models import KeyType, Key
+
+from .interface.models import Key, KeyType
+
 
 class DioramaComputer:
     """
     A Computer-compatible proxy for Diorama that sends commands over the ComputerInterface.
     """
+
     def __init__(self, computer, apps):
         """
         Initialize the DioramaComputer with a computer instance and list of apps.
-        
+
         Args:
             computer: The computer instance to proxy commands through
             apps: List of applications available in the diorama environment
@@ -21,7 +24,7 @@ class DioramaComputer:
     async def __aenter__(self):
         """
         Async context manager entry point.
-        
+
         Returns:
             self: The DioramaComputer instance
         """
@@ -31,7 +34,7 @@ class DioramaComputer:
     async def run(self):
         """
         Initialize and run the DioramaComputer if not already initialized.
-        
+
         Returns:
             self: The DioramaComputer instance
         """
@@ -39,14 +42,16 @@ class DioramaComputer:
             await self.__aenter__()
         return self
 
+
 class DioramaComputerInterface:
     """
     Diorama Interface proxy that sends diorama_cmds via the Computer's interface.
     """
+
     def __init__(self, computer, apps):
         """
         Initialize the DioramaComputerInterface.
-        
+
         Args:
             computer: The computer instance to send commands through
             apps: List of applications available in the diorama environment
@@ -58,14 +63,14 @@ class DioramaComputerInterface:
     async def _send_cmd(self, action, arguments=None):
         """
         Send a command to the diorama interface through the computer.
-        
+
         Args:
             action (str): The action/command to execute
             arguments (dict, optional): Additional arguments for the command
-            
+
         Returns:
             The result from the diorama command execution
-            
+
         Raises:
             RuntimeError: If the computer interface is not initialized or command fails
         """
@@ -77,25 +82,30 @@ class DioramaComputerInterface:
             raise RuntimeError("Computer interface not initialized. Call run() first.")
         result = await iface.diorama_cmd(action, arguments)
         if not result.get("success"):
-            raise RuntimeError(f"Diorama command failed: {result.get('error')}\n{result.get('trace')}")
+            raise RuntimeError(
+                f"Diorama command failed: {result.get('error')}\n{result.get('trace')}"
+            )
         return result.get("result")
 
     async def screenshot(self, as_bytes=True):
         """
         Take a screenshot of the diorama scene.
-        
+
         Args:
             as_bytes (bool): If True, return image as bytes; if False, return PIL Image object
-            
+
         Returns:
             bytes or PIL.Image: Screenshot data in the requested format
         """
-        from PIL import Image
         import base64
+
+        from PIL import Image
+
         result = await self._send_cmd("screenshot")
         # assume result is a b64 string of an image
         img_bytes = base64.b64decode(result)
         import io
+
         img = Image.open(io.BytesIO(img_bytes))
         self._scene_size = img.size
         return img_bytes if as_bytes else img
@@ -103,7 +113,7 @@ class DioramaComputerInterface:
     async def get_screen_size(self):
         """
         Get the dimensions of the diorama scene.
-        
+
         Returns:
             dict: Dictionary containing 'width' and 'height' keys with pixel dimensions
         """
@@ -114,7 +124,7 @@ class DioramaComputerInterface:
     async def move_cursor(self, x, y):
         """
         Move the cursor to the specified coordinates.
-        
+
         Args:
             x (int): X coordinate to move cursor to
             y (int): Y coordinate to move cursor to
@@ -124,7 +134,7 @@ class DioramaComputerInterface:
     async def left_click(self, x=None, y=None):
         """
         Perform a left mouse click at the specified coordinates or current cursor position.
-        
+
         Args:
             x (int, optional): X coordinate to click at. If None, clicks at current cursor position
             y (int, optional): Y coordinate to click at. If None, clicks at current cursor position
@@ -134,7 +144,7 @@ class DioramaComputerInterface:
     async def right_click(self, x=None, y=None):
         """
         Perform a right mouse click at the specified coordinates or current cursor position.
-        
+
         Args:
             x (int, optional): X coordinate to click at. If None, clicks at current cursor position
             y (int, optional): Y coordinate to click at. If None, clicks at current cursor position
@@ -144,7 +154,7 @@ class DioramaComputerInterface:
     async def double_click(self, x=None, y=None):
         """
         Perform a double mouse click at the specified coordinates or current cursor position.
-        
+
         Args:
             x (int, optional): X coordinate to double-click at. If None, clicks at current cursor position
             y (int, optional): Y coordinate to double-click at. If None, clicks at current cursor position
@@ -154,7 +164,7 @@ class DioramaComputerInterface:
     async def scroll_up(self, clicks=1):
         """
         Scroll up by the specified number of clicks.
-        
+
         Args:
             clicks (int): Number of scroll clicks to perform upward. Defaults to 1
         """
@@ -163,7 +173,7 @@ class DioramaComputerInterface:
     async def scroll_down(self, clicks=1):
         """
         Scroll down by the specified number of clicks.
-        
+
         Args:
             clicks (int): Number of scroll clicks to perform downward. Defaults to 1
         """
@@ -172,7 +182,7 @@ class DioramaComputerInterface:
     async def drag_to(self, x, y, duration=0.5):
         """
         Drag from the current cursor position to the specified coordinates.
-        
+
         Args:
             x (int): X coordinate to drag to
             y (int): Y coordinate to drag to
@@ -183,7 +193,7 @@ class DioramaComputerInterface:
     async def get_cursor_position(self):
         """
         Get the current cursor position.
-        
+
         Returns:
             dict: Dictionary containing the current cursor coordinates
         """
@@ -192,7 +202,7 @@ class DioramaComputerInterface:
     async def type_text(self, text):
         """
         Type the specified text at the current cursor position.
-        
+
         Args:
             text (str): The text to type
         """
@@ -201,7 +211,7 @@ class DioramaComputerInterface:
     async def press_key(self, key):
         """
         Press a single key.
-        
+
         Args:
             key: The key to press
         """
@@ -210,10 +220,10 @@ class DioramaComputerInterface:
     async def hotkey(self, *keys):
         """
         Press multiple keys simultaneously as a hotkey combination.
-        
+
         Args:
             *keys: Variable number of keys to press together. Can be Key enum instances or strings
-            
+
         Raises:
             ValueError: If any key is not a Key enum or string type
         """
@@ -224,7 +234,9 @@ class DioramaComputerInterface:
             elif isinstance(key, str):
                 # Try to convert to enum if it matches a known key
                 key_or_enum = Key.from_string(key)
-                actual_keys.append(key_or_enum.value if isinstance(key_or_enum, Key) else key_or_enum)
+                actual_keys.append(
+                    key_or_enum.value if isinstance(key_or_enum, Key) else key_or_enum
+                )
             else:
                 raise ValueError(f"Invalid key type: {type(key)}. Must be Key enum or string.")
         await self._send_cmd("hotkey", {"keys": actual_keys})
@@ -232,11 +244,11 @@ class DioramaComputerInterface:
     async def to_screen_coordinates(self, x, y):
         """
         Convert coordinates to screen coordinates.
-        
+
         Args:
             x (int): X coordinate to convert
             y (int): Y coordinate to convert
-            
+
         Returns:
             dict: Dictionary containing the converted screen coordinates
         """
diff --git a/libs/python/computer/computer/helpers.py b/libs/python/computer/computer/helpers.py
index 8317b8d9..608dcbb9 100644
--- a/libs/python/computer/computer/helpers.py
+++ b/libs/python/computer/computer/helpers.py
@@ -1,8 +1,9 @@
 """
 Helper functions and decorators for the Computer module.
 """
-import logging
+
 import asyncio
+import logging
 from functools import wraps
 from typing import Any, Callable, Optional, TypeVar, cast
 
@@ -11,10 +12,11 @@ _default_computer = None
 
 logger = logging.getLogger(__name__)
 
+
 def set_default_computer(computer):
     """
     Set the default computer instance to be used by the remote decorator.
-    
+
     Args:
         computer: The computer instance to use as default
     """
@@ -25,21 +27,24 @@ def set_default_computer(computer):
 def sandboxed(venv_name: str = "default", computer: str = "default", max_retries: int = 3):
     """
     Decorator that wraps a function to be executed remotely via computer.venv_exec
-    
+
     Args:
         venv_name: Name of the virtual environment to execute in
         computer: The computer instance to use, or "default" to use the globally set default
         max_retries: Maximum number of retries for the remote execution
     """
+
     def decorator(func):
         @wraps(func)
         async def wrapper(*args, **kwargs):
             # Determine which computer instance to use
             comp = computer if computer != "default" else _default_computer
-            
+
             if comp is None:
-                raise RuntimeError("No computer instance available. Either specify a computer instance or call set_default_computer() first.")
-            
+                raise RuntimeError(
+                    "No computer instance available. Either specify a computer instance or call set_default_computer() first."
+                )
+
             for i in range(max_retries):
                 try:
                     return await comp.venv_exec(venv_name, func, *args, **kwargs)
@@ -48,5 +53,7 @@ def sandboxed(venv_name: str = "default", computer: str = "default", max_retries
                     await asyncio.sleep(1)
                     if i == max_retries - 1:
                         raise e
+
         return wrapper
+
     return decorator
diff --git a/libs/python/computer/computer/interface/__init__.py b/libs/python/computer/computer/interface/__init__.py
index 6d7e1b78..d15b94d5 100644
--- a/libs/python/computer/computer/interface/__init__.py
+++ b/libs/python/computer/computer/interface/__init__.py
@@ -2,12 +2,12 @@
 Interface package for Computer SDK.
 """
 
-from .factory import InterfaceFactory
 from .base import BaseComputerInterface
+from .factory import InterfaceFactory
 from .macos import MacOSComputerInterface
 
 __all__ = [
     "InterfaceFactory",
     "BaseComputerInterface",
     "MacOSComputerInterface",
-]
\ No newline at end of file
+]
diff --git a/libs/python/computer/computer/interface/base.py b/libs/python/computer/computer/interface/base.py
index 3e343bba..8fa40025 100644
--- a/libs/python/computer/computer/interface/base.py
+++ b/libs/python/computer/computer/interface/base.py
@@ -1,14 +1,23 @@
 """Base interface for computer control."""
 
 from abc import ABC, abstractmethod
-from typing import Optional, Dict, Any, Tuple, List
+from typing import Any, Dict, List, Optional, Tuple
+
 from ..logger import Logger, LogLevel
-from .models import MouseButton, CommandResult
+from .models import CommandResult, MouseButton
+
 
 class BaseComputerInterface(ABC):
     """Base class for computer control interfaces."""
 
-    def __init__(self, ip_address: str, username: str = "lume", password: str = "lume", api_key: Optional[str] = None, vm_name: Optional[str] = None):
+    def __init__(
+        self,
+        ip_address: str,
+        username: str = "lume",
+        password: str = "lume",
+        api_key: Optional[str] = None,
+        vm_name: Optional[str] = None,
+    ):
         """Initialize interface.
 
         Args:
@@ -24,7 +33,7 @@ class BaseComputerInterface(ABC):
         self.api_key = api_key
         self.vm_name = vm_name
         self.logger = Logger("cua.interface", LogLevel.NORMAL)
-        
+
         # Optional default delay time between commands (in seconds)
         self.delay: float = 0.0
 
@@ -55,9 +64,15 @@ class BaseComputerInterface(ABC):
 
     # Mouse Actions
     @abstractmethod
-    async def mouse_down(self, x: Optional[int] = None, y: Optional[int] = None, button: "MouseButton" = "left", delay: Optional[float] = None) -> None:
+    async def mouse_down(
+        self,
+        x: Optional[int] = None,
+        y: Optional[int] = None,
+        button: "MouseButton" = "left",
+        delay: Optional[float] = None,
+    ) -> None:
         """Press and hold a mouse button.
-        
+
         Args:
             x: X coordinate to press at. If None, uses current cursor position.
             y: Y coordinate to press at. If None, uses current cursor position.
@@ -65,11 +80,17 @@ class BaseComputerInterface(ABC):
             delay: Optional delay in seconds after the action
         """
         pass
-    
+
     @abstractmethod
-    async def mouse_up(self, x: Optional[int] = None, y: Optional[int] = None, button: "MouseButton" = "left", delay: Optional[float] = None) -> None:
+    async def mouse_up(
+        self,
+        x: Optional[int] = None,
+        y: Optional[int] = None,
+        button: "MouseButton" = "left",
+        delay: Optional[float] = None,
+    ) -> None:
         """Release a mouse button.
-        
+
         Args:
             x: X coordinate to release at. If None, uses current cursor position.
             y: Y coordinate to release at. If None, uses current cursor position.
@@ -77,11 +98,13 @@ class BaseComputerInterface(ABC):
             delay: Optional delay in seconds after the action
         """
         pass
-    
+
     @abstractmethod
-    async def left_click(self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None) -> None:
+    async def left_click(
+        self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None
+    ) -> None:
         """Perform a left mouse button click.
-        
+
         Args:
             x: X coordinate to click at. If None, uses current cursor position.
             y: Y coordinate to click at. If None, uses current cursor position.
@@ -90,9 +113,11 @@ class BaseComputerInterface(ABC):
         pass
 
     @abstractmethod
-    async def right_click(self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None) -> None:
+    async def right_click(
+        self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None
+    ) -> None:
         """Perform a right mouse button click.
-        
+
         Args:
             x: X coordinate to click at. If None, uses current cursor position.
             y: Y coordinate to click at. If None, uses current cursor position.
@@ -101,9 +126,11 @@ class BaseComputerInterface(ABC):
         pass
 
     @abstractmethod
-    async def double_click(self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None) -> None:
+    async def double_click(
+        self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None
+    ) -> None:
         """Perform a double left mouse button click.
-        
+
         Args:
             x: X coordinate to double-click at. If None, uses current cursor position.
             y: Y coordinate to double-click at. If None, uses current cursor position.
@@ -114,7 +141,7 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def move_cursor(self, x: int, y: int, delay: Optional[float] = None) -> None:
         """Move the cursor to the specified screen coordinates.
-        
+
         Args:
             x: X coordinate to move cursor to.
             y: Y coordinate to move cursor to.
@@ -123,7 +150,14 @@ class BaseComputerInterface(ABC):
         pass
 
     @abstractmethod
-    async def drag_to(self, x: int, y: int, button: str = "left", duration: float = 0.5, delay: Optional[float] = None) -> None:
+    async def drag_to(
+        self,
+        x: int,
+        y: int,
+        button: str = "left",
+        duration: float = 0.5,
+        delay: Optional[float] = None,
+    ) -> None:
         """Drag from current position to specified coordinates.
 
         Args:
@@ -136,7 +170,13 @@ class BaseComputerInterface(ABC):
         pass
 
     @abstractmethod
-    async def drag(self, path: List[Tuple[int, int]], button: str = "left", duration: float = 0.5, delay: Optional[float] = None) -> None:
+    async def drag(
+        self,
+        path: List[Tuple[int, int]],
+        button: str = "left",
+        duration: float = 0.5,
+        delay: Optional[float] = None,
+    ) -> None:
         """Drag the cursor along a path of coordinates.
 
         Args:
@@ -151,27 +191,27 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def key_down(self, key: str, delay: Optional[float] = None) -> None:
         """Press and hold a key.
-        
+
         Args:
             key: The key to press and hold (e.g., 'a', 'shift', 'ctrl').
             delay: Optional delay in seconds after the action.
         """
         pass
-    
+
     @abstractmethod
     async def key_up(self, key: str, delay: Optional[float] = None) -> None:
         """Release a previously pressed key.
-        
+
         Args:
             key: The key to release (e.g., 'a', 'shift', 'ctrl').
             delay: Optional delay in seconds after the action.
         """
         pass
-    
+
     @abstractmethod
     async def type_text(self, text: str, delay: Optional[float] = None) -> None:
         """Type the specified text string.
-        
+
         Args:
             text: The text string to type.
             delay: Optional delay in seconds after the action.
@@ -181,7 +221,7 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def press_key(self, key: str, delay: Optional[float] = None) -> None:
         """Press and release a single key.
-        
+
         Args:
             key: The key to press (e.g., 'a', 'enter', 'escape').
             delay: Optional delay in seconds after the action.
@@ -191,7 +231,7 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def hotkey(self, *keys: str, delay: Optional[float] = None) -> None:
         """Press multiple keys simultaneously (keyboard shortcut).
-        
+
         Args:
             *keys: Variable number of keys to press together (e.g., 'ctrl', 'c').
             delay: Optional delay in seconds after the action.
@@ -202,18 +242,18 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def scroll(self, x: int, y: int, delay: Optional[float] = None) -> None:
         """Scroll the mouse wheel by specified amounts.
-        
+
         Args:
             x: Horizontal scroll amount (positive = right, negative = left).
             y: Vertical scroll amount (positive = up, negative = down).
             delay: Optional delay in seconds after the action.
         """
         pass
-    
+
     @abstractmethod
     async def scroll_down(self, clicks: int = 1, delay: Optional[float] = None) -> None:
         """Scroll down by the specified number of clicks.
-        
+
         Args:
             clicks: Number of scroll clicks to perform downward.
             delay: Optional delay in seconds after the action.
@@ -223,7 +263,7 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def scroll_up(self, clicks: int = 1, delay: Optional[float] = None) -> None:
         """Scroll up by the specified number of clicks.
-        
+
         Args:
             clicks: Number of scroll clicks to perform upward.
             delay: Optional delay in seconds after the action.
@@ -252,7 +292,7 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def get_cursor_position(self) -> Dict[str, int]:
         """Get the current cursor position on screen.
-        
+
         Returns:
             Dict with 'x' and 'y' keys containing cursor coordinates.
         """
@@ -262,7 +302,7 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def copy_to_clipboard(self) -> str:
         """Get the current clipboard content.
-        
+
         Returns:
             The text content currently stored in the clipboard.
         """
@@ -271,7 +311,7 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def set_clipboard(self, text: str) -> None:
         """Set the clipboard content to the specified text.
-        
+
         Args:
             text: The text to store in the clipboard.
         """
@@ -281,10 +321,10 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def file_exists(self, path: str) -> bool:
         """Check if a file exists at the specified path.
-        
+
         Args:
             path: The file path to check.
-            
+
         Returns:
             True if the file exists, False otherwise.
         """
@@ -293,128 +333,128 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def directory_exists(self, path: str) -> bool:
         """Check if a directory exists at the specified path.
-        
+
         Args:
             path: The directory path to check.
-            
+
         Returns:
             True if the directory exists, False otherwise.
         """
         pass
-    
+
     @abstractmethod
     async def list_dir(self, path: str) -> List[str]:
         """List the contents of a directory.
-        
+
         Args:
             path: The directory path to list.
-            
+
         Returns:
             List of file and directory names in the specified directory.
         """
         pass
-    
+
     @abstractmethod
     async def read_text(self, path: str) -> str:
         """Read the text contents of a file.
-        
+
         Args:
             path: The file path to read from.
-            
+
         Returns:
             The text content of the file.
         """
         pass
-    
+
     @abstractmethod
     async def write_text(self, path: str, content: str) -> None:
         """Write text content to a file.
-        
+
         Args:
             path: The file path to write to.
             content: The text content to write.
         """
         pass
-    
+
     @abstractmethod
     async def read_bytes(self, path: str, offset: int = 0, length: Optional[int] = None) -> bytes:
         """Read file binary contents with optional seeking support.
-        
+
         Args:
             path: Path to the file
             offset: Byte offset to start reading from (default: 0)
             length: Number of bytes to read (default: None for entire file)
         """
         pass
-    
+
     @abstractmethod
     async def write_bytes(self, path: str, content: bytes) -> None:
         """Write binary content to a file.
-        
+
         Args:
             path: The file path to write to.
             content: The binary content to write.
         """
         pass
-    
+
     @abstractmethod
     async def delete_file(self, path: str) -> None:
         """Delete a file at the specified path.
-        
+
         Args:
             path: The file path to delete.
         """
         pass
-    
+
     @abstractmethod
     async def create_dir(self, path: str) -> None:
         """Create a directory at the specified path.
-        
+
         Args:
             path: The directory path to create.
         """
         pass
-    
+
     @abstractmethod
     async def delete_dir(self, path: str) -> None:
         """Delete a directory at the specified path.
-        
+
         Args:
             path: The directory path to delete.
         """
         pass
-    
+
     @abstractmethod
     async def get_file_size(self, path: str) -> int:
         """Get the size of a file in bytes.
-        
+
         Args:
             path: The file path to get the size of.
-            
+
         Returns:
             The size of the file in bytes.
         """
         pass
-    
+
     @abstractmethod
     async def run_command(self, command: str) -> CommandResult:
         """Run shell command and return structured result.
-        
+
         Executes a shell command using subprocess.run with shell=True and check=False.
         The command is run in the target environment and captures both stdout and stderr.
-        
+
         Args:
             command (str): The shell command to execute
-            
+
         Returns:
             CommandResult: A structured result containing:
                 - stdout (str): Standard output from the command
-                - stderr (str): Standard error from the command  
+                - stderr (str): Standard error from the command
                 - returncode (int): Exit code from the command (0 indicates success)
-                
+
         Raises:
             RuntimeError: If the command execution fails at the system level
-            
+
         Example:
             result = await interface.run_command("ls -la")
             if result.returncode == 0:
@@ -428,12 +468,12 @@ class BaseComputerInterface(ABC):
     @abstractmethod
     async def get_accessibility_tree(self) -> Dict:
         """Get the accessibility tree of the current screen.
-        
+
         Returns:
             Dict containing the hierarchical accessibility information of screen elements.
         """
         pass
-    
+
     @abstractmethod
     async def to_screen_coordinates(self, x: float, y: float) -> tuple[float, float]:
         """Convert screenshot coordinates to screen coordinates.
diff --git a/libs/python/computer/computer/interface/factory.py b/libs/python/computer/computer/interface/factory.py
index 3647400e..7ae6b05c 100644
--- a/libs/python/computer/computer/interface/factory.py
+++ b/libs/python/computer/computer/interface/factory.py
@@ -1,42 +1,44 @@
 """Factory for creating computer interfaces."""
 
 from typing import Literal, Optional
+
 from .base import BaseComputerInterface
 
+
 class InterfaceFactory:
     """Factory for creating OS-specific computer interfaces."""
-    
+
     @staticmethod
     def create_interface_for_os(
-        os: Literal['macos', 'linux', 'windows'],
+        os: Literal["macos", "linux", "windows"],
         ip_address: str,
         api_key: Optional[str] = None,
-        vm_name: Optional[str] = None
+        vm_name: Optional[str] = None,
     ) -> BaseComputerInterface:
         """Create an interface for the specified OS.
-        
+
         Args:
             os: Operating system type ('macos', 'linux', or 'windows')
             ip_address: IP address of the computer to control
             api_key: Optional API key for cloud authentication
             vm_name: Optional VM name for cloud authentication
-            
+
         Returns:
             BaseComputerInterface: The appropriate interface for the OS
-            
+
         Raises:
             ValueError: If the OS type is not supported
         """
         # Import implementations here to avoid circular imports
-        from .macos import MacOSComputerInterface
         from .linux import LinuxComputerInterface
+        from .macos import MacOSComputerInterface
         from .windows import WindowsComputerInterface
-        
-        if os == 'macos':
+
+        if os == "macos":
             return MacOSComputerInterface(ip_address, api_key=api_key, vm_name=vm_name)
-        elif os == 'linux':
+        elif os == "linux":
             return LinuxComputerInterface(ip_address, api_key=api_key, vm_name=vm_name)
-        elif os == 'windows':
+        elif os == "windows":
             return WindowsComputerInterface(ip_address, api_key=api_key, vm_name=vm_name)
         else:
             raise ValueError(f"Unsupported OS type: {os}")
diff --git a/libs/python/computer/computer/interface/generic.py b/libs/python/computer/computer/interface/generic.py
index c78274c3..7cd2372f 100644
--- a/libs/python/computer/computer/interface/generic.py
+++ b/libs/python/computer/computer/interface/generic.py
@@ -2,21 +2,35 @@ import asyncio
 import json
 import time
 from typing import Any, Dict, List, Optional, Tuple
+
+import aiohttp
+import websockets
 from PIL import Image
 
-import websockets
-import aiohttp
-
 from ..logger import Logger, LogLevel
+from ..utils import (
+    bytes_to_image,
+    decode_base64_image,
+    draw_box,
+    encode_base64_image,
+    resize_image,
+)
 from .base import BaseComputerInterface
-from ..utils import decode_base64_image, encode_base64_image, bytes_to_image, draw_box, resize_image
-from .models import Key, KeyType, MouseButton, CommandResult
+from .models import CommandResult, Key, KeyType, MouseButton
 
 
 class GenericComputerInterface(BaseComputerInterface):
     """Generic interface with common functionality for all supported platforms (Windows, Linux, macOS)."""
 
-    def __init__(self, ip_address: str, username: str = "lume", password: str = "lume", api_key: Optional[str] = None, vm_name: Optional[str] = None, logger_name: str = "computer.interface.generic"):
+    def __init__(
+        self,
+        ip_address: str,
+        username: str = "lume",
+        password: str = "lume",
+        api_key: Optional[str] = None,
+        vm_name: Optional[str] = None,
+        logger_name: str = "computer.interface.generic",
+    ):
         super().__init__(ip_address, username, password, api_key, vm_name)
         self._ws = None
         self._reconnect_task = None
@@ -38,7 +52,7 @@ class GenericComputerInterface(BaseComputerInterface):
 
     async def _handle_delay(self, delay: Optional[float] = None):
         """Handle delay between commands using async sleep.
-        
+
         Args:
             delay: Optional delay in seconds. If None, uses self.delay.
         """
@@ -51,18 +65,18 @@ class GenericComputerInterface(BaseComputerInterface):
     @property
     def ws_uri(self) -> str:
         """Get the WebSocket URI using the current IP address.
-        
+
         Returns:
             WebSocket URI for the Computer API Server
         """
         protocol = "wss" if self.api_key else "ws"
         port = "8443" if self.api_key else "8000"
         return f"{protocol}://{self.ip_address}:{port}/ws"
-    
+
     @property
     def rest_uri(self) -> str:
         """Get the REST URI using the current IP address.
-        
+
         Returns:
             REST URI for the Computer API Server
         """
@@ -71,23 +85,41 @@ class GenericComputerInterface(BaseComputerInterface):
         return f"{protocol}://{self.ip_address}:{port}/cmd"
 
     # Mouse actions
-    async def mouse_down(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left", delay: Optional[float] = None) -> None:
+    async def mouse_down(
+        self,
+        x: Optional[int] = None,
+        y: Optional[int] = None,
+        button: str = "left",
+        delay: Optional[float] = None,
+    ) -> None:
         await self._send_command("mouse_down", {"x": x, "y": y, "button": button})
         await self._handle_delay(delay)
-    
-    async def mouse_up(self, x: Optional[int] = None, y: Optional[int] = None, button: str = "left", delay: Optional[float] = None) -> None:
+
+    async def mouse_up(
+        self,
+        x: Optional[int] = None,
+        y: Optional[int] = None,
+        button: str = "left",
+        delay: Optional[float] = None,
+    ) -> None:
         await self._send_command("mouse_up", {"x": x, "y": y, "button": button})
         await self._handle_delay(delay)
-    
-    async def left_click(self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None) -> None:
+
+    async def left_click(
+        self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None
+    ) -> None:
         await self._send_command("left_click", {"x": x, "y": y})
         await self._handle_delay(delay)
 
-    async def right_click(self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None) -> None:
+    async def right_click(
+        self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None
+    ) -> None:
         await self._send_command("right_click", {"x": x, "y": y})
         await self._handle_delay(delay)
 
-    async def double_click(self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None) -> None:
+    async def double_click(
+        self, x: Optional[int] = None, y: Optional[int] = None, delay: Optional[float] = None
+    ) -> None:
         await self._send_command("double_click", {"x": x, "y": y})
         await self._handle_delay(delay)
 
@@ -95,27 +127,38 @@ class GenericComputerInterface(BaseComputerInterface):
         await self._send_command("move_cursor", {"x": x, "y": y})
         await self._handle_delay(delay)
 
-    async def drag_to(self, x: int, y: int, button: "MouseButton" = "left", duration: float = 0.5, delay: Optional[float] = None) -> None:
+    async def drag_to(
+        self,
+        x: int,
+        y: int,
+        button: "MouseButton" = "left",
+        duration: float = 0.5,
+        delay: Optional[float] = None,
+    ) -> None:
         await self._send_command(
             "drag_to", {"x": x, "y": y, "button": button, "duration": duration}
         )
         await self._handle_delay(delay)
 
-    async def drag(self, path: List[Tuple[int, int]], button: "MouseButton" = "left", duration: float = 0.5, delay: Optional[float] = None) -> None:
-        await self._send_command(
-            "drag", {"path": path, "button": button, "duration": duration}
-        )
+    async def drag(
+        self,
+        path: List[Tuple[int, int]],
+        button: "MouseButton" = "left",
+        duration: float = 0.5,
+        delay: Optional[float] = None,
+    ) -> None:
+        await self._send_command("drag", {"path": path, "button": button, "duration": duration})
         await self._handle_delay(delay)
 
     # Keyboard Actions
     async def key_down(self, key: "KeyType", delay: Optional[float] = None) -> None:
         await self._send_command("key_down", {"key": key})
         await self._handle_delay(delay)
-    
+
     async def key_up(self, key: "KeyType", delay: Optional[float] = None) -> None:
         await self._send_command("key_up", {"key": key})
         await self._handle_delay(delay)
-    
+
     async def type_text(self, text: str, delay: Optional[float] = None) -> None:
         await self._send_command("type_text", {"text": text})
         await self._handle_delay(delay)
@@ -195,10 +238,12 @@ class GenericComputerInterface(BaseComputerInterface):
             elif isinstance(key, str):
                 # Try to convert to enum if it matches a known key
                 key_or_enum = Key.from_string(key)
-                actual_keys.append(key_or_enum.value if isinstance(key_or_enum, Key) else key_or_enum)
+                actual_keys.append(
+                    key_or_enum.value if isinstance(key_or_enum, Key) else key_or_enum
+                )
             else:
                 raise ValueError(f"Invalid key type: {type(key)}. Must be Key enum or string.")
-        
+
         await self._send_command("hotkey", {"keys": actual_keys})
         await self._handle_delay(delay)
 
@@ -206,11 +251,11 @@ class GenericComputerInterface(BaseComputerInterface):
     async def scroll(self, x: int, y: int, delay: Optional[float] = None) -> None:
         await self._send_command("scroll", {"x": x, "y": y})
         await self._handle_delay(delay)
-    
+
     async def scroll_down(self, clicks: int = 1, delay: Optional[float] = None) -> None:
         await self._send_command("scroll_down", {"clicks": clicks})
         await self._handle_delay(delay)
-    
+
     async def scroll_up(self, clicks: int = 1, delay: Optional[float] = None) -> None:
         await self._send_command("scroll_up", {"clicks": clicks})
         await self._handle_delay(delay)
@@ -294,27 +339,32 @@ class GenericComputerInterface(BaseComputerInterface):
         await self._send_command("set_clipboard", {"text": text})
 
     # File Operations
-    async def _write_bytes_chunked(self, path: str, content: bytes, append: bool = False, chunk_size: int = 1024 * 1024) -> None:
+    async def _write_bytes_chunked(
+        self, path: str, content: bytes, append: bool = False, chunk_size: int = 1024 * 1024
+    ) -> None:
         """Write large files in chunks to avoid memory issues."""
         total_size = len(content)
         current_offset = 0
-        
+
         while current_offset < total_size:
             chunk_end = min(current_offset + chunk_size, total_size)
             chunk_data = content[current_offset:chunk_end]
-            
+
             # First chunk uses the original append flag, subsequent chunks always append
             chunk_append = append if current_offset == 0 else True
-            
-            result = await self._send_command("write_bytes", {
-                "path": path,
-                "content_b64": encode_base64_image(chunk_data),
-                "append": chunk_append
-            })
-            
+
+            result = await self._send_command(
+                "write_bytes",
+                {
+                    "path": path,
+                    "content_b64": encode_base64_image(chunk_data),
+                    "append": chunk_append,
+                },
+            )
+
             if not result.get("success", False):
                 raise RuntimeError(result.get("error", "Failed to write file chunk"))
-            
+
             current_offset = chunk_end
 
     async def write_bytes(self, path: str, content: bytes, append: bool = False) -> None:
@@ -322,36 +372,39 @@ class GenericComputerInterface(BaseComputerInterface):
         if len(content) > 5 * 1024 * 1024:  # 5MB threshold
             await self._write_bytes_chunked(path, content, append)
             return
-        
-        result = await self._send_command("write_bytes", {"path": path, "content_b64": encode_base64_image(content), "append": append})
+
+        result = await self._send_command(
+            "write_bytes",
+            {"path": path, "content_b64": encode_base64_image(content), "append": append},
+        )
         if not result.get("success", False):
             raise RuntimeError(result.get("error", "Failed to write file"))
 
-    async def _read_bytes_chunked(self, path: str, offset: int, total_length: int, chunk_size: int = 1024 * 1024) -> bytes:
+    async def _read_bytes_chunked(
+        self, path: str, offset: int, total_length: int, chunk_size: int = 1024 * 1024
+    ) -> bytes:
         """Read large files in chunks to avoid memory issues."""
         chunks = []
         current_offset = offset
         remaining = total_length
-        
+
         while remaining > 0:
             read_size = min(chunk_size, remaining)
-            result = await self._send_command("read_bytes", {
-                "path": path,
-                "offset": current_offset,
-                "length": read_size
-            })
-            
+            result = await self._send_command(
+                "read_bytes", {"path": path, "offset": current_offset, "length": read_size}
+            )
+
             if not result.get("success", False):
                 raise RuntimeError(result.get("error", "Failed to read file chunk"))
-            
+
             content_b64 = result.get("content_b64", "")
             chunk_data = decode_base64_image(content_b64)
             chunks.append(chunk_data)
-            
+
             current_offset += read_size
             remaining -= read_size
-        
-        return b''.join(chunks)
+
+        return b"".join(chunks)
 
     async def read_bytes(self, path: str, offset: int = 0, length: Optional[int] = None) -> bytes:
         # For large files, use chunked reading
@@ -360,34 +413,36 @@ class GenericComputerInterface(BaseComputerInterface):
             file_size = await self.get_file_size(path)
             # If file is larger than 5MB, read in chunks
             if file_size > 5 * 1024 * 1024:  # 5MB threshold
-                return await self._read_bytes_chunked(path, offset, file_size - offset if offset > 0 else file_size)
-        
-        result = await self._send_command("read_bytes", {
-            "path": path, 
-            "offset": offset, 
-            "length": length
-        })
+                return await self._read_bytes_chunked(
+                    path, offset, file_size - offset if offset > 0 else file_size
+                )
+
+        result = await self._send_command(
+            "read_bytes", {"path": path, "offset": offset, "length": length}
+        )
         if not result.get("success", False):
             raise RuntimeError(result.get("error", "Failed to read file"))
         content_b64 = result.get("content_b64", "")
         return decode_base64_image(content_b64)
 
-    async def read_text(self, path: str, encoding: str = 'utf-8') -> str:
+    async def read_text(self, path: str, encoding: str = "utf-8") -> str:
         """Read text from a file with specified encoding.
-        
+
         Args:
             path: Path to the file to read
             encoding: Text encoding to use (default: 'utf-8')
-            
+
         Returns:
             str: The decoded text content of the file
         """
         content_bytes = await self.read_bytes(path)
         return content_bytes.decode(encoding)
 
-    async def write_text(self, path: str, content: str, encoding: str = 'utf-8', append: bool = False) -> None:
+    async def write_text(
+        self, path: str, content: str, encoding: str = "utf-8", append: bool = False
+    ) -> None:
         """Write text to a file with specified encoding.
-        
+
         Args:
             path: Path to the file to write
             content: Text content to write
@@ -440,7 +495,7 @@ class GenericComputerInterface(BaseComputerInterface):
         return CommandResult(
             stdout=result.get("stdout", ""),
             stderr=result.get("stderr", ""),
-            returncode=result.get("return_code", 0)
+            returncode=result.get("return_code", 0),
         )
 
     # Accessibility Actions
@@ -450,7 +505,7 @@ class GenericComputerInterface(BaseComputerInterface):
         if not result.get("success", False):
             raise RuntimeError(result.get("error", "Failed to get accessibility tree"))
         return result
-    
+
     async def get_active_window_bounds(self) -> Dict[str, int]:
         """Get the bounds of the currently active window."""
         result = await self._send_command("get_active_window_bounds")
@@ -556,33 +611,30 @@ class GenericComputerInterface(BaseComputerInterface):
                             timeout=120,
                         )
                         self.logger.info("WebSocket connection established")
-                        
+
                         # If api_key and vm_name are provided, perform authentication handshake
                         if self.api_key and self.vm_name:
                             self.logger.info("Performing authentication handshake...")
                             auth_message = {
                                 "command": "authenticate",
-                                "params": {
-                                    "api_key": self.api_key,
-                                    "container_name": self.vm_name
-                                }
+                                "params": {"api_key": self.api_key, "container_name": self.vm_name},
                             }
                             await self._ws.send(json.dumps(auth_message))
-                            
+
                             # Wait for authentication response
                             async with self._recv_lock:
                                 auth_response = await asyncio.wait_for(self._ws.recv(), timeout=10)
                             auth_result = json.loads(auth_response)
-                            
+
                             if not auth_result.get("success"):
                                 error_msg = auth_result.get("error", "Authentication failed")
                                 self.logger.error(f"Authentication failed: {error_msg}")
                                 await self._ws.close()
                                 self._ws = None
                                 raise ConnectionError(f"Authentication failed: {error_msg}")
-                            
+
                             self.logger.info("Authentication successful")
-                        
+
                         self._reconnect_delay = 1  # Reset reconnect delay on successful connection
                         self._last_ping = time.time()
                         retry_count = 0  # Reset retry count on successful connection
@@ -592,7 +644,7 @@ class GenericComputerInterface(BaseComputerInterface):
                         # Only log the first error at WARNING level, then every Nth attempt
                         if retry_count == 1:
                             self.logger.warning(
-                                f"Computer API Server not ready yet. Will retry automatically."
+                                "Computer API Server not ready yet. Will retry automatically."
                             )
                         elif retry_count % log_interval == 0:
                             self.logger.warning(
@@ -640,7 +692,7 @@ class GenericComputerInterface(BaseComputerInterface):
                 # Only log connection lost warnings at most once every min_warning_interval seconds
                 if current_time - last_warning_time >= min_warning_interval:
                     self.logger.warning(
-                        f"Computer API Server connection lost. Will retry automatically."
+                        "Computer API Server connection lost. Will retry automatically."
                     )
                     last_warning_time = current_time
                 else:
@@ -653,7 +705,7 @@ class GenericComputerInterface(BaseComputerInterface):
                     except:
                         pass
                 self._ws = None
-    
+
     async def _ensure_connection(self):
         """Ensure WebSocket connection is established."""
         if self._reconnect_task is None or self._reconnect_task.done():
@@ -722,32 +774,30 @@ class GenericComputerInterface(BaseComputerInterface):
 
         raise last_error if last_error else RuntimeError("Failed to send command")
 
-    async def _send_command_rest(self, command: str, params: Optional[Dict] = None) -> Dict[str, Any]:
+    async def _send_command_rest(
+        self, command: str, params: Optional[Dict] = None
+    ) -> Dict[str, Any]:
         """Send command through REST API without retries or connection management."""
         try:
             # Prepare the request payload
             payload = {"command": command, "params": params or {}}
-            
+
             # Prepare headers
             headers = {"Content-Type": "application/json"}
             if self.api_key:
                 headers["X-API-Key"] = self.api_key
             if self.vm_name:
                 headers["X-Container-Name"] = self.vm_name
-            
+
             # Send the request
             async with aiohttp.ClientSession() as session:
-                async with session.post(
-                    self.rest_uri,
-                    json=payload,
-                    headers=headers
-                ) as response:
+                async with session.post(self.rest_uri, json=payload, headers=headers) as response:
                     # Get the response text
                     response_text = await response.text()
-                    
+
                     # Trim whitespace
                     response_text = response_text.strip()
-                    
+
                     # Check if it starts with "data: "
                     if response_text.startswith("data: "):
                         # Extract everything after "data: "
@@ -758,38 +808,39 @@ class GenericComputerInterface(BaseComputerInterface):
                             return {
                                 "success": False,
                                 "error": "Server returned malformed response",
-                                "message": response_text
+                                "message": response_text,
                             }
                     else:
                         # Return error response
                         return {
                             "success": False,
                             "error": "Server returned malformed response",
-                            "message": response_text
+                            "message": response_text,
                         }
-                        
+
         except Exception as e:
-            return {
-                "success": False,
-                "error": "Request failed",
-                "message": str(e)
-            }
+            return {"success": False, "error": "Request failed", "message": str(e)}
 
     async def _send_command(self, command: str, params: Optional[Dict] = None) -> Dict[str, Any]:
         """Send command using REST API with WebSocket fallback."""
         # Try REST API first
         result = await self._send_command_rest(command, params)
-        
+
         # If REST failed with "Request failed", try WebSocket as fallback
-        if not result.get("success", True) and (result.get("error") == "Request failed" or result.get("error") == "Server returned malformed response"):
-            self.logger.warning(f"REST API failed for command '{command}', trying WebSocket fallback")
+        if not result.get("success", True) and (
+            result.get("error") == "Request failed"
+            or result.get("error") == "Server returned malformed response"
+        ):
+            self.logger.warning(
+                f"REST API failed for command '{command}', trying WebSocket fallback"
+            )
             try:
                 return await self._send_command_ws(command, params)
             except Exception as e:
                 self.logger.error(f"WebSocket fallback also failed: {e}")
                 # Return the original REST error
                 return result
-        
+
         return result
 
     async def wait_for_ready(self, timeout: int = 60, interval: float = 1.0):
@@ -800,7 +851,9 @@ class GenericComputerInterface(BaseComputerInterface):
             result = await self._send_command_rest("version", {})
             assert result.get("success", True)
         except Exception as e:
-            self.logger.debug(f"REST API failed for command 'version', trying WebSocket fallback: {e}")
+            self.logger.debug(
+                f"REST API failed for command 'version', trying WebSocket fallback: {e}"
+            )
             try:
                 await self._wait_for_ready_ws(timeout, interval)
                 return
@@ -949,7 +1002,7 @@ class GenericComputerInterface(BaseComputerInterface):
         # if self._ws:
         #     asyncio.create_task(self._ws.close())
         #     self._ws = None
-    
+
     def force_close(self):
         """Force close the WebSocket connection.
 
@@ -962,4 +1015,3 @@ class GenericComputerInterface(BaseComputerInterface):
         if self._ws:
             asyncio.create_task(self._ws.close())
             self._ws = None
-
diff --git a/libs/python/computer/computer/interface/linux.py b/libs/python/computer/computer/interface/linux.py
index 174fe07a..9e5a3c9b 100644
--- a/libs/python/computer/computer/interface/linux.py
+++ b/libs/python/computer/computer/interface/linux.py
@@ -1,8 +1,19 @@
 from typing import Optional
+
 from .generic import GenericComputerInterface
 
+
 class LinuxComputerInterface(GenericComputerInterface):
     """Interface for Linux."""
 
-    def __init__(self, ip_address: str, username: str = "lume", password: str = "lume", api_key: Optional[str] = None, vm_name: Optional[str] = None):
-        super().__init__(ip_address, username, password, api_key, vm_name, "computer.interface.linux")
+    def __init__(
+        self,
+        ip_address: str,
+        username: str = "lume",
+        password: str = "lume",
+        api_key: Optional[str] = None,
+        vm_name: Optional[str] = None,
+    ):
+        super().__init__(
+            ip_address, username, password, api_key, vm_name, "computer.interface.linux"
+        )
diff --git a/libs/python/computer/computer/interface/macos.py b/libs/python/computer/computer/interface/macos.py
index f4d03a52..6dcf8a1b 100644
--- a/libs/python/computer/computer/interface/macos.py
+++ b/libs/python/computer/computer/interface/macos.py
@@ -1,12 +1,25 @@
-from .generic import GenericComputerInterface
 from typing import Optional
 
+from .generic import GenericComputerInterface
+
+
 class MacOSComputerInterface(GenericComputerInterface):
     """Interface for macOS."""
 
-    def __init__(self, ip_address: str, username: str = "lume", password: str = "lume", api_key: Optional[str] = None, vm_name: Optional[str] = None):
-        super().__init__(ip_address, username, password, api_key, vm_name, "computer.interface.macos")
+    def __init__(
+        self,
+        ip_address: str,
+        username: str = "lume",
+        password: str = "lume",
+        api_key: Optional[str] = None,
+        vm_name: Optional[str] = None,
+    ):
+        super().__init__(
+            ip_address, username, password, api_key, vm_name, "computer.interface.macos"
+        )
 
     async def diorama_cmd(self, action: str, arguments: Optional[dict] = None) -> dict:
         """Send a diorama command to the server (macOS only)."""
-        return await self._send_command("diorama_cmd", {"action": action, "arguments": arguments or {}})
\ No newline at end of file
+        return await self._send_command(
+            "diorama_cmd", {"action": action, "arguments": arguments or {}}
+        )
diff --git a/libs/python/computer/computer/interface/models.py b/libs/python/computer/computer/interface/models.py
index 223ac321..bbba789a 100644
--- a/libs/python/computer/computer/interface/models.py
+++ b/libs/python/computer/computer/interface/models.py
@@ -1,136 +1,145 @@
-from enum import Enum
-from typing import Dict, List, Any, TypedDict, Union, Literal
 from dataclasses import dataclass
+from enum import Enum
+from typing import Any, Dict, List, Literal, TypedDict, Union
+
 
 @dataclass
 class CommandResult:
     stdout: str
-    stderr: str  
+    stderr: str
     returncode: int
-    
+
     def __init__(self, stdout: str, stderr: str, returncode: int):
         self.stdout = stdout
         self.stderr = stderr
         self.returncode = returncode
 
+
 # Navigation key literals
-NavigationKey = Literal['pagedown', 'pageup', 'home', 'end', 'left', 'right', 'up', 'down']
+NavigationKey = Literal["pagedown", "pageup", "home", "end", "left", "right", "up", "down"]
 
 # Special key literals
-SpecialKey = Literal['enter', 'esc', 'tab', 'space', 'backspace', 'del']
+SpecialKey = Literal["enter", "esc", "tab", "space", "backspace", "del"]
 
 # Modifier key literals
-ModifierKey = Literal['ctrl', 'alt', 'shift', 'win', 'command', 'option']
+ModifierKey = Literal["ctrl", "alt", "shift", "win", "command", "option"]
 
 # Function key literals
-FunctionKey = Literal['f1', 'f2', 'f3', 'f4', 'f5', 'f6', 'f7', 'f8', 'f9', 'f10', 'f11', 'f12']
+FunctionKey = Literal["f1", "f2", "f3", "f4", "f5", "f6", "f7", "f8", "f9", "f10", "f11", "f12"]
+
 
 class Key(Enum):
     """Keyboard keys that can be used with press_key.
-    
+
     These key names map to PyAutoGUI's expected key names.
     """
+
     # Navigation
-    PAGE_DOWN = 'pagedown'
-    PAGE_UP = 'pageup'
-    HOME = 'home'
-    END = 'end'
-    LEFT = 'left'
-    RIGHT = 'right'
-    UP = 'up'
-    DOWN = 'down'
-    
+    PAGE_DOWN = "pagedown"
+    PAGE_UP = "pageup"
+    HOME = "home"
+    END = "end"
+    LEFT = "left"
+    RIGHT = "right"
+    UP = "up"
+    DOWN = "down"
+
     # Special keys
-    RETURN = 'enter'
-    ENTER = 'enter'
-    ESCAPE = 'esc'
-    ESC = 'esc'
-    TAB = 'tab'
-    SPACE = 'space'
-    BACKSPACE = 'backspace'
-    DELETE = 'del'
-    
+    RETURN = "enter"
+    ENTER = "enter"
+    ESCAPE = "esc"
+    ESC = "esc"
+    TAB = "tab"
+    SPACE = "space"
+    BACKSPACE = "backspace"
+    DELETE = "del"
+
     # Modifier keys
-    ALT = 'alt'
-    CTRL = 'ctrl'
-    SHIFT = 'shift'
-    WIN = 'win'
-    COMMAND = 'command'
-    OPTION = 'option'
-    
+    ALT = "alt"
+    CTRL = "ctrl"
+    SHIFT = "shift"
+    WIN = "win"
+    COMMAND = "command"
+    OPTION = "option"
+
     # Function keys
-    F1 = 'f1'
-    F2 = 'f2'
-    F3 = 'f3'
-    F4 = 'f4'
-    F5 = 'f5'
-    F6 = 'f6'
-    F7 = 'f7'
-    F8 = 'f8'
-    F9 = 'f9'
-    F10 = 'f10'
-    F11 = 'f11'
-    F12 = 'f12'
+    F1 = "f1"
+    F2 = "f2"
+    F3 = "f3"
+    F4 = "f4"
+    F5 = "f5"
+    F6 = "f6"
+    F7 = "f7"
+    F8 = "f8"
+    F9 = "f9"
+    F10 = "f10"
+    F11 = "f11"
+    F12 = "f12"
 
     @classmethod
-    def from_string(cls, key: str) -> 'Key | str':
+    def from_string(cls, key: str) -> "Key | str":
         """Convert a string key name to a Key enum value.
-        
+
         Args:
             key: String key name to convert
-            
+
         Returns:
             Key enum value if the string matches a known key,
             otherwise returns the original string for single character keys
         """
         # Map common alternative names to enum values
         key_mapping = {
-            'page_down': cls.PAGE_DOWN,
-            'page down': cls.PAGE_DOWN,
-            'pagedown': cls.PAGE_DOWN,
-            'page_up': cls.PAGE_UP,
-            'page up': cls.PAGE_UP,
-            'pageup': cls.PAGE_UP,
-            'return': cls.RETURN,
-            'enter': cls.ENTER,
-            'escape': cls.ESCAPE,
-            'esc': cls.ESC,
-            'delete': cls.DELETE,
-            'del': cls.DELETE,
+            "page_down": cls.PAGE_DOWN,
+            "page down": cls.PAGE_DOWN,
+            "pagedown": cls.PAGE_DOWN,
+            "page_up": cls.PAGE_UP,
+            "page up": cls.PAGE_UP,
+            "pageup": cls.PAGE_UP,
+            "return": cls.RETURN,
+            "enter": cls.ENTER,
+            "escape": cls.ESCAPE,
+            "esc": cls.ESC,
+            "delete": cls.DELETE,
+            "del": cls.DELETE,
             # Modifier key mappings
-            'alt': cls.ALT,
-            'ctrl': cls.CTRL,
-            'control': cls.CTRL,
-            'shift': cls.SHIFT,
-            'win': cls.WIN,
-            'windows': cls.WIN,
-            'super': cls.WIN,
-            'command': cls.COMMAND,
-            'cmd': cls.COMMAND,
-            '⌘': cls.COMMAND,
-            'option': cls.OPTION,
-            '⌥': cls.OPTION,
+            "alt": cls.ALT,
+            "ctrl": cls.CTRL,
+            "control": cls.CTRL,
+            "shift": cls.SHIFT,
+            "win": cls.WIN,
+            "windows": cls.WIN,
+            "super": cls.WIN,
+            "command": cls.COMMAND,
+            "cmd": cls.COMMAND,
+            "⌘": cls.COMMAND,
+            "option": cls.OPTION,
+            "⌥": cls.OPTION,
         }
-        
+
         normalized = key.lower().strip()
         return key_mapping.get(normalized, key)
 
+
 # Combined key type
 KeyType = Union[Key, NavigationKey, SpecialKey, ModifierKey, FunctionKey, str]
 
 # Key type for mouse actions
-MouseButton = Literal['left', 'right', 'middle']
+MouseButton = Literal["left", "right", "middle"]
+
 
 class AccessibilityWindow(TypedDict):
     """Information about a window in the accessibility tree."""
+
     app_name: str
     pid: int
     frontmost: bool
     has_windows: bool
     windows: List[Dict[str, Any]]
 
+
 class AccessibilityTree(TypedDict):
     """Complete accessibility tree information."""
+
     success: bool
     frontmost_application: str
-    windows: List[AccessibilityWindow] 
\ No newline at end of file
+    windows: List[AccessibilityWindow]
diff --git a/libs/python/computer/computer/interface/windows.py b/libs/python/computer/computer/interface/windows.py
index a874d359..558ad749 100644
--- a/libs/python/computer/computer/interface/windows.py
+++ b/libs/python/computer/computer/interface/windows.py
@@ -1,8 +1,19 @@
 from typing import Optional
+
 from .generic import GenericComputerInterface
 
+
 class WindowsComputerInterface(GenericComputerInterface):
     """Interface for Windows."""
 
-    def __init__(self, ip_address: str, username: str = "lume", password: str = "lume", api_key: Optional[str] = None, vm_name: Optional[str] = None):
-        super().__init__(ip_address, username, password, api_key, vm_name, "computer.interface.windows")
+    def __init__(
+        self,
+        ip_address: str,
+        username: str = "lume",
+        password: str = "lume",
+        api_key: Optional[str] = None,
+        vm_name: Optional[str] = None,
+    ):
+        super().__init__(
+            ip_address, username, password, api_key, vm_name, "computer.interface.windows"
+        )
diff --git a/libs/python/computer/computer/models.py b/libs/python/computer/computer/models.py
index 5ead143f..beb0e65a 100644
--- a/libs/python/computer/computer/models.py
+++ b/libs/python/computer/computer/models.py
@@ -1,27 +1,33 @@
 """Models for computer configuration."""
 
 from dataclasses import dataclass
-from typing import Optional, Any, Dict
+from typing import Any, Dict, Optional
 
 # Import base provider interface
 from .providers.base import BaseVMProvider
 
+
 @dataclass
 class Display:
     """Display configuration."""
+
     width: int
     height: int
 
+
 @dataclass
 class Image:
     """VM image configuration."""
+
     image: str
     tag: str
     name: str
 
+
 @dataclass
 class Computer:
     """Computer configuration."""
+
     image: str
     tag: str
     name: str
@@ -29,13 +35,13 @@ class Computer:
     memory: str
     cpu: str
     vm_provider: Optional[BaseVMProvider] = None
-    
+
     # @property   # Remove the property decorator
     async def get_ip(self) -> Optional[str]:
         """Get the IP address of the VM."""
         if not self.vm_provider:
             return None
-            
+
         vm = await self.vm_provider.get_vm(self.name)
         # Handle both object attribute and dictionary access for ip_address
         if vm:
@@ -44,4 +50,4 @@ class Computer:
             else:
                 # Access as attribute for object-based return values
                 return getattr(vm, "ip_address", None)
-        return None
\ No newline at end of file
+        return None
diff --git a/libs/python/computer/computer/providers/base.py b/libs/python/computer/computer/providers/base.py
index 0c36c913..a32988bd 100644
--- a/libs/python/computer/computer/providers/base.py
+++ b/libs/python/computer/computer/providers/base.py
@@ -2,13 +2,14 @@
 
 import abc
 from enum import StrEnum
-from typing import Dict, Optional, Any, AsyncContextManager
+from typing import Any, AsyncContextManager, Dict, Optional
 
 from .types import ListVMsResponse
 
 
 class VMProviderType(StrEnum):
     """Enum of supported VM provider types."""
+
     LUME = "lume"
     LUMIER = "lumier"
     CLOUD = "cloud"
@@ -19,30 +20,30 @@ class VMProviderType(StrEnum):
 
 class BaseVMProvider(AsyncContextManager):
     """Base interface for VM providers.
-    
+
     All VM provider implementations must implement this interface.
     """
-    
+
     @property
     @abc.abstractmethod
     def provider_type(self) -> VMProviderType:
         """Get the provider type."""
         pass
-        
+
     @abc.abstractmethod
     async def get_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Get VM information by name.
-        
+
         Args:
             name: Name of the VM to get information for
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-        
+
         Returns:
             Dictionary with VM information including status, IP address, etc.
         """
         pass
-        
+
     @abc.abstractmethod
     async def list_vms(self) -> ListVMsResponse:
         """List all available VMs.
@@ -52,76 +53,80 @@ class BaseVMProvider(AsyncContextManager):
             `computer.providers.types.MinimalVM`.
         """
         pass
-        
+
     @abc.abstractmethod
-    async def run_vm(self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+    async def run_vm(
+        self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Run a VM by name with the given options.
-        
+
         Args:
             image: Name/tag of the image to use
             name: Name of the VM to run
             run_opts: Dictionary of run options (memory, cpu, etc.)
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-        
+
         Returns:
             Dictionary with VM run status and information
         """
         pass
-        
+
     @abc.abstractmethod
     async def stop_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Stop a VM by name.
-        
+
         Args:
             name: Name of the VM to stop
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-        
+
         Returns:
             Dictionary with VM stop status and information
         """
         pass
-        
+
     @abc.abstractmethod
     async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Restart a VM by name.
-        
+
         Args:
             name: Name of the VM to restart
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-        
+
         Returns:
             Dictionary with VM restart status and information
         """
         pass
-        
+
     @abc.abstractmethod
-    async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+    async def update_vm(
+        self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Update VM configuration.
-        
+
         Args:
             name: Name of the VM to update
             update_opts: Dictionary of update options (memory, cpu, etc.)
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-        
+
         Returns:
             Dictionary with VM update status and information
         """
         pass
-        
+
     @abc.abstractmethod
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.
-        
+
         Args:
             name: Name of the VM to get the IP for
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
             retry_delay: Delay between retries in seconds (default: 2)
-            
+
         Returns:
             IP address of the VM when it becomes available
         """
diff --git a/libs/python/computer/computer/providers/cloud/provider.py b/libs/python/computer/computer/providers/cloud/provider.py
index 5e4e7c51..7d479686 100644
--- a/libs/python/computer/computer/providers/cloud/provider.py
+++ b/libs/python/computer/computer/providers/cloud/provider.py
@@ -9,7 +9,7 @@ Implements the following public API endpoints:
 """
 
 import logging
-from typing import Dict, List, Optional, Any
+from typing import Any, Dict, List, Optional
 
 from ..base import BaseVMProvider, VMProviderType
 from ..types import ListVMsResponse, MinimalVM
@@ -18,15 +18,17 @@ from ..types import ListVMsResponse, MinimalVM
 logger = logging.getLogger(__name__)
 
 import asyncio
-import aiohttp
-from urllib.parse import urlparse
 import os
+from urllib.parse import urlparse
 
+import aiohttp
 
 DEFAULT_API_BASE = os.getenv("CUA_API_BASE", "https://api.cua.ai")
 
+
 class CloudProvider(BaseVMProvider):
     """Cloud VM Provider implementation."""
+
     def __init__(
         self,
         api_key: str,
@@ -123,9 +125,9 @@ class CloudProvider(BaseVMProvider):
                                     vm["api_url"] = f"https://{host}:8443"
                                 # vnc_url: only when password available
                                 if not vm.get("vnc_url") and isinstance(password, str) and password:
-                                    vm[
-                                        "vnc_url"
-                                    ] = f"https://{host}/vnc.html?autoconnect=true&password={password}"
+                                    vm["vnc_url"] = (
+                                        f"https://{host}/vnc.html?autoconnect=true&password={password}"
+                                    )
                             enriched.append(vm)
                         return enriched  # type: ignore[return-value]
                     logger.warning("Unexpected response for list_vms; expected list")
@@ -138,7 +140,13 @@ class CloudProvider(BaseVMProvider):
                     logger.error(f"list_vms failed: HTTP {resp.status} - {text}")
                     return []
 
-    async def run_vm(self, name: str, image: Optional[str] = None, run_opts: Optional[Dict[str, Any]] = None, storage: Optional[str] = None) -> Dict[str, Any]:
+    async def run_vm(
+        self,
+        name: str,
+        image: Optional[str] = None,
+        run_opts: Optional[Dict[str, Any]] = None,
+        storage: Optional[str] = None,
+    ) -> Dict[str, Any]:
         """Start a VM via public API. Returns a minimal status."""
         url = f"{self.api_base}/v1/vms/{name}/start"
         headers = {
@@ -209,11 +217,19 @@ class CloudProvider(BaseVMProvider):
                     text = await resp.text()
                     return {"name": name, "status": "error", "message": text}
 
-    async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+    async def update_vm(
+        self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         logger.warning("CloudProvider.update_vm is not implemented via public API")
-        return {"name": name, "status": "unchanged", "message": "update_vm not supported by public API"}
+        return {
+            "name": name,
+            "status": "unchanged",
+            "message": "update_vm not supported by public API",
+        }
 
-    async def get_ip(self, name: Optional[str] = None, storage: Optional[str] = None, retry_delay: int = 2) -> str:
+    async def get_ip(
+        self, name: Optional[str] = None, storage: Optional[str] = None, retry_delay: int = 2
+    ) -> str:
         """
         Return the VM's IP address as '{container_name}.containers.cloud.trycua.com'.
         Uses the provided 'name' argument (the VM name requested by the caller),
diff --git a/libs/python/computer/computer/providers/docker/__init__.py b/libs/python/computer/computer/providers/docker/__init__.py
index 048f526c..64e42609 100644
--- a/libs/python/computer/computer/providers/docker/__init__.py
+++ b/libs/python/computer/computer/providers/docker/__init__.py
@@ -5,6 +5,7 @@ from .provider import DockerProvider
 # Check if Docker is available
 try:
     import subprocess
+
     subprocess.run(["docker", "--version"], capture_output=True, check=True)
     HAS_DOCKER = True
 except (subprocess.SubprocessError, FileNotFoundError):
diff --git a/libs/python/computer/computer/providers/docker/provider.py b/libs/python/computer/computer/providers/docker/provider.py
index 97622a29..f133d771 100644
--- a/libs/python/computer/computer/providers/docker/provider.py
+++ b/libs/python/computer/computer/providers/docker/provider.py
@@ -6,13 +6,13 @@ Linux VMs with computer-server. It handles VM lifecycle operations through Docke
 commands and container management.
 """
 
-import logging
-import json
 import asyncio
-from typing import Dict, List, Optional, Any
+import json
+import logging
+import re
 import subprocess
 import time
-import re
+from typing import Any, Dict, List, Optional
 
 from ..base import BaseVMProvider, VMProviderType
 
@@ -30,11 +30,11 @@ except (subprocess.SubprocessError, FileNotFoundError):
 class DockerProvider(BaseVMProvider):
     """
     Docker VM Provider implementation using Docker containers.
-    
+
     This provider uses Docker to run containers with the CUA Ubuntu image
     that includes computer-server for remote computer use.
     """
-    
+
     def __init__(
         self,
         port: Optional[int] = 8000,
@@ -80,7 +80,7 @@ class DockerProvider(BaseVMProvider):
 
         # Detect image type and configure user directory accordingly
         self._detect_image_config()
-        
+
     def _detect_image_config(self):
         """Detect image type and configure paths accordingly."""
         # Detect if this is a docker-xfce image or Kasm image
@@ -98,10 +98,10 @@ class DockerProvider(BaseVMProvider):
     def provider_type(self) -> VMProviderType:
         """Return the provider type."""
         return VMProviderType.DOCKER
-    
+
     def _parse_memory(self, memory_str: str) -> str:
         """Parse memory string to Docker format.
-        
+
         Examples:
             "8GB" -> "8g"
             "1024MB" -> "1024m"
@@ -109,31 +109,31 @@ class DockerProvider(BaseVMProvider):
         """
         if isinstance(memory_str, int):
             return f"{memory_str}m"
-            
+
         if isinstance(memory_str, str):
             # Extract number and unit
             match = re.match(r"(\d+)([A-Za-z]*)", memory_str)
             if match:
                 value, unit = match.groups()
                 unit = unit.upper()
-                
+
                 if unit == "GB" or unit == "G":
                     return f"{value}g"
                 elif unit == "MB" or unit == "M" or unit == "":
                     return f"{value}m"
-                    
+
         # Default fallback
         logger.warning(f"Could not parse memory string '{memory_str}', using 4g default")
         return "4g"  # Default to 4GB
-    
+
     async def get_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Get VM information by name.
-        
+
         Args:
             name: Name of the VM to get information for
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-        
+
         Returns:
             Dictionary with VM information including status, IP address, etc.
         """
@@ -141,7 +141,7 @@ class DockerProvider(BaseVMProvider):
             # Check if container exists and get its status
             cmd = ["docker", "inspect", name]
             result = subprocess.run(cmd, capture_output=True, text=True)
-            
+
             if result.returncode != 0:
                 # Container doesn't exist
                 return {
@@ -150,14 +150,14 @@ class DockerProvider(BaseVMProvider):
                     "ip_address": None,
                     "ports": {},
                     "image": self.image,
-                    "provider": "docker"
+                    "provider": "docker",
                 }
-            
+
             # Parse container info
             container_info = json.loads(result.stdout)[0]
             state = container_info["State"]
             network_settings = container_info["NetworkSettings"]
-            
+
             # Determine status
             if state["Running"]:
                 status = "running"
@@ -165,7 +165,7 @@ class DockerProvider(BaseVMProvider):
                 status = "paused"
             else:
                 status = "stopped"
-            
+
             # Get IP address
             ip_address = network_settings.get("IPAddress", "")
             if not ip_address and "Networks" in network_settings:
@@ -174,7 +174,7 @@ class DockerProvider(BaseVMProvider):
                     if network_info.get("IPAddress"):
                         ip_address = network_info["IPAddress"]
                         break
-            
+
             # Get port mappings
             ports = {}
             if "Ports" in network_settings and network_settings["Ports"]:
@@ -187,7 +187,7 @@ class DockerProvider(BaseVMProvider):
                             if mapping.get("HostPort"):
                                 ports[container_port] = mapping["HostPort"]
                                 break  # Use the first valid mapping
-            
+
             return {
                 "name": name,
                 "status": status,
@@ -199,47 +199,46 @@ class DockerProvider(BaseVMProvider):
                 "created": container_info["Created"],
                 "started": state.get("StartedAt", ""),
             }
-            
+
         except Exception as e:
             logger.error(f"Error getting VM info for {name}: {e}")
             import traceback
+
             traceback.print_exc()
-            return {
-                "name": name,
-                "status": "error",
-                "error": str(e),
-                "provider": "docker"
-            }
-    
+            return {"name": name, "status": "error", "error": str(e), "provider": "docker"}
+
     async def list_vms(self) -> List[Dict[str, Any]]:
         """List all Docker containers managed by this provider."""
         try:
             # List all containers (running and stopped) with the CUA image
             cmd = ["docker", "ps", "-a", "--filter", f"ancestor={self.image}", "--format", "json"]
             result = subprocess.run(cmd, capture_output=True, text=True, check=True)
-            
+
             containers = []
             if result.stdout.strip():
-                for line in result.stdout.strip().split('\n'):
+                for line in result.stdout.strip().split("\n"):
                     if line.strip():
                         container_data = json.loads(line)
                         vm_info = await self.get_vm(container_data["Names"])
                         containers.append(vm_info)
-            
+
             return containers
-            
+
         except subprocess.CalledProcessError as e:
             logger.error(f"Error listing containers: {e.stderr}")
             return []
         except Exception as e:
             logger.error(f"Error listing VMs: {e}")
             import traceback
+
             traceback.print_exc()
             return []
-    
-    async def run_vm(self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+
+    async def run_vm(
+        self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Run a VM with the given options.
-        
+
         Args:
             image: Name/tag of the Docker image to use
             name: Name of the container to run
@@ -248,7 +247,7 @@ class DockerProvider(BaseVMProvider):
                 - cpu: CPU limit (e.g., 2 for 2 cores)
                 - vnc_port: Specific port for VNC interface
                 - api_port: Specific port for computer-server API
-        
+
         Returns:
             Dictionary with VM status information
         """
@@ -263,36 +262,36 @@ class DockerProvider(BaseVMProvider):
                 logger.info(f"Starting existing container {name}")
                 start_cmd = ["docker", "start", name]
                 result = subprocess.run(start_cmd, capture_output=True, text=True, check=True)
-                
+
                 # Wait for container to be ready
                 await self._wait_for_container_ready(name)
                 return await self.get_vm(name, storage)
-            
+
             # Use provided image or default
             docker_image = image if image != "default" else self.image
-            
+
             # Build docker run command
             cmd = ["docker", "run", "-d", "--name", name]
-            
+
             # Add memory limit if specified
             if "memory" in run_opts:
                 memory_limit = self._parse_memory(run_opts["memory"])
                 cmd.extend(["--memory", memory_limit])
-            
+
             # Add CPU limit if specified
             if "cpu" in run_opts:
                 cpu_count = str(run_opts["cpu"])
                 cmd.extend(["--cpus", cpu_count])
-            
+
             # Add port mappings
             vnc_port = run_opts.get("vnc_port", self.vnc_port)
             api_port = run_opts.get("api_port", self.api_port)
-            
+
             if vnc_port:
                 cmd.extend(["-p", f"{vnc_port}:6901"])  # VNC port
             if api_port:
                 cmd.extend(["-p", f"{api_port}:8000"])  # computer-server API port
-            
+
             # Add volume mounts if storage is specified
             storage_path = storage or self.storage
             if storage_path and storage_path != "ephemeral":
@@ -303,66 +302,56 @@ class DockerProvider(BaseVMProvider):
             if self.shared_path:
                 # Mount shared directory using detected home directory
                 cmd.extend(["-v", f"{self.shared_path}:{self._home_dir}/shared"])
-            
+
             # Add environment variables
             cmd.extend(["-e", "VNC_PW=password"])  # Set VNC password
             cmd.extend(["-e", "VNCOPTIONS=-disableBasicAuth"])  # Disable VNC basic auth
-            
+
             # Add the image
             cmd.append(docker_image)
-            
+
             logger.info(f"Running Docker container with command: {' '.join(cmd)}")
-            
+
             # Run the container
             result = subprocess.run(cmd, capture_output=True, text=True, check=True)
             container_id = result.stdout.strip()
-            
+
             logger.info(f"Container {name} started with ID: {container_id[:12]}")
-            
+
             # Store container info
             self._container_id = container_id
             self._running_containers[name] = container_id
-            
+
             # Wait for container to be ready
             await self._wait_for_container_ready(name)
-            
+
             # Return VM info
             vm_info = await self.get_vm(name, storage)
             vm_info["container_id"] = container_id[:12]
-            
+
             return vm_info
-            
+
         except subprocess.CalledProcessError as e:
             error_msg = f"Failed to run container {name}: {e.stderr}"
             logger.error(error_msg)
-            return {
-                "name": name,
-                "status": "error",
-                "error": error_msg,
-                "provider": "docker"
-            }
+            return {"name": name, "status": "error", "error": error_msg, "provider": "docker"}
         except Exception as e:
             error_msg = f"Error running VM {name}: {e}"
             logger.error(error_msg)
-            return {
-                "name": name,
-                "status": "error",
-                "error": error_msg,
-                "provider": "docker"
-            }
-    
+            return {"name": name, "status": "error", "error": error_msg, "provider": "docker"}
+
     async def _wait_for_container_ready(self, container_name: str, timeout: int = 60) -> bool:
         """Wait for the Docker container to be fully ready.
-        
+
         Args:
             container_name: Name of the Docker container to check
             timeout: Maximum time to wait in seconds (default: 60 seconds)
-            
+
         Returns:
             True if the container is running and ready
         """
         logger.info(f"Waiting for container {container_name} to be ready...")
-        
+
         start_time = time.time()
         while time.time() - start_time < timeout:
             try:
@@ -370,100 +359,94 @@ class DockerProvider(BaseVMProvider):
                 vm_info = await self.get_vm(container_name)
                 if vm_info["status"] == "running":
                     logger.info(f"Container {container_name} is running")
-                    
+
                     # Additional check: try to connect to computer-server API
                     # This is optional - we'll just wait a bit more for services to start
                     await asyncio.sleep(5)
                     return True
-                    
+
             except Exception as e:
                 logger.debug(f"Container {container_name} not ready yet: {e}")
-            
+
             await asyncio.sleep(2)
-        
+
         logger.warning(f"Container {container_name} did not become ready within {timeout} seconds")
         return False
-    
+
     async def stop_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Stop a running VM by stopping the Docker container."""
         try:
             logger.info(f"Stopping container {name}")
-            
+
             # Stop the container
             cmd = ["docker", "stop", name]
             result = subprocess.run(cmd, capture_output=True, text=True, check=True)
-            
+
             # Remove from running containers tracking
             if name in self._running_containers:
                 del self._running_containers[name]
-            
+
             logger.info(f"Container {name} stopped successfully")
-            
+
             return {
                 "name": name,
                 "status": "stopped",
                 "message": "Container stopped successfully",
-                "provider": "docker"
+                "provider": "docker",
             }
-            
+
         except subprocess.CalledProcessError as e:
             error_msg = f"Failed to stop container {name}: {e.stderr}"
             logger.error(error_msg)
-            return {
-                "name": name,
-                "status": "error",
-                "error": error_msg,
-                "provider": "docker"
-            }
+            return {"name": name, "status": "error", "error": error_msg, "provider": "docker"}
         except Exception as e:
             error_msg = f"Error stopping VM {name}: {e}"
             logger.error(error_msg)
-            return {
-                "name": name,
-                "status": "error",
-                "error": error_msg,
-                "provider": "docker"
-            }
-    
+            return {"name": name, "status": "error", "error": error_msg, "provider": "docker"}
+
     async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         raise NotImplementedError("DockerProvider does not support restarting VMs.")
 
-    async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+    async def update_vm(
+        self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Update VM configuration.
-        
-        Note: Docker containers cannot be updated while running. 
+
+        Note: Docker containers cannot be updated while running.
         This method will return an error suggesting to recreate the container.
         """
         return {
             "name": name,
             "status": "error",
             "error": "Docker containers cannot be updated while running. Please stop and recreate the container with new options.",
-            "provider": "docker"
+            "provider": "docker",
         }
-    
+
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.
-        
+
         Args:
             name: Name of the VM to get the IP for
             storage: Optional storage path override
             retry_delay: Delay between retries in seconds (default: 2)
-            
+
         Returns:
             IP address of the VM when it becomes available
         """
         logger.info(f"Getting IP address for container {name}")
-        
+
         total_attempts = 0
         while True:
             total_attempts += 1
-            
+
             try:
                 vm_info = await self.get_vm(name, storage)
-                
+
                 if vm_info["status"] == "error":
-                    raise Exception(f"VM is in error state: {vm_info.get('error', 'Unknown error')}")
-                
+                    raise Exception(
+                        f"VM is in error state: {vm_info.get('error', 'Unknown error')}"
+                    )
+
                 # TODO: for now, return localhost
                 # it seems the docker container is not accessible from the host
                 # on WSL2, unless you port forward? not sure
@@ -476,40 +459,42 @@ class DockerProvider(BaseVMProvider):
                 if ip and ip != "unknown" and not ip.startswith("0.0.0.0"):
                     logger.info(f"Got valid container IP address: {ip}")
                     return ip
-                    
+
                 # For Docker containers, we can also use localhost if ports are mapped
                 if vm_info["status"] == "running" and vm_info.get("ports"):
-                    logger.info(f"Container is running with port mappings, using localhost")
+                    logger.info("Container is running with port mappings, using localhost")
                     return "127.0.0.1"
-                
+
                 # Check the container status
                 status = vm_info.get("status", "unknown")
-                
+
                 if status == "stopped":
                     logger.info(f"Container status is {status}, but still waiting for it to start")
                 elif status != "running":
                     logger.info(f"Container is not running yet (status: {status}). Waiting...")
                 else:
                     logger.info("Container is running but no valid IP address yet. Waiting...")
-                
+
             except Exception as e:
                 logger.warning(f"Error getting container {name} IP: {e}, continuing to wait...")
-                
+
             # Wait before next retry
             await asyncio.sleep(retry_delay)
-            
+
             # Add progress log every 10 attempts
             if total_attempts % 10 == 0:
-                logger.info(f"Still waiting for container {name} IP after {total_attempts} attempts...")
-    
+                logger.info(
+                    f"Still waiting for container {name} IP after {total_attempts} attempts..."
+                )
+
     async def __aenter__(self):
         """Async context manager entry."""
         logger.debug("Entering DockerProvider context")
         return self
-        
+
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         """Async context manager exit.
-        
+
         This method handles cleanup of running containers if needed.
         """
         logger.debug(f"Exiting DockerProvider context, handling exceptions: {exc_type}")
diff --git a/libs/python/computer/computer/providers/factory.py b/libs/python/computer/computer/providers/factory.py
index b95c2c61..634b4293 100644
--- a/libs/python/computer/computer/providers/factory.py
+++ b/libs/python/computer/computer/providers/factory.py
@@ -1,7 +1,7 @@
 """Factory for creating VM providers."""
 
 import logging
-from typing import Dict, Optional, Any, Type, Union
+from typing import Any, Dict, Optional, Type, Union
 
 from .base import BaseVMProvider, VMProviderType
 
@@ -26,7 +26,7 @@ class VMProviderFactory:
         **kwargs,
     ) -> BaseVMProvider:
         """Create a VM provider of the specified type.
-        
+
         Args:
             provider_type: Type of VM provider to create
             port: Port for the API server
@@ -38,10 +38,10 @@ class VMProviderFactory:
             verbose: Enable verbose logging
             ephemeral: Use ephemeral (temporary) storage
             noVNC_port: Specific port for noVNC interface (for Lumier provider)
-            
+
         Returns:
             An instance of the requested VM provider
-            
+
         Raises:
             ImportError: If the required dependencies for the provider are not installed
             ValueError: If the provider type is not supported
@@ -52,21 +52,18 @@ class VMProviderFactory:
                 provider_type = VMProviderType(provider_type.lower())
             except ValueError:
                 provider_type = VMProviderType.UNKNOWN
-        
+
         if provider_type == VMProviderType.LUME:
             try:
-                from .lume import LumeProvider, HAS_LUME
+                from .lume import HAS_LUME, LumeProvider
+
                 if not HAS_LUME:
                     raise ImportError(
                         "The pylume package is required for LumeProvider. "
                         "Please install it with 'pip install cua-computer[lume]'"
                     )
                 return LumeProvider(
-                    port=port,
-                    host=host,
-                    storage=storage,
-                    verbose=verbose,
-                    ephemeral=ephemeral
+                    port=port, host=host, storage=storage, verbose=verbose, ephemeral=ephemeral
                 )
             except ImportError as e:
                 logger.error(f"Failed to import LumeProvider: {e}")
@@ -76,7 +73,8 @@ class VMProviderFactory:
                 ) from e
         elif provider_type == VMProviderType.LUMIER:
             try:
-                from .lumier import LumierProvider, HAS_LUMIER
+                from .lumier import HAS_LUMIER, LumierProvider
+
                 if not HAS_LUMIER:
                     raise ImportError(
                         "Docker is required for LumierProvider. "
@@ -90,7 +88,7 @@ class VMProviderFactory:
                     image=image or "macos-sequoia-cua:latest",
                     verbose=verbose,
                     ephemeral=ephemeral,
-                    noVNC_port=noVNC_port
+                    noVNC_port=noVNC_port,
                 )
             except ImportError as e:
                 logger.error(f"Failed to import LumierProvider: {e}")
@@ -102,6 +100,7 @@ class VMProviderFactory:
         elif provider_type == VMProviderType.CLOUD:
             try:
                 from .cloud import CloudProvider
+
                 return CloudProvider(
                     verbose=verbose,
                     **kwargs,
@@ -114,7 +113,8 @@ class VMProviderFactory:
                 ) from e
         elif provider_type == VMProviderType.WINSANDBOX:
             try:
-                from .winsandbox import WinSandboxProvider, HAS_WINSANDBOX
+                from .winsandbox import HAS_WINSANDBOX, WinSandboxProvider
+
                 if not HAS_WINSANDBOX:
                     raise ImportError(
                         "pywinsandbox is required for WinSandboxProvider. "
@@ -126,7 +126,7 @@ class VMProviderFactory:
                     storage=storage,
                     verbose=verbose,
                     ephemeral=ephemeral,
-                    **kwargs
+                    **kwargs,
                 )
             except ImportError as e:
                 logger.error(f"Failed to import WinSandboxProvider: {e}")
@@ -136,7 +136,8 @@ class VMProviderFactory:
                 ) from e
         elif provider_type == VMProviderType.DOCKER:
             try:
-                from .docker import DockerProvider, HAS_DOCKER
+                from .docker import HAS_DOCKER, DockerProvider
+
                 if not HAS_DOCKER:
                     raise ImportError(
                         "Docker is required for DockerProvider. "
@@ -150,7 +151,7 @@ class VMProviderFactory:
                     image=image or "trycua/cua-ubuntu:latest",
                     verbose=verbose,
                     ephemeral=ephemeral,
-                    vnc_port=noVNC_port
+                    vnc_port=noVNC_port,
                 )
             except ImportError as e:
                 logger.error(f"Failed to import DockerProvider: {e}")
diff --git a/libs/python/computer/computer/providers/lume/__init__.py b/libs/python/computer/computer/providers/lume/__init__.py
index 8196c49b..70a48a47 100644
--- a/libs/python/computer/computer/providers/lume/__init__.py
+++ b/libs/python/computer/computer/providers/lume/__init__.py
@@ -2,6 +2,7 @@
 
 try:
     from .provider import LumeProvider
+
     HAS_LUME = True
     __all__ = ["LumeProvider"]
 except ImportError:
diff --git a/libs/python/computer/computer/providers/lume/provider.py b/libs/python/computer/computer/providers/lume/provider.py
index d651d2eb..e9b953c9 100644
--- a/libs/python/computer/computer/providers/lume/provider.py
+++ b/libs/python/computer/computer/providers/lume/provider.py
@@ -4,39 +4,40 @@ This provider uses direct curl commands to interact with the Lume API,
 removing the dependency on the pylume Python package.
 """
 
-import os
-import re
 import asyncio
 import json
 import logging
+import os
+import re
 import subprocess
 import urllib.parse
-from typing import Dict, Any, Optional, List, Tuple
+from typing import Any, Dict, List, Optional, Tuple
 
-from ..base import BaseVMProvider, VMProviderType
 from ...logger import Logger, LogLevel
+from ..base import BaseVMProvider, VMProviderType
 from ..lume_api import (
+    HAS_CURL,
     lume_api_get,
+    lume_api_pull,
     lume_api_run,
     lume_api_stop,
     lume_api_update,
-    lume_api_pull,
-    HAS_CURL,
-    parse_memory
+    parse_memory,
 )
 
 # Setup logging
 logger = logging.getLogger(__name__)
 
+
 class LumeProvider(BaseVMProvider):
     """Lume VM provider implementation using direct curl commands.
-    
+
     This provider uses curl to interact with the Lume API server,
     removing the dependency on the pylume Python package.
     """
-    
+
     def __init__(
-        self, 
+        self,
         port: int = 7777,
         host: str = "localhost",
         storage: Optional[str] = None,
@@ -44,7 +45,7 @@ class LumeProvider(BaseVMProvider):
         ephemeral: bool = False,
     ):
         """Initialize the Lume provider.
-        
+
         Args:
             port: Port for the Lume API server (default: 7777)
             host: Host to use for API connections (default: localhost)
@@ -56,42 +57,44 @@ class LumeProvider(BaseVMProvider):
                 "curl is required for LumeProvider. "
                 "Please ensure it is installed and in your PATH."
             )
-            
+
         self.host = host
         self.port = port  # Default port for Lume API
         self.storage = storage
         self.verbose = verbose
         self.ephemeral = ephemeral  # If True, VMs will be deleted after stopping
-        
+
         # Base API URL for Lume API calls
         self.api_base_url = f"http://{self.host}:{self.port}"
-        
+
         self.logger = logging.getLogger(__name__)
-        
+
     @property
     def provider_type(self) -> VMProviderType:
         """Get the provider type."""
         return VMProviderType.LUME
-        
+
     async def __aenter__(self):
         """Enter async context manager."""
         # No initialization needed, just return self
         return self
-        
+
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         """Exit async context manager."""
         # No cleanup needed
         pass
-            
-    def _lume_api_get(self, vm_name: str = "", storage: Optional[str] = None, debug: bool = False) -> Dict[str, Any]:
+
+    def _lume_api_get(
+        self, vm_name: str = "", storage: Optional[str] = None, debug: bool = False
+    ) -> Dict[str, Any]:
         """Get VM information using shared lume_api function.
-        
+
         Args:
             vm_name: Optional name of the VM to get info for.
                      If empty, lists all VMs.
             storage: Optional storage path override. If provided, this will be used instead of self.storage
             debug: Whether to show debug output
-            
+
         Returns:
             Dictionary with VM status information parsed from JSON response
         """
@@ -102,105 +105,105 @@ class LumeProvider(BaseVMProvider):
             port=self.port,
             storage=storage if storage is not None else self.storage,
             debug=debug,
-            verbose=self.verbose
+            verbose=self.verbose,
         )
-    
-    def _lume_api_run(self, vm_name: str, run_opts: Dict[str, Any], debug: bool = False) -> Dict[str, Any]:
+
+    def _lume_api_run(
+        self, vm_name: str, run_opts: Dict[str, Any], debug: bool = False
+    ) -> Dict[str, Any]:
         """Run a VM using shared lume_api function.
-        
+
         Args:
             vm_name: Name of the VM to run
             run_opts: Dictionary of run options
             debug: Whether to show debug output
-            
+
         Returns:
             Dictionary with API response or error information
         """
         # Use the shared implementation from lume_api module
         return lume_api_run(
-            vm_name=vm_name, 
+            vm_name=vm_name,
             host=self.host,
             port=self.port,
             run_opts=run_opts,
             storage=self.storage,
             debug=debug,
-            verbose=self.verbose
+            verbose=self.verbose,
         )
-    
+
     def _lume_api_stop(self, vm_name: str, debug: bool = False) -> Dict[str, Any]:
         """Stop a VM using shared lume_api function.
-        
+
         Args:
             vm_name: Name of the VM to stop
             debug: Whether to show debug output
-            
+
         Returns:
             Dictionary with API response or error information
         """
         # Use the shared implementation from lume_api module
         return lume_api_stop(
-            vm_name=vm_name, 
+            vm_name=vm_name,
             host=self.host,
             port=self.port,
             storage=self.storage,
             debug=debug,
-            verbose=self.verbose
+            verbose=self.verbose,
         )
-    
-    def _lume_api_update(self, vm_name: str, update_opts: Dict[str, Any], debug: bool = False) -> Dict[str, Any]:
+
+    def _lume_api_update(
+        self, vm_name: str, update_opts: Dict[str, Any], debug: bool = False
+    ) -> Dict[str, Any]:
         """Update VM configuration using shared lume_api function.
-        
+
         Args:
             vm_name: Name of the VM to update
             update_opts: Dictionary of update options
             debug: Whether to show debug output
-            
+
         Returns:
             Dictionary with API response or error information
         """
         # Use the shared implementation from lume_api module
         return lume_api_update(
-            vm_name=vm_name, 
+            vm_name=vm_name,
             host=self.host,
             port=self.port,
             update_opts=update_opts,
             storage=self.storage,
             debug=debug,
-            verbose=self.verbose
+            verbose=self.verbose,
         )
-    
+
     async def get_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Get VM information by name.
-        
+
         Args:
             name: Name of the VM to get information for
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-            
+
         Returns:
             Dictionary with VM information including status, IP address, etc.
-            
+
         Note:
             If storage is not provided, the provider's default storage path will be used.
             The storage parameter allows overriding the storage location for this specific call.
         """
         if not HAS_CURL:
             logger.error("curl is not available. Cannot get VM status.")
-            return {
-                "name": name,
-                "status": "unavailable",
-                "error": "curl is not available"
-            }
-        
+            return {"name": name, "status": "unavailable", "error": "curl is not available"}
+
         # First try to get detailed VM info from the API
         try:
             # Query the Lume API for VM status using the provider's storage_path
             vm_info = self._lume_api_get(
-                vm_name=name, 
+                vm_name=name,
                 storage=storage if storage is not None else self.storage,
-                debug=self.verbose
+                debug=self.verbose,
             )
-            
+
             # Check for API errors
             if "error" in vm_info:
                 logger.debug(f"API request error: {vm_info['error']}")
@@ -209,12 +212,12 @@ class LumeProvider(BaseVMProvider):
                     "name": name,
                     "status": "starting",  # VM is still starting - do not attempt to connect yet
                     "api_status": "error",
-                    "error": vm_info["error"]
+                    "error": vm_info["error"],
                 }
-            
+
             # Process the VM status information
             vm_status = vm_info.get("status", "unknown")
-            
+
             # Check if VM is stopped or not running - don't wait for IP in this case
             if vm_status == "stopped":
                 logger.info(f"VM {name} is in '{vm_status}' state - not waiting for IP address")
@@ -222,10 +225,10 @@ class LumeProvider(BaseVMProvider):
                 result = {
                     "name": name,
                     "status": vm_status,
-                    **vm_info  # Include all original fields from the API response
+                    **vm_info,  # Include all original fields from the API response
                 }
                 return result
-            
+
             # Handle field name differences between APIs
             # Some APIs use camelCase, others use snake_case
             if "vncUrl" in vm_info:
@@ -234,7 +237,7 @@ class LumeProvider(BaseVMProvider):
                 vnc_url = vm_info["vnc_url"]
             else:
                 vnc_url = ""
-                
+
             if "ipAddress" in vm_info:
                 ip_address = vm_info["ipAddress"]
             elif "ip_address" in vm_info:
@@ -243,40 +246,42 @@ class LumeProvider(BaseVMProvider):
                 # If no IP address is provided and VM is supposed to be running,
                 # report it as still starting
                 ip_address = None
-                logger.info(f"VM {name} is in '{vm_status}' state but no IP address found - reporting as still starting")
-                
+                logger.info(
+                    f"VM {name} is in '{vm_status}' state but no IP address found - reporting as still starting"
+                )
+
             logger.info(f"VM {name} status: {vm_status}")
-            
+
             # Return the complete status information
             result = {
                 "name": name,
                 "status": vm_status if vm_status else "running",
                 "ip_address": ip_address,
                 "vnc_url": vnc_url,
-                "api_status": "ok"
+                "api_status": "ok",
             }
-            
+
             # Include all original fields from the API response
             if isinstance(vm_info, dict):
                 for key, value in vm_info.items():
                     if key not in result:  # Don't override our carefully processed fields
                         result[key] = value
-                        
+
             return result
-            
+
         except Exception as e:
             logger.error(f"Failed to get VM status: {e}")
             # Return a fallback status that indicates the VM is not ready yet
             return {
                 "name": name,
                 "status": "initializing",  # VM is still initializing
-                "error": f"Failed to get VM status: {str(e)}"
+                "error": f"Failed to get VM status: {str(e)}",
             }
-        
+
     async def list_vms(self) -> List[Dict[str, Any]]:
         """List all available VMs."""
         result = self._lume_api_get(debug=self.verbose)
-        
+
         # Extract the VMs list from the response
         if "vms" in result and isinstance(result["vms"], list):
             return result["vms"]
@@ -285,48 +290,49 @@ class LumeProvider(BaseVMProvider):
             return []
         else:
             return []
-        
-    async def run_vm(self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+
+    async def run_vm(
+        self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Run a VM with the given options.
-        
+
         If the VM does not exist in the storage location, this will attempt to pull it
         from the Lume registry first.
-        
+
         Args:
             image: Image name to use when pulling the VM if it doesn't exist
             name: Name of the VM to run
             run_opts: Dictionary of run options (memory, cpu, etc.)
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-        
+
         Returns:
             Dictionary with VM run status and information
         """
         # First check if VM exists by trying to get its info
         vm_info = await self.get_vm(name, storage=storage)
-        
+
         if "error" in vm_info:
             # VM doesn't exist, try to pull it
-            self.logger.info(f"VM {name} not found, attempting to pull image {image} from registry...")
-            
-            # Call pull_vm with the image parameter
-            pull_result = await self.pull_vm(
-                name=name, 
-                image=image, 
-                storage=storage
+            self.logger.info(
+                f"VM {name} not found, attempting to pull image {image} from registry..."
             )
-            
+
+            # Call pull_vm with the image parameter
+            pull_result = await self.pull_vm(name=name, image=image, storage=storage)
+
             # Check if pull was successful
             if "error" in pull_result:
                 self.logger.error(f"Failed to pull VM image: {pull_result['error']}")
                 return pull_result  # Return the error from pull
-                
+
             self.logger.info(f"Successfully pulled VM image {image} as {name}")
-        
+
         # Now run the VM with the given options
         self.logger.info(f"Running VM {name} with options: {run_opts}")
-        
+
         from ..lume_api import lume_api_run
+
         return lume_api_run(
             vm_name=name,
             host=self.host,
@@ -334,52 +340,48 @@ class LumeProvider(BaseVMProvider):
             run_opts=run_opts,
             storage=storage if storage is not None else self.storage,
             debug=self.verbose,
-            verbose=self.verbose
+            verbose=self.verbose,
         )
-        
+
     async def stop_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Stop a running VM.
-        
+
         If this provider was initialized with ephemeral=True, the VM will also
         be deleted after it is stopped.
-        
+
         Args:
             name: Name of the VM to stop
             storage: Optional storage path override
-            
+
         Returns:
             Dictionary with stop status and information
         """
         # Stop the VM first
         stop_result = self._lume_api_stop(name, debug=self.verbose)
-        
+
         # Log ephemeral status for debugging
         self.logger.info(f"Ephemeral mode status: {self.ephemeral}")
-        
+
         # If ephemeral mode is enabled, delete the VM after stopping
         if self.ephemeral and (stop_result.get("success", False) or "error" not in stop_result):
             self.logger.info(f"Ephemeral mode enabled - deleting VM {name} after stopping")
             try:
                 delete_result = await self.delete_vm(name, storage=storage)
-                
+
                 # Return combined result
                 return {
                     **stop_result,  # Include all stop result info
                     "deleted": True,
-                    "delete_result": delete_result
+                    "delete_result": delete_result,
                 }
             except Exception as e:
                 self.logger.error(f"Failed to delete ephemeral VM {name}: {e}")
                 # Include the error but still return stop result
-                return {
-                    **stop_result,
-                    "deleted": False,
-                    "delete_error": str(e)
-                }
-        
+                return {**stop_result, "deleted": False, "delete_error": str(e)}
+
         # Just return the stop result if not ephemeral
         return stop_result
-        
+
     async def pull_vm(
         self,
         name: str,
@@ -390,7 +392,7 @@ class LumeProvider(BaseVMProvider):
         pull_opts: Optional[Dict[str, Any]] = None,
     ) -> Dict[str, Any]:
         """Pull a VM image from the registry.
-        
+
         Args:
             name: Name for the VM after pulling
             image: The image name to pull (e.g. 'macos-sequoia-cua:latest')
@@ -398,31 +400,31 @@ class LumeProvider(BaseVMProvider):
             registry: Registry to pull from (default: ghcr.io)
             organization: Organization in registry (default: trycua)
             pull_opts: Additional options for pulling the VM (optional)
-            
+
         Returns:
             Dictionary with information about the pulled VM
-            
+
         Raises:
             RuntimeError: If pull operation fails or image is not provided
         """
         # Validate image parameter
         if not image:
             raise ValueError("Image parameter is required for pull_vm")
-            
+
         self.logger.info(f"Pulling VM image '{image}' as '{name}'")
         self.logger.info("You can check the pull progress using: lume logs -f")
-        
+
         # Set default pull_opts if not provided
         if pull_opts is None:
             pull_opts = {}
-            
+
         # Log information about the operation
         self.logger.debug(f"Pull storage location: {storage or 'default'}")
-        
+
         try:
             # Call the lume_api_pull function from lume_api.py
             from ..lume_api import lume_api_pull
-            
+
             result = lume_api_pull(
                 image=image,
                 name=name,
@@ -432,113 +434,115 @@ class LumeProvider(BaseVMProvider):
                 registry=registry,
                 organization=organization,
                 debug=self.verbose,
-                verbose=self.verbose
+                verbose=self.verbose,
             )
-            
+
             # Check for errors in the result
             if "error" in result:
                 self.logger.error(f"Failed to pull VM image: {result['error']}")
                 return result
-                
+
             self.logger.info(f"Successfully pulled VM image '{image}' as '{name}'")
             return result
         except Exception as e:
             self.logger.error(f"Failed to pull VM image '{image}': {e}")
             return {"error": f"Failed to pull VM: {str(e)}"}
-        
+
     async def delete_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Delete a VM permanently.
-        
+
         Args:
             name: Name of the VM to delete
             storage: Optional storage path override
-            
+
         Returns:
             Dictionary with delete status and information
         """
         self.logger.info(f"Deleting VM {name}...")
-        
+
         try:
             # Call the lume_api_delete function we created
             from ..lume_api import lume_api_delete
-            
+
             result = lume_api_delete(
                 vm_name=name,
                 host=self.host,
                 port=self.port,
                 storage=storage if storage is not None else self.storage,
                 debug=self.verbose,
-                verbose=self.verbose
+                verbose=self.verbose,
             )
-            
+
             # Check for errors in the result
             if "error" in result:
                 self.logger.error(f"Failed to delete VM: {result['error']}")
                 return result
-                
+
             self.logger.info(f"Successfully deleted VM '{name}'")
             return result
         except Exception as e:
             self.logger.error(f"Failed to delete VM '{name}': {e}")
             return {"error": f"Failed to delete VM: {str(e)}"}
-    
-    async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+
+    async def update_vm(
+        self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Update VM configuration."""
         return self._lume_api_update(name, update_opts, debug=self.verbose)
-        
+
     async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         raise NotImplementedError("LumeProvider does not support restarting VMs.")
-        
+
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.
-        
+
         Args:
             name: Name of the VM to get the IP for
             storage: Optional storage path override
             retry_delay: Delay between retries in seconds (default: 2)
-            
+
         Returns:
             IP address of the VM when it becomes available
         """
         # Track total attempts for logging purposes
         total_attempts = 0
-        
+
         # Loop indefinitely until we get a valid IP
         while True:
             total_attempts += 1
-            
+
             # Log retry message but not on first attempt
             if total_attempts > 1:
                 self.logger.info(f"Waiting for VM {name} IP address (attempt {total_attempts})...")
-            
+
             try:
                 # Get VM information
                 vm_info = await self.get_vm(name, storage=storage)
-                
+
                 # Check if we got a valid IP
                 ip = vm_info.get("ip_address", None)
                 if ip and ip != "unknown" and not ip.startswith("0.0.0.0"):
                     self.logger.info(f"Got valid VM IP address: {ip}")
                     return ip
-                    
+
                 # Check the VM status
                 status = vm_info.get("status", "unknown")
-                
+
                 # If VM is not running yet, log and wait
                 if status != "running":
                     self.logger.info(f"VM is not running yet (status: {status}). Waiting...")
                 # If VM is running but no IP yet, wait and retry
                 else:
                     self.logger.info("VM is running but no valid IP address yet. Waiting...")
-                
+
             except Exception as e:
                 self.logger.warning(f"Error getting VM {name} IP: {e}, continuing to wait...")
-                
+
             # Wait before next retry
             await asyncio.sleep(retry_delay)
-            
+
             # Add progress log every 10 attempts
             if total_attempts % 10 == 0:
-                self.logger.info(f"Still waiting for VM {name} IP after {total_attempts} attempts...")
-        
-
+                self.logger.info(
+                    f"Still waiting for VM {name} IP after {total_attempts} attempts..."
+                )
diff --git a/libs/python/computer/computer/providers/lume_api.py b/libs/python/computer/computer/providers/lume_api.py
index 3cbe1097..d034e1df 100644
--- a/libs/python/computer/computer/providers/lume_api.py
+++ b/libs/python/computer/computer/providers/lume_api.py
@@ -4,11 +4,11 @@ This module contains shared functions for interacting with the Lume API,
 used by both the LumeProvider and LumierProvider classes.
 """
 
-import logging
 import json
+import logging
 import subprocess
 import urllib.parse
-from typing import Dict, List, Optional, Any
+from typing import Any, Dict, List, Optional
 
 # Setup logging
 logger = logging.getLogger(__name__)
@@ -27,10 +27,10 @@ def lume_api_get(
     port: int,
     storage: Optional[str] = None,
     debug: bool = False,
-    verbose: bool = False
+    verbose: bool = False,
 ) -> Dict[str, Any]:
     """Use curl to get VM information from Lume API.
-    
+
     Args:
         vm_name: Name of the VM to get info for
         host: API host
@@ -38,46 +38,46 @@ def lume_api_get(
         storage: Storage path for the VM
         debug: Whether to show debug output
         verbose: Enable verbose logging
-        
+
     Returns:
         Dictionary with VM status information parsed from JSON response
     """
     # URL encode the storage parameter for the query
     encoded_storage = ""
     storage_param = ""
-    
+
     if storage:
         # First encode the storage path properly
-        encoded_storage = urllib.parse.quote(storage, safe='')
+        encoded_storage = urllib.parse.quote(storage, safe="")
         storage_param = f"?storage={encoded_storage}"
-        
+
     # Construct API URL with encoded storage parameter if needed
     api_url = f"http://{host}:{port}/lume/vms/{vm_name}{storage_param}"
-        
+
     # Construct the curl command with increased timeouts for more reliability
     # --connect-timeout: Time to establish connection (15 seconds)
     # --max-time: Maximum time for the whole operation (20 seconds)
     # -f: Fail silently (no output at all) on server errors
     # Add single quotes around URL to ensure special characters are handled correctly
     cmd = ["curl", "--connect-timeout", "15", "--max-time", "20", "-s", "-f", f"'{api_url}'"]
-    
+
     # For logging and display, show the properly escaped URL
     display_cmd = ["curl", "--connect-timeout", "15", "--max-time", "20", "-s", "-f", api_url]
-    
+
     # Only print the curl command when debug is enabled
-    display_curl_string = ' '.join(display_cmd)
+    display_curl_string = " ".join(display_cmd)
     logger.debug(f"Executing API request: {display_curl_string}")
-    
+
     # Execute the command - for execution we need to use shell=True to handle URLs with special characters
     try:
         # Use a single string with shell=True for proper URL handling
-        shell_cmd = ' '.join(cmd)
+        shell_cmd = " ".join(cmd)
         result = subprocess.run(shell_cmd, shell=True, capture_output=True, text=True)
-        
+
         # Handle curl exit codes
         if result.returncode != 0:
             curl_error = "Unknown error"
-            
+
             # Map common curl error codes to helpful messages
             if result.returncode == 7:
                 curl_error = "Failed to connect to the API server - it might still be starting up"
@@ -86,35 +86,42 @@ def lume_api_get(
             elif result.returncode == 28:
                 curl_error = "Operation timeout - the API server is taking too long to respond"
             elif result.returncode == 52:
-                curl_error = "Empty reply from server - the API server is starting but not fully ready yet"
+                curl_error = (
+                    "Empty reply from server - the API server is starting but not fully ready yet"
+                )
             elif result.returncode == 56:
                 curl_error = "Network problem during data transfer - check container networking"
-                
+
             # Only log at debug level to reduce noise during retries
             logger.debug(f"API request failed with code {result.returncode}: {curl_error}")
-            
+
             # Return a more useful error message
             return {
                 "error": f"API request failed: {curl_error}",
                 "curl_code": result.returncode,
                 "vm_name": vm_name,
-                "status": "unknown"  # We don't know the actual status due to API error
+                "status": "unknown",  # We don't know the actual status due to API error
             }
-            
+
         # Try to parse the response as JSON
         if result.stdout and result.stdout.strip():
             try:
                 vm_status = json.loads(result.stdout)
                 if debug or verbose:
-                    logger.info(f"Successfully parsed VM status: {vm_status.get('status', 'unknown')}")
+                    logger.info(
+                        f"Successfully parsed VM status: {vm_status.get('status', 'unknown')}"
+                    )
                 return vm_status
             except json.JSONDecodeError as e:
                 # Return the raw response if it's not valid JSON
                 logger.warning(f"Invalid JSON response: {e}")
                 if "Virtual machine not found" in result.stdout:
                     return {"status": "not_found", "message": "VM not found in Lume API"}
-                
-                return {"error": f"Invalid JSON response: {result.stdout[:100]}...", "status": "unknown"}
+
+                return {
+                    "error": f"Invalid JSON response: {result.stdout[:100]}...",
+                    "status": "unknown",
+                }
         else:
             return {"error": "Empty response from API", "status": "unknown"}
     except subprocess.SubprocessError as e:
@@ -129,10 +136,10 @@ def lume_api_run(
     run_opts: Dict[str, Any],
     storage: Optional[str] = None,
     debug: bool = False,
-    verbose: bool = False
+    verbose: bool = False,
 ) -> Dict[str, Any]:
     """Run a VM using curl.
-    
+
     Args:
         vm_name: Name of the VM to run
         host: API host
@@ -141,53 +148,62 @@ def lume_api_run(
         storage: Storage path for the VM
         debug: Whether to show debug output
         verbose: Enable verbose logging
-        
+
     Returns:
         Dictionary with API response or error information
     """
     # Construct API URL
     api_url = f"http://{host}:{port}/lume/vms/{vm_name}/run"
-    
+
     # Prepare JSON payload with required parameters
     payload = {}
-    
+
     # Add CPU cores if specified
     if "cpu" in run_opts:
         payload["cpu"] = run_opts["cpu"]
-        
+
     # Add memory if specified
     if "memory" in run_opts:
         payload["memory"] = run_opts["memory"]
-    
+
     # Add storage parameter if specified
     if storage:
         payload["storage"] = storage
     elif "storage" in run_opts:
         payload["storage"] = run_opts["storage"]
-        
+
     # Add shared directories if specified
     if "shared_directories" in run_opts and run_opts["shared_directories"]:
         payload["sharedDirectories"] = run_opts["shared_directories"]
-        
+
     # Log the payload for debugging
     logger.debug(f"API payload: {json.dumps(payload, indent=2)}")
-    
+
     # Construct the curl command
     cmd = [
-        "curl", "--connect-timeout", "30", "--max-time", "30",
-        "-s", "-X", "POST", "-H", "Content-Type: application/json",
-        "-d", json.dumps(payload),
-        api_url
+        "curl",
+        "--connect-timeout",
+        "30",
+        "--max-time",
+        "30",
+        "-s",
+        "-X",
+        "POST",
+        "-H",
+        "Content-Type: application/json",
+        "-d",
+        json.dumps(payload),
+        api_url,
     ]
-    
+
     # Execute the command
     try:
         result = subprocess.run(cmd, capture_output=True, text=True)
-        
+
         if result.returncode != 0:
             logger.warning(f"API request failed with code {result.returncode}: {result.stderr}")
             return {"error": f"API request failed: {result.stderr}"}
-            
+
         # Try to parse the response as JSON
         if result.stdout and result.stdout.strip():
             try:
@@ -195,7 +211,11 @@ def lume_api_run(
                 return response
             except json.JSONDecodeError:
                 # Return the raw response if it's not valid JSON
-                return {"success": True, "message": "VM started successfully", "raw_response": result.stdout}
+                return {
+                    "success": True,
+                    "message": "VM started successfully",
+                    "raw_response": result.stdout,
+                }
         else:
             return {"success": True, "message": "VM started successfully"}
     except subprocess.SubprocessError as e:
@@ -209,10 +229,10 @@ def lume_api_stop(
     port: int,
     storage: Optional[str] = None,
     debug: bool = False,
-    verbose: bool = False
+    verbose: bool = False,
 ) -> Dict[str, Any]:
     """Stop a VM using curl.
-    
+
     Args:
         vm_name: Name of the VM to stop
         host: API host
@@ -220,39 +240,48 @@ def lume_api_stop(
         storage: Storage path for the VM
         debug: Whether to show debug output
         verbose: Enable verbose logging
-        
+
     Returns:
         Dictionary with API response or error information
     """
     # Construct API URL
     api_url = f"http://{host}:{port}/lume/vms/{vm_name}/stop"
-    
+
     # Prepare JSON payload with required parameters
     payload = {}
-    
+
     # Add storage path if specified
     if storage:
         payload["storage"] = storage
-        
+
     # Construct the curl command
     cmd = [
-        "curl", "--connect-timeout", "15", "--max-time", "20",
-        "-s", "-X", "POST", "-H", "Content-Type: application/json",
-        "-d", json.dumps(payload),
-        api_url
+        "curl",
+        "--connect-timeout",
+        "15",
+        "--max-time",
+        "20",
+        "-s",
+        "-X",
+        "POST",
+        "-H",
+        "Content-Type: application/json",
+        "-d",
+        json.dumps(payload),
+        api_url,
     ]
-    
+
     # Execute the command
     try:
         if debug or verbose:
             logger.info(f"Executing: {' '.join(cmd)}")
-            
+
         result = subprocess.run(cmd, capture_output=True, text=True)
-        
+
         if result.returncode != 0:
             logger.warning(f"API request failed with code {result.returncode}: {result.stderr}")
             return {"error": f"API request failed: {result.stderr}"}
-            
+
         # Try to parse the response as JSON
         if result.stdout and result.stdout.strip():
             try:
@@ -260,7 +289,11 @@ def lume_api_stop(
                 return response
             except json.JSONDecodeError:
                 # Return the raw response if it's not valid JSON
-                return {"success": True, "message": "VM stopped successfully", "raw_response": result.stdout}
+                return {
+                    "success": True,
+                    "message": "VM stopped successfully",
+                    "raw_response": result.stdout,
+                }
         else:
             return {"success": True, "message": "VM stopped successfully"}
     except subprocess.SubprocessError as e:
@@ -275,10 +308,10 @@ def lume_api_update(
     update_opts: Dict[str, Any],
     storage: Optional[str] = None,
     debug: bool = False,
-    verbose: bool = False
+    verbose: bool = False,
 ) -> Dict[str, Any]:
     """Update VM settings using curl.
-    
+
     Args:
         vm_name: Name of the VM to update
         host: API host
@@ -287,47 +320,56 @@ def lume_api_update(
         storage: Storage path for the VM
         debug: Whether to show debug output
         verbose: Enable verbose logging
-        
+
     Returns:
         Dictionary with API response or error information
     """
     # Construct API URL
     api_url = f"http://{host}:{port}/lume/vms/{vm_name}/update"
-    
+
     # Prepare JSON payload with required parameters
     payload = {}
-    
+
     # Add CPU cores if specified
     if "cpu" in update_opts:
         payload["cpu"] = update_opts["cpu"]
-        
+
     # Add memory if specified
     if "memory" in update_opts:
         payload["memory"] = update_opts["memory"]
-    
+
     # Add storage path if specified
     if storage:
         payload["storage"] = storage
-        
+
     # Construct the curl command
     cmd = [
-        "curl", "--connect-timeout", "15", "--max-time", "20",
-        "-s", "-X", "POST", "-H", "Content-Type: application/json",
-        "-d", json.dumps(payload),
-        api_url
+        "curl",
+        "--connect-timeout",
+        "15",
+        "--max-time",
+        "20",
+        "-s",
+        "-X",
+        "POST",
+        "-H",
+        "Content-Type: application/json",
+        "-d",
+        json.dumps(payload),
+        api_url,
     ]
-    
+
     # Execute the command
     try:
         if debug:
             logger.info(f"Executing: {' '.join(cmd)}")
-            
+
         result = subprocess.run(cmd, capture_output=True, text=True)
-        
+
         if result.returncode != 0:
             logger.warning(f"API request failed with code {result.returncode}: {result.stderr}")
             return {"error": f"API request failed: {result.stderr}"}
-            
+
         # Try to parse the response as JSON
         if result.stdout and result.stdout.strip():
             try:
@@ -335,7 +377,11 @@ def lume_api_update(
                 return response
             except json.JSONDecodeError:
                 # Return the raw response if it's not valid JSON
-                return {"success": True, "message": "VM updated successfully", "raw_response": result.stdout}
+                return {
+                    "success": True,
+                    "message": "VM updated successfully",
+                    "raw_response": result.stdout,
+                }
         else:
             return {"success": True, "message": "VM updated successfully"}
     except subprocess.SubprocessError as e:
@@ -352,10 +398,10 @@ def lume_api_pull(
     registry: str = "ghcr.io",
     organization: str = "trycua",
     debug: bool = False,
-    verbose: bool = False
+    verbose: bool = False,
 ) -> Dict[str, Any]:
     """Pull a VM image from a registry using curl.
-    
+
     Args:
         image: Name/tag of the image to pull
         name: Name to give the VM after pulling
@@ -366,47 +412,50 @@ def lume_api_pull(
         organization: Organization in registry (default: trycua)
         debug: Whether to show debug output
         verbose: Enable verbose logging
-        
+
     Returns:
         Dictionary with pull status and information
     """
     # Prepare pull request payload
     pull_payload = {
         "image": image,  # Use provided image name
-        "name": name, # Always use name as the target VM name
+        "name": name,  # Always use name as the target VM name
         "registry": registry,
-        "organization": organization
+        "organization": organization,
     }
-    
+
     if storage:
         pull_payload["storage"] = storage
-    
+
     # Construct pull command with proper JSON payload
-    pull_cmd = [
-        "curl"
-    ]
-    
+    pull_cmd = ["curl"]
+
     if not verbose:
         pull_cmd.append("-s")
-    
-    pull_cmd.extend([
-        "-X", "POST",
-        "-H", "Content-Type: application/json",
-        "-d", json.dumps(pull_payload),
-        f"http://{host}:{port}/lume/pull"
-    ])
-    
+
+    pull_cmd.extend(
+        [
+            "-X",
+            "POST",
+            "-H",
+            "Content-Type: application/json",
+            "-d",
+            json.dumps(pull_payload),
+            f"http://{host}:{port}/lume/pull",
+        ]
+    )
+
     logger.debug(f"Executing API request: {' '.join(pull_cmd)}")
-    
+
     try:
         # Execute pull command
         result = subprocess.run(pull_cmd, capture_output=True, text=True)
-        
+
         if result.returncode != 0:
             error_msg = f"Failed to pull VM {name}: {result.stderr}"
             logger.error(error_msg)
             return {"error": error_msg}
-        
+
         try:
             response = json.loads(result.stdout)
             logger.info(f"Successfully initiated pull for VM {name}")
@@ -415,7 +464,7 @@ def lume_api_pull(
             if result.stdout:
                 logger.info(f"Pull response: {result.stdout}")
             return {"success": True, "message": f"Successfully initiated pull for VM {name}"}
-            
+
     except subprocess.SubprocessError as e:
         error_msg = f"Failed to execute pull command: {str(e)}"
         logger.error(error_msg)
@@ -428,10 +477,10 @@ def lume_api_delete(
     port: int,
     storage: Optional[str] = None,
     debug: bool = False,
-    verbose: bool = False
+    verbose: bool = False,
 ) -> Dict[str, Any]:
     """Delete a VM using curl.
-    
+
     Args:
         vm_name: Name of the VM to delete
         host: API host
@@ -439,42 +488,62 @@ def lume_api_delete(
         storage: Storage path for the VM
         debug: Whether to show debug output
         verbose: Enable verbose logging
-        
+
     Returns:
         Dictionary with API response or error information
     """
     # URL encode the storage parameter for the query
     encoded_storage = ""
     storage_param = ""
-    
+
     if storage:
         # First encode the storage path properly
-        encoded_storage = urllib.parse.quote(storage, safe='')
+        encoded_storage = urllib.parse.quote(storage, safe="")
         storage_param = f"?storage={encoded_storage}"
-        
+
     # Construct API URL with encoded storage parameter if needed
     api_url = f"http://{host}:{port}/lume/vms/{vm_name}{storage_param}"
-        
+
     # Construct the curl command for DELETE operation - using much longer timeouts matching shell implementation
-    cmd = ["curl", "--connect-timeout", "6000", "--max-time", "5000", "-s", "-X", "DELETE", f"'{api_url}'"]
-    
+    cmd = [
+        "curl",
+        "--connect-timeout",
+        "6000",
+        "--max-time",
+        "5000",
+        "-s",
+        "-X",
+        "DELETE",
+        f"'{api_url}'",
+    ]
+
     # For logging and display, show the properly escaped URL
-    display_cmd = ["curl", "--connect-timeout", "6000", "--max-time", "5000", "-s", "-X", "DELETE", api_url]
-    
+    display_cmd = [
+        "curl",
+        "--connect-timeout",
+        "6000",
+        "--max-time",
+        "5000",
+        "-s",
+        "-X",
+        "DELETE",
+        api_url,
+    ]
+
     # Only print the curl command when debug is enabled
-    display_curl_string = ' '.join(display_cmd)
+    display_curl_string = " ".join(display_cmd)
     logger.debug(f"Executing API request: {display_curl_string}")
-    
+
     # Execute the command - for execution we need to use shell=True to handle URLs with special characters
     try:
         # Use a single string with shell=True for proper URL handling
-        shell_cmd = ' '.join(cmd)
+        shell_cmd = " ".join(cmd)
         result = subprocess.run(shell_cmd, shell=True, capture_output=True, text=True)
-        
+
         # Handle curl exit codes
         if result.returncode != 0:
             curl_error = "Unknown error"
-            
+
             # Map common curl error codes to helpful messages
             if result.returncode == 7:
                 curl_error = "Failed to connect to the API server - it might still be starting up"
@@ -483,21 +552,23 @@ def lume_api_delete(
             elif result.returncode == 28:
                 curl_error = "Operation timeout - the API server is taking too long to respond"
             elif result.returncode == 52:
-                curl_error = "Empty reply from server - the API server is starting but not fully ready yet"
+                curl_error = (
+                    "Empty reply from server - the API server is starting but not fully ready yet"
+                )
             elif result.returncode == 56:
                 curl_error = "Network problem during data transfer - check container networking"
-                
+
             # Only log at debug level to reduce noise during retries
             logger.debug(f"API request failed with code {result.returncode}: {curl_error}")
-            
+
             # Return a more useful error message
             return {
                 "error": f"API request failed: {curl_error}",
                 "curl_code": result.returncode,
                 "vm_name": vm_name,
-                "storage": storage
+                "storage": storage,
             }
-            
+
         # Try to parse the response as JSON
         if result.stdout and result.stdout.strip():
             try:
@@ -505,7 +576,11 @@ def lume_api_delete(
                 return response
             except json.JSONDecodeError:
                 # Return the raw response if it's not valid JSON
-                return {"success": True, "message": "VM deleted successfully", "raw_response": result.stdout}
+                return {
+                    "success": True,
+                    "message": "VM deleted successfully",
+                    "raw_response": result.stdout,
+                }
         else:
             return {"success": True, "message": "VM deleted successfully"}
     except subprocess.SubprocessError as e:
@@ -515,32 +590,33 @@ def lume_api_delete(
 
 def parse_memory(memory_str: str) -> int:
     """Parse memory string to MB integer.
-    
+
     Examples:
         "8GB" -> 8192
         "1024MB" -> 1024
         "512" -> 512
-        
+
     Returns:
         Memory value in MB
     """
     if isinstance(memory_str, int):
         return memory_str
-        
+
     if isinstance(memory_str, str):
         # Extract number and unit
         import re
+
         match = re.match(r"(\d+)([A-Za-z]*)", memory_str)
         if match:
             value, unit = match.groups()
             value = int(value)
             unit = unit.upper()
-            
+
             if unit == "GB" or unit == "G":
                 return value * 1024
             elif unit == "MB" or unit == "M" or unit == "":
                 return value
-                
+
     # Default fallback
     logger.warning(f"Could not parse memory string '{memory_str}', using 8GB default")
     return 8192  # Default to 8GB
diff --git a/libs/python/computer/computer/providers/lumier/__init__.py b/libs/python/computer/computer/providers/lumier/__init__.py
index 32a3954b..7785007a 100644
--- a/libs/python/computer/computer/providers/lumier/__init__.py
+++ b/libs/python/computer/computer/providers/lumier/__init__.py
@@ -3,6 +3,7 @@
 try:
     # Use the same import approach as in the Lume provider
     from .provider import LumierProvider
+
     HAS_LUMIER = True
 except ImportError:
     HAS_LUMIER = False
diff --git a/libs/python/computer/computer/providers/lumier/provider.py b/libs/python/computer/computer/providers/lumier/provider.py
index 9b3e8c4d..d4c99bfe 100644
--- a/libs/python/computer/computer/providers/lumier/provider.py
+++ b/libs/python/computer/computer/providers/lumier/provider.py
@@ -6,22 +6,17 @@ macOS and Linux VMs. It handles VM lifecycle operations through Docker
 commands and container management.
 """
 
+import asyncio
+import json
 import logging
 import os
-import json
-import asyncio
-from typing import Dict, List, Optional, Any
+import re
 import subprocess
 import time
-import re
+from typing import Any, Dict, List, Optional
 
 from ..base import BaseVMProvider, VMProviderType
-from ..lume_api import (
-    lume_api_get,
-    lume_api_run,
-    lume_api_stop,
-    lume_api_update
-)
+from ..lume_api import lume_api_get, lume_api_run, lume_api_stop, lume_api_update
 
 # Setup logging
 logger = logging.getLogger(__name__)
@@ -37,13 +32,13 @@ except (subprocess.SubprocessError, FileNotFoundError):
 class LumierProvider(BaseVMProvider):
     """
     Lumier VM Provider implementation using Docker containers.
-    
+
     This provider uses Docker to run Lumier containers that can create
     macOS and Linux VMs through containerization.
     """
-    
+
     def __init__(
-        self, 
+        self,
         port: Optional[int] = 7777,
         host: str = "localhost",
         storage: Optional[str] = None,  # Can be a path or 'ephemeral'
@@ -54,7 +49,7 @@ class LumierProvider(BaseVMProvider):
         noVNC_port: Optional[int] = 8006,
     ):
         """Initialize the Lumier VM Provider.
-        
+
         Args:
             port: Port for the API server (default: 7777)
             host: Hostname for the API server (default: localhost)
@@ -70,28 +65,28 @@ class LumierProvider(BaseVMProvider):
         self.api_port = 7777 if port is None else port
         self.vnc_port = noVNC_port  # User-specified noVNC port, will be set in run_vm if provided
         self.ephemeral = ephemeral
-        
+
         # Handle ephemeral storage (temporary directory)
         if ephemeral:
             self.storage = "ephemeral"
         else:
             self.storage = storage
-            
+
         self.shared_path = shared_path
         self.image = image  # Store the VM image name to use
         # The container_name will be set in run_vm using the VM name
         self.verbose = verbose
         self._container_id = None
         self._api_url = None  # Will be set after container starts
-        
+
     @property
     def provider_type(self) -> VMProviderType:
         """Return the provider type."""
         return VMProviderType.LUMIER
-    
+
     def _parse_memory(self, memory_str: str) -> int:
         """Parse memory string to MB integer.
-        
+
         Examples:
             "8GB" -> 8192
             "1024MB" -> 1024
@@ -99,7 +94,7 @@ class LumierProvider(BaseVMProvider):
         """
         if isinstance(memory_str, int):
             return memory_str
-            
+
         if isinstance(memory_str, str):
             # Extract number and unit
             match = re.match(r"(\d+)([A-Za-z]*)", memory_str)
@@ -107,25 +102,25 @@ class LumierProvider(BaseVMProvider):
                 value, unit = match.groups()
                 value = int(value)
                 unit = unit.upper()
-                
+
                 if unit == "GB" or unit == "G":
                     return value * 1024
                 elif unit == "MB" or unit == "M" or unit == "":
                     return value
-                    
+
         # Default fallback
         logger.warning(f"Could not parse memory string '{memory_str}', using 8GB default")
         return 8192  # Default to 8GB
-    
+
     # Helper methods for interacting with the Lumier API through curl
     # These methods handle the various VM operations via API calls
-    
+
     def _get_curl_error_message(self, return_code: int) -> str:
         """Get a descriptive error message for curl return codes.
-        
+
         Args:
             return_code: The curl return code
-            
+
         Returns:
             A descriptive error message
         """
@@ -143,57 +138,62 @@ class LumierProvider(BaseVMProvider):
         else:
             return f"Unknown curl error code: {return_code}"
 
-    
     async def get_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Get VM information by name.
-        
+
         Args:
             name: Name of the VM to get information for
             storage: Optional storage path override. If provided, this will be used
                     instead of the provider's default storage path.
-            
+
         Returns:
             Dictionary with VM information including status, IP address, etc.
         """
         if not HAS_LUMIER:
             logger.error("Docker is not available. Cannot get VM status.")
-            return {
-                "name": name,
-                "status": "unavailable",
-                "error": "Docker is not available"
-            }
-            
+            return {"name": name, "status": "unavailable", "error": "Docker is not available"}
+
         # Store the current name for API requests
         self.container_name = name
-        
+
         try:
             # Check if the container exists and is running
-            check_cmd = ["docker", "ps", "-a", "--filter", f"name={name}", "--format", "{{.Status}}"]
+            check_cmd = [
+                "docker",
+                "ps",
+                "-a",
+                "--filter",
+                f"name={name}",
+                "--format",
+                "{{.Status}}",
+            ]
             check_result = subprocess.run(check_cmd, capture_output=True, text=True)
             container_status = check_result.stdout.strip()
-            
+
             if not container_status:
                 logger.info(f"Container {name} does not exist. Will create when run_vm is called.")
                 return {
                     "name": name,
                     "status": "not_found",
-                    "message": "Container doesn't exist yet"
+                    "message": "Container doesn't exist yet",
                 }
-                
+
             # Container exists, check if it's running
             is_running = container_status.startswith("Up")
-            
+
             if not is_running:
-                logger.info(f"Container {name} exists but is not running. Status: {container_status}")
+                logger.info(
+                    f"Container {name} exists but is not running. Status: {container_status}"
+                )
                 return {
                     "name": name,
                     "status": "stopped",
                     "container_status": container_status,
                 }
-                
+
             # Container is running, get the IP address and API status from Lumier API
             logger.info(f"Container {name} is running. Getting VM status from API.")
-            
+
             # Use the shared lume_api_get function directly
             vm_info = lume_api_get(
                 vm_name=name,
@@ -201,9 +201,9 @@ class LumierProvider(BaseVMProvider):
                 port=self.api_port,
                 storage=storage if storage is not None else self.storage,
                 debug=self.verbose,
-                verbose=self.verbose
+                verbose=self.verbose,
             )
-            
+
             # Check for API errors
             if "error" in vm_info:
                 # Use debug level instead of warning to reduce log noise during polling
@@ -213,14 +213,14 @@ class LumierProvider(BaseVMProvider):
                     "status": "running",  # Container is running even if API is not responsive
                     "api_status": "error",
                     "error": vm_info["error"],
-                    "container_status": container_status
+                    "container_status": container_status,
                 }
-                
+
             # Process the VM status information
             vm_status = vm_info.get("status", "unknown")
             vnc_url = vm_info.get("vncUrl", "")
             ip_address = vm_info.get("ipAddress", "")
-            
+
             # IMPORTANT: Always ensure we have a valid IP address for connectivity
             # If the API doesn't return an IP address, default to localhost (127.0.0.1)
             # This makes the behavior consistent with LumeProvider
@@ -228,9 +228,9 @@ class LumierProvider(BaseVMProvider):
                 ip_address = "127.0.0.1"
                 logger.info(f"No IP address returned from API, defaulting to {ip_address}")
                 vm_info["ipAddress"] = ip_address
-            
+
             logger.info(f"VM {name} status: {vm_status}")
-            
+
             if ip_address and vnc_url:
                 logger.info(f"VM {name} has IP: {ip_address} and VNC URL: {vnc_url}")
             elif not ip_address and not vnc_url and vm_status != "running":
@@ -238,8 +238,10 @@ class LumierProvider(BaseVMProvider):
                 logger.info(f"VM {name} is not running yet. Status: {vm_status}")
             else:
                 # Missing IP or VNC but status is running - this is unusual but handled with default IP
-                logger.warning(f"VM {name} is running but missing expected fields. API response: {vm_info}")
-            
+                logger.warning(
+                    f"VM {name} is running but missing expected fields. API response: {vm_info}"
+                )
+
             # Return the full status information
             return {
                 "name": name,
@@ -248,19 +250,19 @@ class LumierProvider(BaseVMProvider):
                 "vnc_url": vnc_url,
                 "api_status": "ok",
                 "container_status": container_status,
-                **vm_info  # Include all fields from the API response
+                **vm_info,  # Include all fields from the API response
             }
         except subprocess.SubprocessError as e:
             logger.error(f"Failed to check container status: {e}")
             return {
                 "name": name,
                 "status": "error",
-                "error": f"Failed to check container status: {str(e)}"
+                "error": f"Failed to check container status: {str(e)}",
             }
-    
+
     async def list_vms(self) -> List[Dict[str, Any]]:
         """List all VMs managed by this provider.
-        
+
         For Lumier provider, there is only one VM per container.
         """
         try:
@@ -269,10 +271,12 @@ class LumierProvider(BaseVMProvider):
         except Exception as e:
             logger.error(f"Failed to list VMs: {e}")
             return []
-    
-    async def run_vm(self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+
+    async def run_vm(
+        self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Run a VM with the given options.
-        
+
         Args:
             image: Name/tag of the image to use
             name: Name of the VM to run (used for the container name and Docker image tag)
@@ -280,7 +284,7 @@ class LumierProvider(BaseVMProvider):
                 - cpu: Number of CPU cores
                 - memory: Amount of memory (e.g. "8GB")
                 - noVNC_port: Specific port for noVNC interface
-        
+
         Returns:
             Dictionary with VM status information
         """
@@ -289,10 +293,18 @@ class LumierProvider(BaseVMProvider):
         try:
             # First, check if container already exists and remove it
             try:
-                check_cmd = ["docker", "ps", "-a", "--filter", f"name={self.container_name}", "--format", "{{.ID}}"]
+                check_cmd = [
+                    "docker",
+                    "ps",
+                    "-a",
+                    "--filter",
+                    f"name={self.container_name}",
+                    "--format",
+                    "{{.ID}}",
+                ]
                 check_result = subprocess.run(check_cmd, capture_output=True, text=True)
                 existing_container = check_result.stdout.strip()
-                
+
                 if existing_container:
                     logger.info(f"Removing existing container: {self.container_name}")
                     remove_cmd = ["docker", "rm", "-f", self.container_name]
@@ -300,66 +312,68 @@ class LumierProvider(BaseVMProvider):
             except subprocess.CalledProcessError as e:
                 logger.warning(f"Error removing existing container: {e}")
                 # Continue anyway, next steps will fail if there's a real problem
-            
+
             # Prepare the Docker run command
             cmd = ["docker", "run", "-d", "--name", self.container_name]
-            
+
             cmd.extend(["-p", f"{self.vnc_port}:8006"])
             logger.debug(f"Using specified noVNC_port: {self.vnc_port}")
-                
+
             # Set API URL using the API port
             self._api_url = f"http://{self.host}:{self.api_port}"
-            
+
             # Parse memory setting
             memory_mb = self._parse_memory(run_opts.get("memory", "8GB"))
-            
+
             # Add storage volume mount if storage is specified (for persistent VM storage)
             if self.storage and self.storage != "ephemeral":
                 # Create storage directory if it doesn't exist
                 storage_dir = os.path.abspath(os.path.expanduser(self.storage or ""))
                 os.makedirs(storage_dir, exist_ok=True)
-                
+
                 # Add volume mount for storage
-                cmd.extend([
-                    "-v", f"{storage_dir}:/storage", 
-                    "-e", f"HOST_STORAGE_PATH={storage_dir}"
-                ])
+                cmd.extend(
+                    ["-v", f"{storage_dir}:/storage", "-e", f"HOST_STORAGE_PATH={storage_dir}"]
+                )
                 logger.debug(f"Using persistent storage at: {storage_dir}")
-            
+
             # Add shared folder volume mount if shared_path is specified
             if self.shared_path:
                 # Create shared directory if it doesn't exist
                 shared_dir = os.path.abspath(os.path.expanduser(self.shared_path or ""))
                 os.makedirs(shared_dir, exist_ok=True)
-                
+
                 # Add volume mount for shared folder
-                cmd.extend([
-                    "-v", f"{shared_dir}:/shared",
-                    "-e", f"HOST_SHARED_PATH={shared_dir}"
-                ])
+                cmd.extend(["-v", f"{shared_dir}:/shared", "-e", f"HOST_SHARED_PATH={shared_dir}"])
                 logger.debug(f"Using shared folder at: {shared_dir}")
-            
+
             # Add environment variables
             # Always use the container_name as the VM_NAME for consistency
             # Use the VM image passed from the Computer class
             logger.debug(f"Using VM image: {self.image}")
-            
+
             # If ghcr.io is in the image, use the full image name
             if "ghcr.io" in self.image:
                 vm_image = self.image
             else:
                 vm_image = f"ghcr.io/trycua/{self.image}"
 
-            cmd.extend([
-                "-e", f"VM_NAME={self.container_name}",
-                "-e", f"VERSION={vm_image}",
-                "-e", f"CPU_CORES={run_opts.get('cpu', '4')}",
-                "-e", f"RAM_SIZE={memory_mb}",
-            ])
-            
+            cmd.extend(
+                [
+                    "-e",
+                    f"VM_NAME={self.container_name}",
+                    "-e",
+                    f"VERSION={vm_image}",
+                    "-e",
+                    f"CPU_CORES={run_opts.get('cpu', '4')}",
+                    "-e",
+                    f"RAM_SIZE={memory_mb}",
+                ]
+            )
+
             # Specify the Lumier image with the full image name
             lumier_image = "trycua/lumier:latest"
-            
+
             # First check if the image exists locally
             try:
                 logger.debug(f"Checking if Docker image {lumier_image} exists locally...")
@@ -369,54 +383,73 @@ class LumierProvider(BaseVMProvider):
             except subprocess.CalledProcessError:
                 # Image doesn't exist locally
                 logger.warning(f"\nWARNING: Docker image {lumier_image} not found locally.")
-                logger.warning("The system will attempt to pull it from Docker Hub, which may fail if you have network connectivity issues.")
-                logger.warning("If the Docker pull fails, you may need to manually pull the image first with:")
+                logger.warning(
+                    "The system will attempt to pull it from Docker Hub, which may fail if you have network connectivity issues."
+                )
+                logger.warning(
+                    "If the Docker pull fails, you may need to manually pull the image first with:"
+                )
                 logger.warning(f"  docker pull {lumier_image}\n")
-            
+
             # Add the image to the command
             cmd.append(lumier_image)
-            
+
             # Print the Docker command for debugging
             logger.debug(f"DOCKER COMMAND: {' '.join(cmd)}")
-            
+
             # Run the container with improved error handling
             try:
                 result = subprocess.run(cmd, capture_output=True, text=True, check=True)
             except subprocess.CalledProcessError as e:
-                if "no route to host" in str(e.stderr).lower() or "failed to resolve reference" in str(e.stderr).lower():
-                    error_msg = (f"Network error while trying to pull Docker image '{lumier_image}'\n"
-                                f"Error: {e.stderr}\n\n"
-                                f"SOLUTION: Please try one of the following:\n"
-                                f"1. Check your internet connection\n"
-                                f"2. Pull the image manually with: docker pull {lumier_image}\n"
-                                f"3. Check if Docker is running properly\n")
+                if (
+                    "no route to host" in str(e.stderr).lower()
+                    or "failed to resolve reference" in str(e.stderr).lower()
+                ):
+                    error_msg = (
+                        f"Network error while trying to pull Docker image '{lumier_image}'\n"
+                        f"Error: {e.stderr}\n\n"
+                        f"SOLUTION: Please try one of the following:\n"
+                        f"1. Check your internet connection\n"
+                        f"2. Pull the image manually with: docker pull {lumier_image}\n"
+                        f"3. Check if Docker is running properly\n"
+                    )
                     logger.error(error_msg)
                     raise RuntimeError(error_msg)
                 raise
-            
+
             # Container started, now check VM status with polling
             logger.debug("Container started, checking VM status...")
-            logger.debug("NOTE: This may take some time while the VM image is being pulled and initialized")
-            
+            logger.debug(
+                "NOTE: This may take some time while the VM image is being pulled and initialized"
+            )
+
             # Start a background thread to show container logs in real-time
             import threading
-            
+
             def show_container_logs():
                 # Give the container a moment to start generating logs
                 time.sleep(1)
                 logger.debug(f"\n---- CONTAINER LOGS FOR '{name}' (LIVE) ----")
-                logger.debug("Showing logs as they are generated. Press Ctrl+C to stop viewing logs...\n")
-                
+                logger.debug(
+                    "Showing logs as they are generated. Press Ctrl+C to stop viewing logs...\n"
+                )
+
                 try:
                     # Use docker logs with follow option
                     log_cmd = ["docker", "logs", "--tail", "30", "--follow", name]
-                    process = subprocess.Popen(log_cmd, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, 
-                                              text=True, bufsize=1, universal_newlines=True)
-                    
+                    process = subprocess.Popen(
+                        log_cmd,
+                        stdout=subprocess.PIPE,
+                        stderr=subprocess.STDOUT,
+                        text=True,
+                        bufsize=1,
+                        universal_newlines=True,
+                    )
+
                     # Read and print logs line by line
                     for line in process.stdout:
-                        logger.debug(line, end='')
-                        
+                        logger.debug(line, end="")
+
                         # Break if process has exited
                         if process.poll() is not None:
                             break
@@ -427,20 +460,20 @@ class LumierProvider(BaseVMProvider):
                 finally:
                     logger.debug("\n---- LOG STREAMING ENDED ----")
                     # Make sure process is terminated
-                    if 'process' in locals() and process.poll() is None:
+                    if "process" in locals() and process.poll() is None:
                         process.terminate()
-            
+
             # Start log streaming in a background thread if verbose mode is enabled
             log_thread = threading.Thread(target=show_container_logs)
             log_thread.daemon = True  # Thread will exit when main program exits
             log_thread.start()
-            
+
             # Skip waiting for container readiness and just poll get_vm directly
             # Poll the get_vm method indefinitely until the VM is ready with an IP address
             attempt = 0
             consecutive_errors = 0
             vm_running = False
-            
+
             while True:  # Wait indefinitely
                 try:
                     # Use longer delays to give the system time to initialize
@@ -449,117 +482,151 @@ class LumierProvider(BaseVMProvider):
                         # But use shorter delays while we're getting API errors
                         if consecutive_errors > 0 and consecutive_errors < 5:
                             wait_time = 3  # Use shorter delays when we're getting API errors
-                        else:  
+                        else:
                             wait_time = min(30, 5 + (attempt * 2))
-                        
+
                         logger.debug(f"Waiting {wait_time}s before retry #{attempt+1}...")
                         await asyncio.sleep(wait_time)
-                    
+
                     # Try to get VM status
                     logger.debug(f"Checking VM status (attempt {attempt+1})...")
                     vm_status = await self.get_vm(name)
-                    
+
                     # Check for API errors
-                    if 'error' in vm_status:
+                    if "error" in vm_status:
                         consecutive_errors += 1
-                        error_msg = vm_status.get('error', 'Unknown error')
-                        
+                        error_msg = vm_status.get("error", "Unknown error")
+
                         # Only print a user-friendly status message, not the raw error
                         # since _lume_api_get already logged the technical details
                         if consecutive_errors == 1 or attempt % 5 == 0:
-                            if 'Empty reply from server' in error_msg:
-                                logger.info("API server is starting up - container is running, but API isn't fully initialized yet.")
-                                logger.info("This is expected during the initial VM setup - will continue polling...")
+                            if "Empty reply from server" in error_msg:
+                                logger.info(
+                                    "API server is starting up - container is running, but API isn't fully initialized yet."
+                                )
+                                logger.info(
+                                    "This is expected during the initial VM setup - will continue polling..."
+                                )
                             else:
                                 # Don't repeat the exact same error message each time
-                                logger.warning(f"API request error (attempt {attempt+1}): {error_msg}")
+                                logger.warning(
+                                    f"API request error (attempt {attempt+1}): {error_msg}"
+                                )
                                 # Just log that we're still working on it
                                 if attempt > 3:
-                                    logger.debug("Still waiting for the API server to become available...")
-                            
+                                    logger.debug(
+                                        "Still waiting for the API server to become available..."
+                                    )
+
                         # If we're getting errors but container is running, that's normal during startup
-                        if vm_status.get('status') == 'running':
+                        if vm_status.get("status") == "running":
                             if not vm_running:
-                                logger.info("Container is running, waiting for the VM within it to become fully ready...")
+                                logger.info(
+                                    "Container is running, waiting for the VM within it to become fully ready..."
+                                )
                                 logger.info("This might take a minute while the VM initializes...")
                                 vm_running = True
-                        
+
                         # Increase counter and continue
                         attempt += 1
                         continue
-                    
+
                     # Reset consecutive error counter when we get a successful response
                     consecutive_errors = 0
-                    
+
                     # If the VM is running, check if it has an IP address (which means it's fully ready)
-                    if vm_status.get('status') == 'running':
+                    if vm_status.get("status") == "running":
                         vm_running = True
-                        
+
                         # Check if we have an IP address, which means the VM is fully ready
-                        if 'ip_address' in vm_status and vm_status['ip_address']:
-                            logger.info(f"VM is now fully running with IP: {vm_status.get('ip_address')}")
-                            if 'vnc_url' in vm_status and vm_status['vnc_url']:
+                        if "ip_address" in vm_status and vm_status["ip_address"]:
+                            logger.info(
+                                f"VM is now fully running with IP: {vm_status.get('ip_address')}"
+                            )
+                            if "vnc_url" in vm_status and vm_status["vnc_url"]:
                                 logger.info(f"VNC URL: {vm_status.get('vnc_url')}")
                             return vm_status
                         else:
-                            logger.debug("VM is running but still initializing network interfaces...")
+                            logger.debug(
+                                "VM is running but still initializing network interfaces..."
+                            )
                             logger.debug("Waiting for IP address to be assigned...")
                     else:
                         # VM exists but might still be starting up
-                        status = vm_status.get('status', 'unknown')
+                        status = vm_status.get("status", "unknown")
                         logger.debug(f"VM found but status is: {status}. Continuing to poll...")
-                    
+
                     # Increase counter for next iteration's delay calculation
                     attempt += 1
-                    
+
                     # If we reach a very large number of attempts, give a reassuring message but continue
                     if attempt % 10 == 0:
-                        logger.debug(f"Still waiting after {attempt} attempts. This might take several minutes for first-time setup.")
+                        logger.debug(
+                            f"Still waiting after {attempt} attempts. This might take several minutes for first-time setup."
+                        )
                         if not vm_running and attempt >= 20:
-                            logger.warning("\nNOTE: First-time VM initialization can be slow as images are downloaded.")
-                            logger.warning("If this continues for more than 10 minutes, you may want to check:")
+                            logger.warning(
+                                "\nNOTE: First-time VM initialization can be slow as images are downloaded."
+                            )
+                            logger.warning(
+                                "If this continues for more than 10 minutes, you may want to check:"
+                            )
                             logger.warning("  1. Docker logs with: docker logs " + name)
                             logger.warning("  2. If your network can access container registries")
                             logger.warning("Press Ctrl+C to abort if needed.\n")
-                            
+
                     # After 150 attempts (likely over 30-40 minutes), return current status
                     if attempt >= 150:
-                        logger.debug(f"Reached 150 polling attempts. VM status is: {vm_status.get('status', 'unknown')}")
-                        logger.debug("Returning current VM status, but please check Docker logs if there are issues.")
+                        logger.debug(
+                            f"Reached 150 polling attempts. VM status is: {vm_status.get('status', 'unknown')}"
+                        )
+                        logger.debug(
+                            "Returning current VM status, but please check Docker logs if there are issues."
+                        )
                         return vm_status
-                    
+
                 except Exception as e:
                     # Always continue retrying, but with increasing delays
-                    logger.warning(f"Error checking VM status (attempt {attempt+1}): {e}. Will retry.")
+                    logger.warning(
+                        f"Error checking VM status (attempt {attempt+1}): {e}. Will retry."
+                    )
                     consecutive_errors += 1
-                    
+
                     # If we've had too many consecutive errors, might be a deeper problem
                     if consecutive_errors >= 10:
-                        logger.warning(f"\nWARNING: Encountered {consecutive_errors} consecutive errors while checking VM status.")
-                        logger.warning("You may need to check the Docker container logs or restart the process.")
+                        logger.warning(
+                            f"\nWARNING: Encountered {consecutive_errors} consecutive errors while checking VM status."
+                        )
+                        logger.warning(
+                            "You may need to check the Docker container logs or restart the process."
+                        )
                         logger.warning(f"Error details: {str(e)}\n")
-                        
+
                     # Increase attempt counter for next iteration
                     attempt += 1
-                    
+
                     # After many consecutive errors, add a delay to avoid hammering the system
                     if attempt > 5:
                         error_delay = min(30, 10 + attempt)
-                        logger.warning(f"Multiple connection errors, waiting {error_delay}s before next attempt...")
+                        logger.warning(
+                            f"Multiple connection errors, waiting {error_delay}s before next attempt..."
+                        )
                         await asyncio.sleep(error_delay)
-        
+
         except subprocess.CalledProcessError as e:
-            error_msg = f"Failed to start Lumier container: {e.stderr if hasattr(e, 'stderr') else str(e)}"
+            error_msg = (
+                f"Failed to start Lumier container: {e.stderr if hasattr(e, 'stderr') else str(e)}"
+            )
             logger.error(error_msg)
             raise RuntimeError(error_msg)
-        
+
     async def _wait_for_container_ready(self, container_name: str, timeout: int = 90) -> bool:
         """Wait for the Lumier container to be fully ready with a valid API response.
-        
+
         Args:
             container_name: Name of the Docker container to check
             timeout: Maximum time to wait in seconds (default: 90 seconds)
-            
+
         Returns:
             True if the container is running, even if API is not fully ready.
             This allows operations to continue with appropriate fallbacks.
@@ -567,21 +634,32 @@ class LumierProvider(BaseVMProvider):
         start_time = time.time()
         api_ready = False
         container_running = False
-        
+
         logger.debug(f"Waiting for container {container_name} to be ready (timeout: {timeout}s)...")
-        
+
         while time.time() - start_time < timeout:
             # Check if container is running
             try:
-                check_cmd = ["docker", "ps", "--filter", f"name={container_name}", "--format", "{{.Status}}"]
+                check_cmd = [
+                    "docker",
+                    "ps",
+                    "--filter",
+                    f"name={container_name}",
+                    "--format",
+                    "{{.Status}}",
+                ]
                 result = subprocess.run(check_cmd, capture_output=True, text=True, check=True)
                 container_status = result.stdout.strip()
-                
+
                 if container_status and container_status.startswith("Up"):
                     container_running = True
-                    logger.info(f"Container {container_name} is running with status: {container_status}")
+                    logger.info(
+                        f"Container {container_name} is running with status: {container_status}"
+                    )
                 else:
-                    logger.warning(f"Container {container_name} not yet running, status: {container_status}")
+                    logger.warning(
+                        f"Container {container_name} not yet running, status: {container_status}"
+                    )
                     # container is not running yet, wait and try again
                     await asyncio.sleep(2)  # Longer sleep to give Docker time
                     continue
@@ -589,17 +667,17 @@ class LumierProvider(BaseVMProvider):
                 logger.warning(f"Error checking container status: {e}")
                 await asyncio.sleep(2)
                 continue
-                
+
             # Container is running, check if API is responsive
             try:
                 # First check the health endpoint
                 api_url = f"http://{self.host}:{self.api_port}/health"
                 logger.info(f"Checking API health at: {api_url}")
-                
+
                 # Use longer timeout for API health check since it may still be initializing
                 curl_cmd = ["curl", "-s", "--connect-timeout", "5", "--max-time", "10", api_url]
                 result = subprocess.run(curl_cmd, capture_output=True, text=True)
-                
+
                 if result.returncode == 0 and "ok" in result.stdout.lower():
                     api_ready = True
                     logger.info(f"API is ready at {api_url}")
@@ -610,12 +688,21 @@ class LumierProvider(BaseVMProvider):
                     vm_api_url = f"http://{self.host}:{self.api_port}/lume/vms/{container_name}"
                     if self.storage:
                         import urllib.parse
+
                         encoded_storage = urllib.parse.quote_plus(self.storage)
                         vm_api_url += f"?storage={encoded_storage}"
-                        
-                    curl_vm_cmd = ["curl", "-s", "--connect-timeout", "5", "--max-time", "10", vm_api_url]
+
+                    curl_vm_cmd = [
+                        "curl",
+                        "-s",
+                        "--connect-timeout",
+                        "5",
+                        "--max-time",
+                        "10",
+                        vm_api_url,
+                    ]
                     vm_result = subprocess.run(curl_vm_cmd, capture_output=True, text=True)
-                    
+
                     if vm_result.returncode == 0 and vm_result.stdout.strip():
                         # VM API responded with something - consider the API ready
                         api_ready = True
@@ -625,7 +712,7 @@ class LumierProvider(BaseVMProvider):
                         curl_code = result.returncode
                         if curl_code == 0:
                             curl_code = vm_result.returncode
-                            
+
                         # Map common curl error codes to helpful messages
                         if curl_code == 7:
                             curl_error = "Failed to connect - API server is starting up"
@@ -639,29 +726,37 @@ class LumierProvider(BaseVMProvider):
                             curl_error = "Network problem during data transfer"
                         else:
                             curl_error = f"Unknown curl error code: {curl_code}"
-                            
+
                         logger.info(f"API not ready yet: {curl_error}")
             except subprocess.SubprocessError as e:
                 logger.warning(f"Error checking API status: {e}")
-                
+
             # If the container is running but API is not ready, that's OK - we'll just wait
             # a bit longer before checking again, as the container may still be initializing
             elapsed_seconds = time.time() - start_time
-            if int(elapsed_seconds) % 5 == 0:  # Only print status every 5 seconds to reduce verbosity
-                logger.debug(f"Waiting for API to initialize... ({elapsed_seconds:.1f}s / {timeout}s)")
-            
+            if (
+                int(elapsed_seconds) % 5 == 0
+            ):  # Only print status every 5 seconds to reduce verbosity
+                logger.debug(
+                    f"Waiting for API to initialize... ({elapsed_seconds:.1f}s / {timeout}s)"
+                )
+
             await asyncio.sleep(3)  # Longer sleep between API checks
-        
+
         # Handle timeout - if the container is running but API is not ready, that's not
         # necessarily an error - the API might just need more time to start up
         if not container_running:
             logger.warning(f"Timed out waiting for container {container_name} to start")
             return False
-        
+
         if not api_ready:
-            logger.warning(f"Container {container_name} is running, but API is not fully ready yet.")
-            logger.warning(f"NOTE: You may see some 'API request failed' messages while the API initializes.")
-        
+            logger.warning(
+                f"Container {container_name} is running, but API is not fully ready yet."
+            )
+            logger.warning(
+                "NOTE: You may see some 'API request failed' messages while the API initializes."
+            )
+
         # Return True if container is running, even if API isn't ready yet
         # This allows VM operations to proceed, with appropriate retries for API calls
         return container_running
@@ -670,12 +765,12 @@ class LumierProvider(BaseVMProvider):
         """Stop a running VM by stopping the Lumier container."""
         try:
             # Use Docker commands to stop the container directly
-            if hasattr(self, '_container_id') and self._container_id:
+            if hasattr(self, "_container_id") and self._container_id:
                 logger.info(f"Stopping Lumier container: {self.container_name}")
                 cmd = ["docker", "stop", self.container_name]
                 result = subprocess.run(cmd, capture_output=True, text=True, check=True)
                 logger.info(f"Container stopped: {result.stdout.strip()}")
-                
+
                 # Return minimal status info
                 return {
                     "name": name,
@@ -684,16 +779,24 @@ class LumierProvider(BaseVMProvider):
                 }
             else:
                 # Try to find the container by name
-                check_cmd = ["docker", "ps", "-a", "--filter", f"name={self.container_name}", "--format", "{{.ID}}"]
+                check_cmd = [
+                    "docker",
+                    "ps",
+                    "-a",
+                    "--filter",
+                    f"name={self.container_name}",
+                    "--format",
+                    "{{.ID}}",
+                ]
                 check_result = subprocess.run(check_cmd, capture_output=True, text=True)
                 container_id = check_result.stdout.strip()
-                
+
                 if container_id:
                     logger.info(f"Found container ID: {container_id}")
                     cmd = ["docker", "stop", self.container_name]
                     result = subprocess.run(cmd, capture_output=True, text=True, check=True)
                     logger.info(f"Container stopped: {result.stdout.strip()}")
-                    
+
                     return {
                         "name": name,
                         "status": "stopped",
@@ -709,26 +812,30 @@ class LumierProvider(BaseVMProvider):
             error_msg = f"Failed to stop container: {e.stderr if hasattr(e, 'stderr') else str(e)}"
             logger.error(error_msg)
             raise RuntimeError(f"Failed to stop Lumier container: {error_msg}")
-            
+
     # update_vm is not implemented as it's not needed for Lumier
     # The BaseVMProvider requires it, so we provide a minimal implementation
-    async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+    async def update_vm(
+        self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Not implemented for Lumier provider."""
         logger.warning("update_vm is not implemented for Lumier provider")
         return {"name": name, "status": "unchanged"}
-        
-    async def get_logs(self, name: str, num_lines: int = 100, follow: bool = False, timeout: Optional[int] = None) -> str:
+
+    async def get_logs(
+        self, name: str, num_lines: int = 100, follow: bool = False, timeout: Optional[int] = None
+    ) -> str:
         """Get the logs from the Lumier container.
-        
+
         Args:
             name: Name of the VM/container to get logs for
             num_lines: Number of recent log lines to return (default: 100)
             follow: If True, follow the logs (stream new logs as they are generated)
             timeout: Optional timeout in seconds for follow mode (None means no timeout)
-            
+
         Returns:
             Container logs as a string
-            
+
         Note:
             If follow=True, this function will continuously stream logs until timeout
             or until interrupted. The output will be printed to console in real-time.
@@ -737,16 +844,16 @@ class LumierProvider(BaseVMProvider):
             error_msg = "Docker is not available. Cannot get container logs."
             logger.error(error_msg)
             return error_msg
-        
+
         # Make sure we have a container name
         container_name = name
-        
+
         # Check if the container exists and is running
         try:
             # Check if the container exists
             inspect_cmd = ["docker", "container", "inspect", container_name]
             result = subprocess.run(inspect_cmd, capture_output=True, text=True)
-            
+
             if result.returncode != 0:
                 error_msg = f"Container '{container_name}' does not exist or is not accessible"
                 logger.error(error_msg)
@@ -755,39 +862,43 @@ class LumierProvider(BaseVMProvider):
             error_msg = f"Error checking container status: {str(e)}"
             logger.error(error_msg)
             return error_msg
-        
+
         # Base docker logs command
         log_cmd = ["docker", "logs"]
-        
+
         # Add tail parameter to limit the number of lines
         log_cmd.extend(["--tail", str(num_lines)])
-        
+
         # Handle follow mode with or without timeout
         if follow:
             log_cmd.append("--follow")
-            
+
             if timeout is not None:
                 # For follow mode with timeout, we'll run the command and handle the timeout
                 log_cmd.append(container_name)
-                logger.info(f"Following logs for container '{container_name}' with timeout {timeout}s")
+                logger.info(
+                    f"Following logs for container '{container_name}' with timeout {timeout}s"
+                )
                 logger.info(f"\n---- CONTAINER LOGS FOR '{container_name}' (LIVE) ----")
-                logger.info(f"Press Ctrl+C to stop following logs\n")
-                
+                logger.info("Press Ctrl+C to stop following logs\n")
+
                 try:
                     # Run with timeout
                     process = subprocess.Popen(log_cmd, text=True)
-                    
+
                     # Wait for the specified timeout
                     if timeout:
                         try:
                             process.wait(timeout=timeout)
                         except subprocess.TimeoutExpired:
                             process.terminate()  # Stop after timeout
-                            logger.info(f"\n---- LOG FOLLOWING STOPPED (timeout {timeout}s reached) ----")
+                            logger.info(
+                                f"\n---- LOG FOLLOWING STOPPED (timeout {timeout}s reached) ----"
+                            )
                     else:
                         # Without timeout, wait for user interruption
                         process.wait()
-                        
+
                     return "Logs were displayed to console in follow mode"
                 except KeyboardInterrupt:
                     process.terminate()
@@ -798,8 +909,8 @@ class LumierProvider(BaseVMProvider):
                 log_cmd.append(container_name)
                 logger.info(f"Following logs for container '{container_name}' indefinitely")
                 logger.info(f"\n---- CONTAINER LOGS FOR '{container_name}' (LIVE) ----")
-                logger.info(f"Press Ctrl+C to stop following logs\n")
-                
+                logger.info("Press Ctrl+C to stop following logs\n")
+
                 try:
                     # Run the command and let it run until interrupted
                     process = subprocess.Popen(log_cmd, text=True)
@@ -813,19 +924,21 @@ class LumierProvider(BaseVMProvider):
             # For non-follow mode, capture and return the logs as a string
             log_cmd.append(container_name)
             logger.info(f"Getting {num_lines} log lines for container '{container_name}'")
-            
+
             try:
                 result = subprocess.run(log_cmd, capture_output=True, text=True, check=True)
                 logs = result.stdout
-                
+
                 # Only print header and logs if there's content
                 if logs.strip():
-                    logger.info(f"\n---- CONTAINER LOGS FOR '{container_name}' (LAST {num_lines} LINES) ----\n")
+                    logger.info(
+                        f"\n---- CONTAINER LOGS FOR '{container_name}' (LAST {num_lines} LINES) ----\n"
+                    )
                     logger.info(logs)
-                    logger.info(f"\n---- END OF LOGS ----")
+                    logger.info("\n---- END OF LOGS ----")
                 else:
                     logger.info(f"\nNo logs available for container '{container_name}'")
-                    
+
                 return logs
             except subprocess.CalledProcessError as e:
                 error_msg = f"Error getting logs: {e.stderr}"
@@ -835,48 +948,48 @@ class LumierProvider(BaseVMProvider):
                 error_msg = f"Unexpected error getting logs: {str(e)}"
                 logger.error(error_msg)
                 return error_msg
-    
+
     async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         raise NotImplementedError("LumierProvider does not support restarting VMs.")
 
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.
-        
+
         Args:
             name: Name of the VM to get the IP for
             storage: Optional storage path override
             retry_delay: Delay between retries in seconds (default: 2)
-            
+
         Returns:
             IP address of the VM when it becomes available
         """
         # Use container_name = name for consistency
         self.container_name = name
-        
+
         # Track total attempts for logging purposes
         total_attempts = 0
-        
+
         # Loop indefinitely until we get a valid IP
         while True:
             total_attempts += 1
-            
+
             # Log retry message but not on first attempt
             if total_attempts > 1:
                 logger.info(f"Waiting for VM {name} IP address (attempt {total_attempts})...")
-            
+
             try:
                 # Get VM information
                 vm_info = await self.get_vm(name, storage=storage)
-                
+
                 # Check if we got a valid IP
                 ip = vm_info.get("ip_address", None)
                 if ip and ip != "unknown" and not ip.startswith("0.0.0.0"):
                     logger.info(f"Got valid VM IP address: {ip}")
                     return ip
-                    
+
                 # Check the VM status
                 status = vm_info.get("status", "unknown")
-                
+
                 # Special handling for Lumier: it may report "stopped" even when the VM is starting
                 # If the VM information contains an IP but status is stopped, it might be a race condition
                 if status == "stopped" and "ip_address" in vm_info:
@@ -891,43 +1004,43 @@ class LumierProvider(BaseVMProvider):
                 # If VM is running but no IP yet, wait and retry
                 else:
                     logger.info("VM is running but no valid IP address yet. Waiting...")
-                
+
             except Exception as e:
                 logger.warning(f"Error getting VM {name} IP: {e}, continuing to wait...")
-                
+
             # Wait before next retry
             await asyncio.sleep(retry_delay)
-            
+
             # Add progress log every 10 attempts
             if total_attempts % 10 == 0:
                 logger.info(f"Still waiting for VM {name} IP after {total_attempts} attempts...")
-    
+
     async def __aenter__(self):
         """Async context manager entry.
-        
+
         This method is called when entering an async context manager block.
         Returns self to be used in the context.
         """
         logger.debug("Entering LumierProvider context")
-        
+
         # Initialize the API URL with the default value if not already set
         # This ensures get_vm can work before run_vm is called
-        if not hasattr(self, '_api_url') or not self._api_url:
+        if not hasattr(self, "_api_url") or not self._api_url:
             self._api_url = f"http://{self.host}:{self.api_port}"
             logger.info(f"Initialized default Lumier API URL: {self._api_url}")
-            
+
         return self
-        
+
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         """Async context manager exit.
-        
+
         This method is called when exiting an async context manager block.
         It handles proper cleanup of resources, including stopping any running containers.
         """
         logger.debug(f"Exiting LumierProvider context, handling exceptions: {exc_type}")
         try:
             # If we have a container ID, we should stop it to clean up resources
-            if hasattr(self, '_container_id') and self._container_id:
+            if hasattr(self, "_container_id") and self._container_id:
                 logger.info(f"Stopping Lumier container on context exit: {self.container_name}")
                 try:
                     cmd = ["docker", "stop", self.container_name]
diff --git a/libs/python/computer/computer/providers/types.py b/libs/python/computer/computer/providers/types.py
index 2db44230..da9e50c0 100644
--- a/libs/python/computer/computer/providers/types.py
+++ b/libs/python/computer/computer/providers/types.py
@@ -3,27 +3,30 @@
 These base types describe the common shape of objects returned by provider
 methods like `list_vms()`.
 """
+
 from __future__ import annotations
 
-from typing import Literal, TypedDict, NotRequired
+from typing import Literal, NotRequired, TypedDict
 
 # Core status values per product docs
 VMStatus = Literal[
-    "pending",      # VM deployment in progress
-    "running",      # VM is active and accessible
-    "stopped",      # VM is stopped but not terminated
-    "terminated",   # VM has been permanently destroyed
-    "failed",       # VM deployment or operation failed
+    "pending",  # VM deployment in progress
+    "running",  # VM is active and accessible
+    "stopped",  # VM is stopped but not terminated
+    "terminated",  # VM has been permanently destroyed
+    "failed",  # VM deployment or operation failed
 ]
 
 OSType = Literal["macos", "linux", "windows"]
 
+
 class MinimalVM(TypedDict):
     """Minimal VM object shape returned by list calls.
 
     Providers may include additional fields. Optional fields below are
     common extensions some providers expose or that callers may compute.
     """
+
     name: str
     status: VMStatus
     # Not always included by all providers
diff --git a/libs/python/computer/computer/providers/winsandbox/__init__.py b/libs/python/computer/computer/providers/winsandbox/__init__.py
index 715ed7db..0d089092 100644
--- a/libs/python/computer/computer/providers/winsandbox/__init__.py
+++ b/libs/python/computer/computer/providers/winsandbox/__init__.py
@@ -2,6 +2,7 @@
 
 try:
     import winsandbox
+
     HAS_WINSANDBOX = True
 except ImportError:
     HAS_WINSANDBOX = False
diff --git a/libs/python/computer/computer/providers/winsandbox/provider.py b/libs/python/computer/computer/providers/winsandbox/provider.py
index 1c9aec3c..771ec2b4 100644
--- a/libs/python/computer/computer/providers/winsandbox/provider.py
+++ b/libs/python/computer/computer/providers/winsandbox/provider.py
@@ -1,11 +1,11 @@
 """Windows Sandbox VM provider implementation using pywinsandbox."""
 
-import os
 import asyncio
 import logging
+import os
 import time
-from typing import Dict, Any, Optional, List
 from pathlib import Path
+from typing import Any, Dict, List, Optional
 
 from ..base import BaseVMProvider, VMProviderType
 
@@ -14,6 +14,7 @@ logger = logging.getLogger(__name__)
 
 try:
     import winsandbox
+
     HAS_WINSANDBOX = True
 except ImportError:
     HAS_WINSANDBOX = False
@@ -21,13 +22,13 @@ except ImportError:
 
 class WinSandboxProvider(BaseVMProvider):
     """Windows Sandbox VM provider implementation using pywinsandbox.
-    
+
     This provider uses Windows Sandbox to create isolated Windows environments.
     Storage is always ephemeral with Windows Sandbox.
     """
-    
+
     def __init__(
-        self, 
+        self,
         port: int = 7777,
         host: str = "localhost",
         storage: Optional[str] = None,
@@ -35,10 +36,10 @@ class WinSandboxProvider(BaseVMProvider):
         ephemeral: bool = True,  # Windows Sandbox is always ephemeral
         memory_mb: int = 4096,
         networking: bool = True,
-        **kwargs
+        **kwargs,
     ):
         """Initialize the Windows Sandbox provider.
-        
+
         Args:
             port: Port for the computer server (default: 7777)
             host: Host to use for connections (default: localhost)
@@ -53,41 +54,43 @@ class WinSandboxProvider(BaseVMProvider):
                 "pywinsandbox is required for WinSandboxProvider. "
                 "Please install it with 'pip install pywinsandbox'"
             )
-            
+
         self.host = host
         self.port = port
         self.verbose = verbose
         self.memory_mb = memory_mb
         self.networking = networking
-        
+
         # Windows Sandbox is always ephemeral
         if not ephemeral:
             logger.warning("Windows Sandbox storage is always ephemeral. Ignoring ephemeral=False.")
         self.ephemeral = True
-        
+
         # Storage is always ephemeral for Windows Sandbox
         if storage and storage != "ephemeral":
-            logger.warning("Windows Sandbox does not support persistent storage. Using ephemeral storage.")
+            logger.warning(
+                "Windows Sandbox does not support persistent storage. Using ephemeral storage."
+            )
         self.storage = "ephemeral"
-        
+
         self.logger = logging.getLogger(__name__)
-        
+
         # Track active sandboxes
         self._active_sandboxes: Dict[str, Any] = {}
-        
+
     @property
     def provider_type(self) -> VMProviderType:
         """Get the provider type."""
         return VMProviderType.WINSANDBOX
-        
+
     async def __aenter__(self):
         """Enter async context manager."""
         # Verify Windows Sandbox is available
         if not HAS_WINSANDBOX:
             raise ImportError("pywinsandbox is not available")
-        
+
         return self
-        
+
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         """Exit async context manager."""
         # Clean up any active sandboxes
@@ -97,29 +100,24 @@ class WinSandboxProvider(BaseVMProvider):
                 self.logger.info(f"Terminated sandbox: {name}")
             except Exception as e:
                 self.logger.error(f"Error terminating sandbox {name}: {e}")
-        
+
         self._active_sandboxes.clear()
-        
+
     async def get_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Get VM information by name.
-        
+
         Args:
             name: Name of the VM to get information for
             storage: Ignored for Windows Sandbox (always ephemeral)
-            
+
         Returns:
             Dictionary with VM information including status, IP address, etc.
         """
         if name not in self._active_sandboxes:
-            return {
-                "name": name,
-                "status": "stopped",
-                "ip_address": None,
-                "storage": "ephemeral"
-            }
-        
+            return {"name": name, "status": "stopped", "ip_address": None, "storage": "ephemeral"}
+
         sandbox = self._active_sandboxes[name]
-        
+
         # Check if sandbox is still running
         try:
             # Try to ping the sandbox to see if it's responsive
@@ -128,7 +126,7 @@ class WinSandboxProvider(BaseVMProvider):
                 sandbox_responsive = True
             except Exception:
                 sandbox_responsive = False
-            
+
             if not sandbox_responsive:
                 return {
                     "name": name,
@@ -136,33 +134,36 @@ class WinSandboxProvider(BaseVMProvider):
                     "ip_address": None,
                     "storage": "ephemeral",
                     "memory_mb": self.memory_mb,
-                    "networking": self.networking
+                    "networking": self.networking,
                 }
-            
+
             # Check for computer server address file
-            server_address_file = r"C:\Users\WDAGUtilityAccount\Desktop\shared_windows_sandbox_dir\server_address"
-            
+            server_address_file = (
+                r"C:\Users\WDAGUtilityAccount\Desktop\shared_windows_sandbox_dir\server_address"
+            )
+
             try:
                 # Check if the server address file exists
                 file_exists = sandbox.rpyc.modules.os.path.exists(server_address_file)
-                
+
                 if file_exists:
                     # Read the server address file
-                    with sandbox.rpyc.builtin.open(server_address_file, 'r') as f:
+                    with sandbox.rpyc.builtin.open(server_address_file, "r") as f:
                         server_address = f.read().strip()
-                    
-                    if server_address and ':' in server_address:
+
+                    if server_address and ":" in server_address:
                         # Parse IP:port from the file
-                        ip_address, port = server_address.split(':', 1)
-                        
+                        ip_address, port = server_address.split(":", 1)
+
                         # Verify the server is actually responding
                         try:
                             import socket
+
                             sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
                             sock.settimeout(3)
                             result = sock.connect_ex((ip_address, int(port)))
                             sock.close()
-                            
+
                             if result == 0:
                                 # Server is responding
                                 status = "running"
@@ -183,26 +184,26 @@ class WinSandboxProvider(BaseVMProvider):
                     # Server address file doesn't exist yet
                     status = "starting"
                     ip_address = None
-                    
+
             except Exception as e:
                 self.logger.debug(f"Error checking server address file: {e}")
                 status = "starting"
                 ip_address = None
-                
+
         except Exception as e:
             self.logger.error(f"Error checking sandbox status: {e}")
             status = "error"
             ip_address = None
-        
+
         return {
             "name": name,
             "status": status,
             "ip_address": ip_address,
             "storage": "ephemeral",
             "memory_mb": self.memory_mb,
-            "networking": self.networking
+            "networking": self.networking,
         }
-        
+
     async def list_vms(self) -> List[Dict[str, Any]]:
         """List all available VMs."""
         vms = []
@@ -210,25 +211,24 @@ class WinSandboxProvider(BaseVMProvider):
             vm_info = await self.get_vm(name)
             vms.append(vm_info)
         return vms
-        
-    async def run_vm(self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+
+    async def run_vm(
+        self, image: str, name: str, run_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Run a VM with the given options.
-        
+
         Args:
             image: Image name (ignored for Windows Sandbox - always uses host Windows)
             name: Name of the VM to run
             run_opts: Dictionary of run options (memory, cpu, etc.)
             storage: Ignored for Windows Sandbox (always ephemeral)
-        
+
         Returns:
             Dictionary with VM run status and information
         """
         if name in self._active_sandboxes:
-            return {
-                "success": False,
-                "error": f"Sandbox {name} is already running"
-            }
-        
+            return {"success": False, "error": f"Sandbox {name} is already running"}
+
         try:
             # Extract options from run_opts
             memory_mb = run_opts.get("memory_mb", self.memory_mb)
@@ -240,9 +240,9 @@ class WinSandboxProvider(BaseVMProvider):
                     memory_mb = int(memory_mb[:-2])
                 else:
                     memory_mb = self.memory_mb
-            
+
             networking = run_opts.get("networking", self.networking)
-            
+
             # Create folder mappers; always map a persistent venv directory on host for caching packages
             folder_mappers = []
             # Ensure host side persistent venv directory exists (Path.home()/wsb_venv)
@@ -260,7 +260,7 @@ class WinSandboxProvider(BaseVMProvider):
                     host_path = shared_dir
                 else:
                     continue
-                    
+
                 if host_path and os.path.exists(host_path):
                     folder_mappers.append(winsandbox.FolderMapper(host_path))
 
@@ -272,182 +272,185 @@ class WinSandboxProvider(BaseVMProvider):
                     )
                 except Exception as e:
                     self.logger.warning(f"Failed to map host winsandbox_venv: {e}")
-            
+
             self.logger.info(f"Creating Windows Sandbox: {name}")
             self.logger.info(f"Memory: {memory_mb}MB, Networking: {networking}")
             if folder_mappers:
                 self.logger.info(f"Shared directories: {len(folder_mappers)}")
-            
+
             # Create the sandbox without logon script
             try:
                 # Try with memory_mb parameter (newer pywinsandbox version)
                 sandbox = winsandbox.new_sandbox(
-                    memory_mb=str(memory_mb),
-                    networking=networking,
-                    folder_mappers=folder_mappers
+                    memory_mb=str(memory_mb), networking=networking, folder_mappers=folder_mappers
                 )
             except TypeError as e:
                 if "memory_mb" in str(e):
                     # Fallback for older pywinsandbox version that doesn't support memory_mb
                     self.logger.warning(
-                        f"Your pywinsandbox version doesn't support memory_mb parameter. "
-                        f"Using default memory settings. To use custom memory settings, "
-                        f"please update pywinsandbox: pip install -U git+https://github.com/karkason/pywinsandbox.git"
+                        "Your pywinsandbox version doesn't support memory_mb parameter. "
+                        "Using default memory settings. To use custom memory settings, "
+                        "please update pywinsandbox: pip install -U git+https://github.com/karkason/pywinsandbox.git"
                     )
                     sandbox = winsandbox.new_sandbox(
-                        networking=networking,
-                        folder_mappers=folder_mappers
+                        networking=networking, folder_mappers=folder_mappers
                     )
                 else:
                     # Re-raise if it's a different TypeError
                     raise
-            
+
             # Store the sandbox
             self._active_sandboxes[name] = sandbox
-            
+
             self.logger.info(f"Windows Sandbox {name} created successfully")
-            
-            venv_exists = (host_wsb_env / "venv" / "Lib" / "site-packages" / "computer_server").exists() if host_wsb_env else False
+
+            venv_exists = (
+                (host_wsb_env / "venv" / "Lib" / "site-packages" / "computer_server").exists()
+                if host_wsb_env
+                else False
+            )
 
             # Setup the computer server in the sandbox
             await self._setup_computer_server(sandbox, name, wait_for_venv=(not venv_exists))
-            
+
             return {
                 "success": True,
                 "name": name,
                 "status": "starting",
                 "memory_mb": memory_mb,
                 "networking": networking,
-                "storage": "ephemeral"
+                "storage": "ephemeral",
             }
-            
+
         except Exception as e:
             self.logger.error(f"Failed to create Windows Sandbox {name}: {e}")
             # stack trace
             import traceback
+
             self.logger.error(f"Stack trace: {traceback.format_exc()}")
-            return {
-                "success": False,
-                "error": f"Failed to create sandbox: {str(e)}"
-            }
-        
+            return {"success": False, "error": f"Failed to create sandbox: {str(e)}"}
+
     async def stop_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         """Stop a running VM.
-        
+
         Args:
             name: Name of the VM to stop
             storage: Ignored for Windows Sandbox
-            
+
         Returns:
             Dictionary with stop status and information
         """
         if name not in self._active_sandboxes:
-            return {
-                "success": False,
-                "error": f"Sandbox {name} is not running"
-            }
-        
+            return {"success": False, "error": f"Sandbox {name} is not running"}
+
         try:
             sandbox = self._active_sandboxes[name]
-            
+
             # Terminate the sandbox
             sandbox.shutdown()
-            
+
             # Remove from active sandboxes
             del self._active_sandboxes[name]
-            
+
             self.logger.info(f"Windows Sandbox {name} stopped successfully")
-            
-            return {
-                "success": True,
-                "name": name,
-                "status": "stopped"
-            }
-            
+
+            return {"success": True, "name": name, "status": "stopped"}
+
         except Exception as e:
             self.logger.error(f"Failed to stop Windows Sandbox {name}: {e}")
-            return {
-                "success": False,
-                "error": f"Failed to stop sandbox: {str(e)}"
-            }
-        
-    async def update_vm(self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None) -> Dict[str, Any]:
+            return {"success": False, "error": f"Failed to stop sandbox: {str(e)}"}
+
+    async def update_vm(
+        self, name: str, update_opts: Dict[str, Any], storage: Optional[str] = None
+    ) -> Dict[str, Any]:
         """Update VM configuration.
-        
+
         Note: Windows Sandbox does not support runtime configuration updates.
         The sandbox must be stopped and restarted with new configuration.
-        
+
         Args:
             name: Name of the VM to update
             update_opts: Dictionary of update options
             storage: Ignored for Windows Sandbox
-            
+
         Returns:
             Dictionary with update status and information
         """
         return {
             "success": False,
             "error": "Windows Sandbox does not support runtime configuration updates. "
-                    "Please stop and restart the sandbox with new configuration."
+            "Please stop and restart the sandbox with new configuration.",
         }
 
     async def restart_vm(self, name: str, storage: Optional[str] = None) -> Dict[str, Any]:
         raise NotImplementedError("WinSandboxProvider does not support restarting VMs.")
-        
+
     async def get_ip(self, name: str, storage: Optional[str] = None, retry_delay: int = 2) -> str:
         """Get the IP address of a VM, waiting indefinitely until it's available.
-        
+
         Args:
             name: Name of the VM to get the IP for
             storage: Ignored for Windows Sandbox
             retry_delay: Delay between retries in seconds (default: 2)
-            
+
         Returns:
             IP address of the VM when it becomes available
         """
         total_attempts = 0
-        
+
         # Loop indefinitely until we get a valid IP
         while True:
             total_attempts += 1
-            
+
             # Log retry message but not on first attempt
             if total_attempts > 1:
-                self.logger.info(f"Waiting for Windows Sandbox {name} IP address (attempt {total_attempts})...")
-            
+                self.logger.info(
+                    f"Waiting for Windows Sandbox {name} IP address (attempt {total_attempts})..."
+                )
+
             try:
                 # Get VM information
                 vm_info = await self.get_vm(name, storage=storage)
-                
+
                 # Check if we got a valid IP
                 ip = vm_info.get("ip_address", None)
                 if ip and ip != "unknown" and not ip.startswith("0.0.0.0"):
                     self.logger.info(f"Got valid Windows Sandbox IP address: {ip}")
                     return ip
-                    
+
                 # Check the VM status
                 status = vm_info.get("status", "unknown")
-                
+
                 # If VM is not running yet, log and wait
                 if status != "running":
-                    self.logger.info(f"Windows Sandbox is not running yet (status: {status}). Waiting...")
+                    self.logger.info(
+                        f"Windows Sandbox is not running yet (status: {status}). Waiting..."
+                    )
                 # If VM is running but no IP yet, wait and retry
                 else:
-                    self.logger.info("Windows Sandbox is running but no valid IP address yet. Waiting...")
-                
+                    self.logger.info(
+                        "Windows Sandbox is running but no valid IP address yet. Waiting..."
+                    )
+
             except Exception as e:
-                self.logger.warning(f"Error getting Windows Sandbox {name} IP: {e}, continuing to wait...")
-                
+                self.logger.warning(
+                    f"Error getting Windows Sandbox {name} IP: {e}, continuing to wait..."
+                )
+
             # Wait before next retry
             await asyncio.sleep(retry_delay)
-            
+
             # Add progress log every 10 attempts
             if total_attempts % 10 == 0:
-                self.logger.info(f"Still waiting for Windows Sandbox {name} IP after {total_attempts} attempts...")
-    
-    async def _setup_computer_server(self, sandbox, name: str, visible: bool = False, wait_for_venv: bool = True):
+                self.logger.info(
+                    f"Still waiting for Windows Sandbox {name} IP after {total_attempts} attempts..."
+                )
+
+    async def _setup_computer_server(
+        self, sandbox, name: str, visible: bool = False, wait_for_venv: bool = True
+    ):
         """Setup the computer server in the Windows Sandbox using RPyC.
-        
+
         Args:
             sandbox: The Windows Sandbox instance
             name: Name of the sandbox
@@ -458,52 +461,58 @@ class WinSandboxProvider(BaseVMProvider):
 
             # Read the PowerShell setup script
             script_path = os.path.join(os.path.dirname(__file__), "setup_script.ps1")
-            with open(script_path, 'r', encoding='utf-8') as f:
+            with open(script_path, "r", encoding="utf-8") as f:
                 setup_script_content = f.read()
-            
+
             # Write the setup script to the sandbox using RPyC
             script_dest_path = r"C:\Users\WDAGUtilityAccount\setup_cua.ps1"
-            
+
             self.logger.info(f"Writing setup script to {script_dest_path}")
-            with sandbox.rpyc.builtin.open(script_dest_path, 'w') as f:
+            with sandbox.rpyc.builtin.open(script_dest_path, "w") as f:
                 f.write(setup_script_content)
-            
+
             # Execute the PowerShell script in the background
             self.logger.info("Executing setup script in sandbox...")
-            
+
             # Use subprocess to run PowerShell script
             import subprocess
+
             powershell_cmd = [
-                "powershell.exe", 
-                "-ExecutionPolicy", "Bypass",
+                "powershell.exe",
+                "-ExecutionPolicy",
+                "Bypass",
                 "-NoExit",  # Keep window open after script completes
-                "-File", script_dest_path
+                "-File",
+                script_dest_path,
             ]
-            
+
             # Set creation flags based on visibility preference
             if visible:
                 # CREATE_NEW_CONSOLE - creates a new console window (visible)
                 creation_flags = 0x00000010
             else:
-                creation_flags = 0x08000000 # CREATE_NO_WINDOW
-            
+                creation_flags = 0x08000000  # CREATE_NO_WINDOW
+
             # Start the process using RPyC
             process = sandbox.rpyc.modules.subprocess.Popen(
-                powershell_cmd,
-                creationflags=creation_flags,
-                shell=False
+                powershell_cmd, creationflags=creation_flags, shell=False
             )
 
             if wait_for_venv:
-                print("Waiting for venv to be created for the first time setup of Windows Sandbox...")
+                print(
+                    "Waiting for venv to be created for the first time setup of Windows Sandbox..."
+                )
                 print("This may take a minute...")
                 await asyncio.sleep(120)
-            
+
             ip = await self.get_ip(name)
             self.logger.info(f"Sandbox IP: {ip}")
-            self.logger.info(f"Setup script started in background in sandbox {name} with PID: {process.pid}")
-            
+            self.logger.info(
+                f"Setup script started in background in sandbox {name} with PID: {process.pid}"
+            )
+
         except Exception as e:
             self.logger.error(f"Failed to setup computer server in sandbox {name}: {e}")
             import traceback
+
             self.logger.error(f"Stack trace: {traceback.format_exc()}")
diff --git a/libs/python/computer/computer/ui/gradio/__init__.py b/libs/python/computer/computer/ui/gradio/__init__.py
index 3645348e..62bbaf80 100644
--- a/libs/python/computer/computer/ui/gradio/__init__.py
+++ b/libs/python/computer/computer/ui/gradio/__init__.py
@@ -1,6 +1,7 @@
 """Gradio UI for Computer UI."""
 
-import gradio as gr
 from typing import Optional
 
+import gradio as gr
+
 from .app import create_gradio_ui
diff --git a/libs/python/computer/computer/ui/gradio/app.py b/libs/python/computer/computer/ui/gradio/app.py
index d8c5c513..a297302c 100644
--- a/libs/python/computer/computer/ui/gradio/app.py
+++ b/libs/python/computer/computer/ui/gradio/app.py
@@ -4,91 +4,171 @@ Advanced Gradio UI for Computer Interface
 This is a Gradio interface for the Computer Interface
 """
 
-import gradio as gr
 import asyncio
+import base64
+import glob
+import hashlib
 import io
 import json
-import uuid
-import hashlib
 import os
-import glob
 import random
-import base64
-from datetime import datetime
-from PIL import Image
-from huggingface_hub import DatasetCard, DatasetCardData
-from computer import Computer, VMProviderType
-from gradio.components import ChatMessage
-import pandas as pd
-from datasets import Dataset, Features, Sequence, concatenate_datasets
-import datasets
-
 import random as rand
+import uuid
+from datetime import datetime
+
+import datasets
+import gradio as gr
+import pandas as pd
+from computer import Computer, VMProviderType
+from datasets import Dataset, Features, Sequence, concatenate_datasets
+from gradio.components import ChatMessage
+from huggingface_hub import DatasetCard, DatasetCardData
+from PIL import Image
 
 # Task examples as dictionaries with task string and setup function
 TASK_EXAMPLES = [
     {
         "task": "Open the shopping list on my desktop and add all the items to a Doordash cart",
-        "setup": lambda computer: create_shopping_list_file(computer)
-    }, 
+        "setup": lambda computer: create_shopping_list_file(computer),
+    },
     {
         "task": "Do a random miniwob++ task, output the task name in <task> </task> tags and your reward in <reward> </reward> tags"
-    }
+    },
 ]
 
+
 # Generate random shopping list and save to desktop using computer interface
 async def create_shopping_list_file(computer):
-    items = ["Milk", "Eggs", "Bread", "Apples", "Bananas", "Chicken", "Rice", 
-             "Cereal", "Coffee", "Cheese", "Pasta", "Tomatoes", "Potatoes", 
-             "Onions", "Carrots", "Ice Cream", "Yogurt", "Cookies"]
-    
+    items = [
+        "Milk",
+        "Eggs",
+        "Bread",
+        "Apples",
+        "Bananas",
+        "Chicken",
+        "Rice",
+        "Cereal",
+        "Coffee",
+        "Cheese",
+        "Pasta",
+        "Tomatoes",
+        "Potatoes",
+        "Onions",
+        "Carrots",
+        "Ice Cream",
+        "Yogurt",
+        "Cookies",
+    ]
+
     # Select 1-5 random items
     num_items = rand.randint(1, 5)
     selected_items = rand.sample(items, num_items)
-    
+
     # Create shopping list content
     content = "SHOPPING LIST:\n\n"
     for item in selected_items:
         content += f"- {item}\n"
-    
+
     # Create a temporary file with the content
     temp_file_path = "/tmp/shopping_list.txt"
-    
+
     # Use run_command to create the file on the desktop
     desktop_path = "~/Desktop"
     file_path = f"{desktop_path}/shopping_list.txt"
-    
+
     # Create the file using echo command
     cmd = f"echo '{content}' > {file_path}"
     stdout, stderr = await computer.interface.run_command(cmd)
-    
+
     print(f"Created shopping list at {file_path} with {num_items} items")
     if stderr:
         print(f"Error: {stderr}")
-        
+
     return file_path
 
+
+import typing
+
 # Load valid keys from the Key enum in models.py
 from computer.interface.models import Key
-import typing
-VALID_KEYS = [key.value for key in Key]  + [
-    'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm',
-    'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z',
-    '0', '1', '2', '3', '4', '5', '6', '7', '8', '9'
+
+VALID_KEYS = [key.value for key in Key] + [
+    "a",
+    "b",
+    "c",
+    "d",
+    "e",
+    "f",
+    "g",
+    "h",
+    "i",
+    "j",
+    "k",
+    "l",
+    "m",
+    "n",
+    "o",
+    "p",
+    "q",
+    "r",
+    "s",
+    "t",
+    "u",
+    "v",
+    "w",
+    "x",
+    "y",
+    "z",
+    "0",
+    "1",
+    "2",
+    "3",
+    "4",
+    "5",
+    "6",
+    "7",
+    "8",
+    "9",
 ]
-VALID_KEYS = list(dict.fromkeys(VALID_KEYS)) # remove duplicates, preserve order
+VALID_KEYS = list(dict.fromkeys(VALID_KEYS))  # remove duplicates, preserve order
 
 # List of random words for demo naming
-RANDOM_WORDS = ["apple", "banana", "cherry", "dolphin", "elephant", "forest", 
-                "giraffe", "harmony", "igloo", "jungle", "kangaroo", "lemon", 
-                "mountain", "notebook", "ocean", "penguin", "quasar", "rainbow", "ohana",
-                "sunflower", "tiger", "umbrella", "volcano", "waterfall", "xylophone", 
-                "yellow", "zebra"]
+RANDOM_WORDS = [
+    "apple",
+    "banana",
+    "cherry",
+    "dolphin",
+    "elephant",
+    "forest",
+    "giraffe",
+    "harmony",
+    "igloo",
+    "jungle",
+    "kangaroo",
+    "lemon",
+    "mountain",
+    "notebook",
+    "ocean",
+    "penguin",
+    "quasar",
+    "rainbow",
+    "ohana",
+    "sunflower",
+    "tiger",
+    "umbrella",
+    "volcano",
+    "waterfall",
+    "xylophone",
+    "yellow",
+    "zebra",
+]
+
 
 # Generate a random demo name with 3 words
 def generate_random_demo_name():
     return " ".join(random.sample(RANDOM_WORDS, 3))
 
+
 # Global session ID for tracking this run
 session_id = str(uuid.uuid4())
 
@@ -105,101 +185,108 @@ screenshot_images = []  # Array to store all screenshot images
 OUTPUT_DIR = "examples/output"
 SESSION_DIR = os.path.join(OUTPUT_DIR, "sessions")
 
+
 def load_all_sessions(with_images=False):
     """Load and concatenate all session datasets into a single Dataset"""
     try:
         # Get all session folders
         if not os.path.exists(SESSION_DIR):
             return None
-        
+
         session_folders = glob.glob(os.path.join(SESSION_DIR, "*"))
         if not session_folders:
             return None
-        
+
         # Load each dataset and concatenate
         all_datasets = []
         for folder in session_folders:
             try:
                 ds = Dataset.load_from_disk(folder)
                 if not with_images:
-                    ds = ds.remove_columns('images')
-                    
+                    ds = ds.remove_columns("images")
+
                 # Add folder name to identify the source
                 folder_name = os.path.basename(folder)
-                
+
                 # Process the messages from tool_call_logs
                 def process_messages(example):
                     messages_text = []
                     current_role = None
-                    
+
                     # Process the logs if they exist in the example
-                    if 'tool_calls' in example:
+                    if "tool_calls" in example:
                         # Use the existing get_chatbot_messages function with explicit logs parameter
-                        formatted_msgs = get_chatbot_messages(logs=json.loads(example['tool_calls']))
-                        
+                        formatted_msgs = get_chatbot_messages(
+                            logs=json.loads(example["tool_calls"])
+                        )
+
                         # Process each ChatMessage and extract either title or content
                         for msg in formatted_msgs:
                             # Check if role has changed
                             if msg.role != current_role:
                                 # Add a line with the new role if it changed
                                 if current_role is not None:  # Skip for the first message
-                                    messages_text.append("")  # Add an empty line between role changes
+                                    messages_text.append(
+                                        ""
+                                    )  # Add an empty line between role changes
                                 messages_text.append(f"{msg.role}")
                                 current_role = msg.role
-                            
+
                             # Add the message content
-                            if msg.metadata and 'title' in msg.metadata:
+                            if msg.metadata and "title" in msg.metadata:
                                 # Use the title if available
-                                messages_text.append(msg.metadata['title'])
+                                messages_text.append(msg.metadata["title"])
                             else:
                                 # Use just the content without role prefix since we're adding role headers
                                 messages_text.append(msg.content)
-                    
+
                     # Join all messages with newlines
                     all_messages = "\n".join(messages_text)
-                    
+
                     return {
                         **example,
                         "source_folder": folder_name,
                         "messages": all_messages,
                     }
-                
+
                 # Apply the processing to each example
                 ds = ds.map(process_messages)
                 all_datasets.append(ds)
             except Exception as e:
                 print(f"Error loading dataset from {folder}: {str(e)}")
-        
+
         if not all_datasets:
             return None
-        
+
         # Concatenate all datasets
         return concatenate_datasets(all_datasets)
     except Exception as e:
         print(f"Error loading sessions: {str(e)}")
         return None
 
+
 def get_existing_tags():
     """Extract all existing tags from saved demonstrations"""
     all_sessions = load_all_sessions()
     if all_sessions is None:
         return [], []
-    
+
     # Convert to pandas and extract tags
     df = all_sessions.to_pandas()
-    
-    if 'tags' not in df.columns:
+
+    if "tags" not in df.columns:
         return []
-    
+
     # Extract all tags and flatten the list
     all_tags = []
-    for tags in df['tags'].dropna():
+    for tags in df["tags"].dropna():
         all_tags += list(tags)
-    
+
     # Remove duplicates and sort
     unique_tags = sorted(list(set(all_tags)))
     return unique_tags, unique_tags
 
+
 def get_sessions_data():
     """Load all sessions dataset"""
 
@@ -207,21 +294,22 @@ def get_sessions_data():
     if combined_ds:
         # Convert to pandas and select columns
         df = combined_ds.to_pandas()
-        columns = ['name', 'messages', 'source_folder']
-        if 'tags' in df.columns:
-            columns.append('tags')
+        columns = ["name", "messages", "source_folder"]
+        if "tags" in df.columns:
+            columns.append("tags")
         return df[columns]
     else:
         return pd.DataFrame({"name": [""], "messages": [""], "source_folder": [""]})
 
+
 def upload_to_huggingface(dataset_name, visibility, filter_tags=None):
     """Upload sessions to HuggingFace Datasets Hub, optionally filtered by tags
-    
+
     Args:
         dataset_name: Name of the dataset on HuggingFace (format: username/dataset-name)
         visibility: 'public' or 'private'
         filter_tags: List of tags to filter by (optional)
-        
+
     Returns:
         Status message
     """
@@ -230,35 +318,35 @@ def upload_to_huggingface(dataset_name, visibility, filter_tags=None):
         hf_token = os.environ.get("HF_TOKEN")
         if not hf_token:
             return "Error: HF_TOKEN environment variable not found. Please set it before uploading."
-        
+
         # Check if dataset name is in the correct format
         if not dataset_name or "/" not in dataset_name:
             return "Dataset name must be in the format 'username/dataset-name'"
-        
+
         # Load all sessions
         combined_ds = load_all_sessions(with_images=True)
         if combined_ds is None or len(combined_ds) == 0:
             return "No sessions found to upload."
-            
+
         # If tag filtering is provided, filter the datasets
         if filter_tags:
             # Convert to pandas to filter
             df = combined_ds.to_pandas()
-            
-            if 'tags' not in df.columns:
+
+            if "tags" not in df.columns:
                 return "No sessions with tags found to filter."
-            
+
             # Get list of source folders for sessions that have any of the selected tags
             matching_folders = []
             for _, row in df.iterrows():
-                if not len(row.get('tags')):
+                if not len(row.get("tags")):
                     continue
-                if any(tag in list(row.get('tags', [])) for tag in filter_tags):
-                    matching_folders.append(row['source_folder'])
-            
+                if any(tag in list(row.get("tags", [])) for tag in filter_tags):
+                    matching_folders.append(row["source_folder"])
+
             if not matching_folders:
                 return "No sessions matched the selected tag filters."
-            
+
             # Load only the matching datasets
             filtered_datasets = []
             for folder in matching_folders:
@@ -269,10 +357,10 @@ def upload_to_huggingface(dataset_name, visibility, filter_tags=None):
                         filtered_datasets.append(ds)
                     except Exception as e:
                         print(f"Error loading dataset from {folder}: {str(e)}")
-            
+
             if not len(filtered_datasets):
                 return "Error loading the filtered sessions."
-            
+
             # Create a new combined dataset with just the filtered sessions
             upload_ds = concatenate_datasets(filtered_datasets)
             session_count = len(upload_ds)
@@ -280,57 +368,52 @@ def upload_to_huggingface(dataset_name, visibility, filter_tags=None):
             # Use all sessions
             upload_ds = combined_ds
             session_count = len(upload_ds)
-        
-        tags = ['cua']
+
+        tags = ["cua"]
         if isinstance(filter_tags, list):
             tags += filter_tags
-        
+
         # Push to HuggingFace
         upload_ds.push_to_hub(
             dataset_name,
             private=visibility == "private",
             token=hf_token,
-            commit_message="(Built with github.com/trycua/cua)"
+            commit_message="(Built with github.com/trycua/cua)",
         )
-        
+
         # Create dataset card
         card_data = DatasetCardData(
-            language='en',
-            license='mit',
-            task_categories=['visual-question-answering'],
-            tags=tags
+            language="en", license="mit", task_categories=["visual-question-answering"], tags=tags
         )
         card = DatasetCard.from_template(
             card_data=card_data,
-            template_str="---\n{{ card_data }}\n---\n\n# Uploaded computer interface trajectories\n\nThese trajectories were generated and uploaded using [cua](https://github.com/trycua/cua)"
+            template_str="---\n{{ card_data }}\n---\n\n# Uploaded computer interface trajectories\n\nThese trajectories were generated and uploaded using [cua](https://github.com/trycua/cua)",
         )
-        card.push_to_hub(
-            dataset_name,
-            commit_message="Cua dataset card"
-        )
-        
+        card.push_to_hub(dataset_name, commit_message="Cua dataset card")
+
         return f"Successfully uploaded {session_count} sessions to HuggingFace Datasets Hub at https://huggingface.co/datasets/{dataset_name}"
-    
+
     except Exception as e:
         return f"Error uploading to HuggingFace: {str(e)}"
 
+
 def save_demonstration(log_data, demo_name=None, demo_tags=None):
     """Save the current tool call logs as a demonstration file using HuggingFace datasets"""
     global tool_call_logs, session_id
-    
+
     if not tool_call_logs:
         return "No data to save", None
-    
+
     # Create output directories if they don't exist
     if not os.path.exists(OUTPUT_DIR):
         os.makedirs(OUTPUT_DIR)
     if not os.path.exists(SESSION_DIR):
         os.makedirs(SESSION_DIR)
-        
+
     # Use default name if none provided
     if not demo_name or demo_name.strip() == "":
         demo_name = generate_random_demo_name()
-    
+
     # Process tags
     tags = []
     if demo_tags:
@@ -338,66 +421,69 @@ def save_demonstration(log_data, demo_name=None, demo_tags=None):
             tags = demo_tags
         elif isinstance(demo_tags, str):
             # Split by comma if it's a comma-separated string
-            tags = [tag.strip() for tag in demo_tags.split(',') if tag.strip()]
-    
+            tags = [tag.strip() for tag in demo_tags.split(",") if tag.strip()]
+
     log_time = datetime.now().isoformat()
-    
+
     def msg_to_dict(msg: ChatMessage):
-        return {
-            "role": msg.role,
-            "content": str(msg.content),
-            "metadata": dict(msg.metadata)
-        }
-    
+        return {"role": msg.role, "content": str(msg.content), "metadata": dict(msg.metadata)}
+
     # Create dataset
-    demonstration_dataset = [{
-        "timestamp": str(log_time),
-        "session_id": str(session_id),
-        "name": str(demo_name),
-        "tool_calls": json.dumps(tool_call_logs),
-        "messages": json.dumps([msg_to_dict(msg) for msg in get_chatbot_messages(tool_call_logs)]),
-        "tags": list(tags),
-        "images": [Image.open(io.BytesIO(img)) for img in screenshot_images],
-    }]
-    
+    demonstration_dataset = [
+        {
+            "timestamp": str(log_time),
+            "session_id": str(session_id),
+            "name": str(demo_name),
+            "tool_calls": json.dumps(tool_call_logs),
+            "messages": json.dumps(
+                [msg_to_dict(msg) for msg in get_chatbot_messages(tool_call_logs)]
+            ),
+            "tags": list(tags),
+            "images": [Image.open(io.BytesIO(img)) for img in screenshot_images],
+        }
+    ]
+
     try:
         # Create a new HuggingFace dataset from the current session
         new_session_ds = Dataset.from_list(
             demonstration_dataset,
-            features=Features({
-                'timestamp': datasets.Value('string'),
-                'session_id': datasets.Value('string'),
-                'name': datasets.Value('string'),
-                'tool_calls': datasets.Value('string'),
-                'messages': datasets.Value('string'),
-                'tags': Sequence(datasets.Value('string')),
-                'images': Sequence(datasets.Image()),
-            })
+            features=Features(
+                {
+                    "timestamp": datasets.Value("string"),
+                    "session_id": datasets.Value("string"),
+                    "name": datasets.Value("string"),
+                    "tool_calls": datasets.Value("string"),
+                    "messages": datasets.Value("string"),
+                    "tags": Sequence(datasets.Value("string")),
+                    "images": Sequence(datasets.Image()),
+                }
+            ),
         )
-        
+
         # Create a unique folder name with demonstration name, session ID and timestamp
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         safe_name = demo_name.replace(" ", "_").replace("/", "_").replace("\\", "_")[:50]
         session_folder = os.path.join(SESSION_DIR, f"{safe_name}_{session_id}_{timestamp}")
-        
+
         # Create the directory if it doesn't exist
         if not os.path.exists(session_folder):
             os.makedirs(session_folder)
-        
+
         # Save the dataset to the unique folder
         new_session_ds.save_to_disk(session_folder)
-        
+
         return f"Session saved to {session_folder}"
     except Exception as e:
         return f"Error saving demonstration: {str(e)}"
 
+
 def log_tool_call(name, action, arguments, result=None):
     """Log a tool call with unique IDs and results"""
     global tool_call_logs
-    
+
     # Create arguments JSON that includes the action
     args = {"action": action, **arguments}
-    
+
     # Process result for logging
     processed_result = {}
     if result:
@@ -417,37 +503,38 @@ def log_tool_call(name, action, arguments, result=None):
                 processed_result[key] = f"<Binary data: MD5 {hash_value}>"
             else:
                 processed_result[key] = value
-    
+
     # Create the tool call log entry
     log_entry = {
         "type": "function_call",
         "name": name,
         "arguments": json.dumps(args),
-        "result": processed_result if result else None
+        "result": processed_result if result else None,
     }
-    
+
     # Add to logs and immediately flush by printing
     tool_call_logs.append(log_entry)
     print(f"Tool call logged: {json.dumps(log_entry)}")
-    
+
     return log_entry
 
+
 async def execute(name, action, arguments):
     """Execute a tool call, log it, and return any results"""
     global computer, last_action, last_screenshot, last_screenshot_before
-    
+
     last_screenshot_before = last_screenshot
-    
+
     # Store last action for reasoning box
     last_action = {"name": name, "action": action, "arguments": arguments}
-    
+
     results = {}
-    
+
     # Execute the action based on name and action
     if name == "computer":
         if computer is None:
             return {}
-        
+
         # Get the method from the computer interface
         if action == "initialize":
             # Already initialized, just log
@@ -505,7 +592,7 @@ async def execute(name, action, arguments):
         elif action == "done" or action == "fail":
             # Just a marker, doesn't do anything
             pass
-            
+
         # Add a screenshot to the results for every action (if not already there)
         if action != "shutdown" and "screenshot" not in results:
             results["screenshot"] = await computer.interface.screenshot()
@@ -515,22 +602,25 @@ async def execute(name, action, arguments):
             # If requested, take a screenshot after message
             if arguments.get("screenshot_after", False) and computer is not None:
                 results["screenshot"] = await computer.interface.screenshot()
-    
+
     # Log the tool call with results
     log_tool_call(name, action, arguments, results)
-    
+
     if "screenshot" in results:
         # Convert bytes to PIL Image
         screenshot_img = Image.open(io.BytesIO(results["screenshot"]))
         results["screenshot"] = screenshot_img
         # Update last_screenshot with the new screenshot
         last_screenshot = screenshot_img
-    
+
     return results
 
-async def handle_init_computer(os_choice: str, app_list=None, provider="lume", container_name=None, api_key=None):
+
+async def handle_init_computer(
+    os_choice: str, app_list=None, provider="lume", container_name=None, api_key=None
+):
     """Initialize the computer instance and tools for macOS or Ubuntu or Windows
-    
+
     Args:
         os_choice: The OS to use ("macOS" or "Ubuntu" or "Windows")
         app_list: Optional list of apps to focus on using the app-use experiment
@@ -539,14 +629,14 @@ async def handle_init_computer(os_choice: str, app_list=None, provider="lume", c
         api_key: The API key to use for cloud provider
     """
     global computer, tool_call_logs, tools
-    
+
     # Check if we should enable app-use experiment
     use_app_experiment = app_list and len(app_list) > 0
     experiments = ["app-use"] if use_app_experiment else None
-    
+
     # Determine if we should use host computer server
     use_host_computer_server = provider == "self"
-    
+
     if os_choice == "Ubuntu":
         os_type_str = "linux"
         image_str = "ubuntu-noble-vanilla:latest"
@@ -556,13 +646,11 @@ async def handle_init_computer(os_choice: str, app_list=None, provider="lume", c
     else:
         os_type_str = "macos"
         image_str = "macos-sequoia-cua:latest"
-    
+
     # Create computer instance with appropriate configuration
     if use_host_computer_server:
         computer = Computer(
-            os_type=os_type_str,
-            use_host_computer_server=True,
-            experiments=experiments
+            os_type=os_type_str, use_host_computer_server=True, experiments=experiments
         )
     elif provider == "cloud":
         # Use API key from environment variable or field input
@@ -572,13 +660,11 @@ async def handle_init_computer(os_choice: str, app_list=None, provider="lume", c
             provider_type=VMProviderType.CLOUD,
             name=container_name,
             api_key=cloud_api_key,
-            experiments=experiments
+            experiments=experiments,
         )
     elif provider == "winsandbox":
         computer = Computer(
-            os_type="windows",
-            provider_type=VMProviderType.WINSANDBOX,
-            experiments=experiments
+            os_type="windows", provider_type=VMProviderType.WINSANDBOX, experiments=experiments
         )
     else:
         computer = Computer(
@@ -588,169 +674,174 @@ async def handle_init_computer(os_choice: str, app_list=None, provider="lume", c
             display="1024x768",
             memory="8GB",
             cpu="4",
-            experiments=experiments
+            experiments=experiments,
         )
 
     await computer.run()
-    
+
     # If app list is provided, create desktop from apps
     if use_app_experiment:
         computer = computer.create_desktop_from_apps(app_list)
 
     # Log computer initialization as a tool call
-    init_params = {
-        "os": os_type_str,
-        "provider": provider
-    }
-    
+    init_params = {"os": os_type_str, "provider": provider}
+
     # Add VM-specific parameters if not using host computer server
     if not use_host_computer_server:
-        init_params.update({
-            "image": image_str,
-            "display": "1024x768",
-            "memory": "8GB",
-            "cpu": "4"
-        })
-    
+        init_params.update({"image": image_str, "display": "1024x768", "memory": "8GB", "cpu": "4"})
+
     # Add app list to the log if provided
     if use_app_experiment:
         init_params["apps"] = app_list
         init_params["experiments"] = ["app-use"]
-    
+
     # Add container name to the log if using cloud provider
     if provider == "cloud":
         init_params["container_name"] = container_name
-    
+
     result = await execute("computer", "initialize", init_params)
 
     return result["screenshot"], json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_screenshot():
     """Take a screenshot and return it as a PIL Image"""
     global computer
     if computer is None:
         return None
-    
+
     result = await execute("computer", "screenshot", {})
     return result["screenshot"]
 
+
 async def handle_wait():
     """Wait for 1 second and then take a screenshot"""
     global computer
     if computer is None:
         return None
-    
+
     # Execute wait action
     result = await execute("computer", "wait", {})
     return result["screenshot"], json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_click(evt: gr.SelectData, img, click_type):
     """Handle click events on the image based on click type"""
     global computer
     if computer is None:
         return img, json.dumps(tool_call_logs, indent=2)
-    
+
     # Get the coordinates of the click
     x, y = evt.index
-    
+
     # Move cursor and perform click
     result = await execute("computer", click_type, {"x": x, "y": y})
-    
+
     # Take a new screenshot to show the result
     return result["screenshot"], json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_type(text, press_enter=False):
     """Type text into the computer"""
     global computer
     if computer is None or not text:
         return await handle_screenshot(), json.dumps(tool_call_logs, indent=2)
-    
+
     result = await execute("computer", "type_text", {"text": text, "press_enter": press_enter})
-    
+
     return result["screenshot"], json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_copy():
     """Copy selected content to clipboard and return it"""
     global computer
     if computer is None:
         return "Computer not initialized", json.dumps(tool_call_logs, indent=2)
-    
+
     result = await execute("computer", "copy_to_clipboard", {})
     content = result.get("clipboard", "No content copied")
-    
+
     return content, json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_set_clipboard(text):
     """Set clipboard content"""
     global computer
     if computer is None:
         return "Computer not initialized", json.dumps(tool_call_logs, indent=2)
-    
+
     await execute("computer", "set_clipboard", {"text": text})
-    
+
     return f"Clipboard set to: {text}", json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_run_command(command):
     """Run a shell command"""
     global computer
     if computer is None:
         return "Computer not initialized", json.dumps(tool_call_logs, indent=2)
-    
+
     # Execute the run_command action and log it
     result = await execute("computer", "run_command", {"command": command})
-    
+
     # Get the result from the computer interface
     stdout, stderr = result.get("stdout"), result.get("stderr")
-    
+
     # Format the output
     output = ""
     if stdout:
         output += f"STDOUT:\n{stdout}\n"
     if stderr:
         output += f"STDERR:\n{stderr}\n"
-    
+
     if not output:
         output = "(No output)"
-    
+
     return output, json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_shutdown():
     """Shutdown the computer instance"""
     global computer
     if computer is None:
         return "Computer not initialized", json.dumps(tool_call_logs, indent=2)
-    
+
     await execute("computer", "shutdown", {})
-    
+
     computer = None
     return "Computer shut down", json.dumps(tool_call_logs, indent=2)
 
+
 async def handle_memory(memory_text):
     """Update the global memory"""
     global memory
-    await execute("memory", "update", { "memory_text": memory_text })
+    await execute("memory", "update", {"memory_text": memory_text})
     memory = memory_text
     return "Memory updated"
 
+
 async def update_reasoning(reasoning_text, is_erroneous=False):
     """Update the reasoning for the last action"""
     global last_action, tool_call_logs
-    
+
     if not last_action["name"]:
         return "No action to update reasoning for"
-    
+
     # Find the last log entry that matches the last action
     for log_entry in reversed(tool_call_logs):
-        if (log_entry["name"] == last_action["name"] and 
-            json.loads(log_entry["arguments"]).get("action") == last_action["action"]):
+        if (
+            log_entry["name"] == last_action["name"]
+            and json.loads(log_entry["arguments"]).get("action") == last_action["action"]
+        ):
             # Add reasoning to the log entry
             log_entry["reasoning"] = reasoning_text
             # If marked as erroneous, set weight to 0
             log_entry["weight"] = 0 if is_erroneous else 1
             break
-    
+
     return "Reasoning updated"
 
+
 async def clear_log():
     """Clear the tool call logs"""
     global tool_call_logs, screenshot_images
@@ -758,67 +849,71 @@ async def clear_log():
     tool_call_logs = []
     return json.dumps(tool_call_logs, indent=2)
 
+
 def get_last_action_display():
     """Format the last action for display in the reasoning box"""
     global last_action
     if not last_action["name"]:
         return "No actions performed yet"
-    
+
     action_str = f"Tool: {last_action['name']}\nAction: {last_action['action']}"
-    
+
     if last_action["arguments"]:
         args_str = "\nArguments:\n"
         for k, v in last_action["arguments"].items():
             args_str += f"  {k}: {v}\n"
         action_str += args_str
-    
+
     return action_str
 
+
 def get_memory():
     """Get the current memory"""
     global memory
     return memory
 
+
 def get_chatbot_messages(logs=None):
     """Format chat messages for gr.Chatbot component
-    
+
     Args:
         logs: Optional list of tool call logs. If None, uses global tool_call_logs.
-    
+
     Returns:
         List of ChatMessage objects
     """
     formatted_messages = []
-    
+
     # Use provided logs if specified, otherwise use global tool_call_logs
     logs_to_process = logs if logs is not None else tool_call_logs
-    
+
     for tool_call in logs_to_process:
-        if tool_call['type'] != "function_call":
+        if tool_call["type"] != "function_call":
             continue
-        
-        name = tool_call['name']
-        arguments = json.loads(tool_call['arguments'])
-        
-        role = tool_call['role'] if 'role' in tool_call else arguments['role'] if 'role' in arguments else 'assistant'
-        
+
+        name = tool_call["name"]
+        arguments = json.loads(tool_call["arguments"])
+
+        role = (
+            tool_call["role"]
+            if "role" in tool_call
+            else arguments["role"] if "role" in arguments else "assistant"
+        )
+
         if "reasoning" in tool_call:
-            formatted_messages += [ChatMessage(
-                role=role,
-                content=tool_call['reasoning'],
-                metadata={"title": "🧠 Reasoning"}
-            )]
-        
+            formatted_messages += [
+                ChatMessage(
+                    role=role, content=tool_call["reasoning"], metadata={"title": "🧠 Reasoning"}
+                )
+            ]
+
         # Format tool calls with titles
         if name == "message":
-            formatted_messages += [ChatMessage(
-                role=role,
-                content=arguments['text']
-            )]
+            formatted_messages += [ChatMessage(role=role, content=arguments["text"])]
         else:
             # Format tool calls with a title
-            action = arguments.get('action', '')
-            
+            action = arguments.get("action", "")
+
             # Define dictionary for title mappings
             title_mappings = {
                 "wait": "⏳ Waiting...",
@@ -837,9 +932,9 @@ def get_chatbot_messages(logs=None):
                 "set_clipboard": "📋 Setting Clipboard",
                 "run_command": "🖥️ Running Shell Command",
                 "initialize": "🚀 Initializing Computer",
-                "shutdown": "🛑 Shutting Down"
+                "shutdown": "🛑 Shutting Down",
             }
-            
+
             # Look up title based on name.action or just action
             key = f"{name}.{action}"
             if key in title_mappings:
@@ -848,84 +943,92 @@ def get_chatbot_messages(logs=None):
                 title = title_mappings[action]
             else:
                 title = f"🛠️ {name.capitalize()}: {action}"
-            
+
             # Always set status to done
             status = "done"
-            
+
             # Format the response content
             content_parts = []
-            
+
             # Add arguments
             if arguments:
                 content_parts.append("**Arguments:**")
                 for k, v in arguments.items():
                     if k != "action":  # Skip action as it's in the title
                         content_parts.append(f"- {k}: {v}")
-            
+
             # Add results if available
-            if tool_call.get('result'):
+            if tool_call.get("result"):
                 content_parts.append("\n**Results:**")
                 content_parts.append(f"```json\n{json.dumps(tool_call['result'], indent=4)}\n```")
                 # for k, v in tool_call['result'].items():
                 #     content_parts.append(f"- {k}: {v}")
-            
+
             # Join all content parts
             content = "\n".join(content_parts)
-            
-            formatted_messages += [ChatMessage(
-                role="assistant",
-                content=content,
-                metadata={"title": title, "status": status}
-            )]
-    
+
+            formatted_messages += [
+                ChatMessage(
+                    role="assistant", content=content, metadata={"title": title, "status": status}
+                )
+            ]
+
     return formatted_messages
 
+
 async def submit_message(message_text, role, screenshot_after=False):
     """Submit a message with specified role (user or assistant)"""
     global last_screenshot
-    
+
     # Log the message submission and get result (may include screenshot)
-    result = await execute("message", "submit", {
-        "role": role,
-        "text": message_text,
-        "screenshot_after": screenshot_after
-    })
-    
+    result = await execute(
+        "message",
+        "submit",
+        {"role": role, "text": message_text, "screenshot_after": screenshot_after},
+    )
+
     # Update return values based on whether a screenshot was taken
     if screenshot_after and "screenshot" in result:
-        return f"Message submitted as {role} with screenshot", get_chatbot_messages(), json.dumps(tool_call_logs, indent=2), result["screenshot"]
+        return (
+            f"Message submitted as {role} with screenshot",
+            get_chatbot_messages(),
+            json.dumps(tool_call_logs, indent=2),
+            result["screenshot"],
+        )
     else:
         # Return last screenshot if available
-        return f"Message submitted as {role}", get_chatbot_messages(), json.dumps(tool_call_logs, indent=2), last_screenshot
+        return (
+            f"Message submitted as {role}",
+            get_chatbot_messages(),
+            json.dumps(tool_call_logs, indent=2),
+            last_screenshot,
+        )
+
 
 def create_gradio_ui():
     with gr.Blocks() as app:
         gr.Markdown("# Computer Interface Tool")
-        
+
         with gr.Row():
             with gr.Column(scale=3):
                 with gr.Group():
                     # Main screenshot display
                     img = gr.Image(
-                        type="pil", 
-                        label="Current Screenshot", 
-                        show_label=False,
-                        interactive=False
+                        type="pil", label="Current Screenshot", show_label=False, interactive=False
                     )
-                    
+
                     # Click type selection
                     click_type = gr.Radio(
-                        ["left_click", "right_click", "double_click", "move_cursor"], 
+                        ["left_click", "right_click", "double_click", "move_cursor"],
                         label="Click Type",
-                        value="left_click"
+                        value="left_click",
                     )
-                    
+
                     with gr.Row():
                         wait_btn = gr.Button("WAIT")
                         done_btn = gr.Button("DONE")
                         fail_btn = gr.Button("FAIL")
-                    
-                
+
                 # Tabbed logs: Tool logs, Conversational logs, and Demonstrations
                 with gr.Tabs() as logs_tabs:
                     with gr.TabItem("Conversational Logs"):
@@ -936,14 +1039,11 @@ def create_gradio_ui():
                             height=400,
                             type="messages",
                             sanitize_html=True,
-                            allow_tags=True
+                            allow_tags=True,
                         )
                     with gr.TabItem("Function Logs"):
                         with gr.Group():
-                            action_log = gr.JSON(
-                                label="Function Logs", 
-                                every=0.2
-                            )
+                            action_log = gr.JSON(label="Function Logs", every=0.2)
                             clear_log_btn = gr.Button("Clear Log")
                     with gr.TabItem("Save/Share Demonstrations"):
                         with gr.Row():
@@ -952,11 +1052,11 @@ def create_gradio_ui():
                                 dataset_viewer = gr.DataFrame(
                                     label="All Sessions",
                                     value=get_sessions_data,
-                                    show_search='filter',
+                                    show_search="filter",
                                     max_height=300,
-                                    interactive=True  # Make it interactive for selection
+                                    interactive=True,  # Make it interactive for selection
                                 )
-                                
+
                                 # HuggingFace Upload UI
                                 with gr.Group(visible=True):
                                     gr.Markdown("Upload Sessions to HuggingFace")
@@ -964,28 +1064,30 @@ def create_gradio_ui():
                                         hf_dataset_name = gr.Textbox(
                                             label="HuggingFace Dataset Name",
                                             placeholder="username/dataset-name",
-                                            info="Format: username/dataset-name"
+                                            info="Format: username/dataset-name",
                                         )
                                         hf_visibility = gr.Radio(
                                             choices=["public", "private"],
                                             label="Dataset Visibility",
-                                            value="private"
+                                            value="private",
                                         )
-                                    
+
                                     # Tag filtering with a single multi-select dropdown
                                     filter_tags = gr.Dropdown(
                                         label="Filter by tags (optional)",
                                         choices=get_existing_tags()[0],
                                         multiselect=True,
                                         allow_custom_value=True,
-                                        info="When tags are selected, only demonstrations with those tags will be uploaded. Leave empty to upload all sessions."
+                                        info="When tags are selected, only demonstrations with those tags will be uploaded. Leave empty to upload all sessions.",
                                     )
-                                    
+
                                     # Function to update button text based on selected tags
                                     def get_upload_button_text(selected_tags=None):
                                         if not selected_tags:
                                             # Count all sessions
-                                            session_folders = glob.glob(os.path.join(SESSION_DIR, "*"))
+                                            session_folders = glob.glob(
+                                                os.path.join(SESSION_DIR, "*")
+                                            )
                                             count = len(session_folders) if session_folders else 0
                                             return f"Upload {count} Sessions to HuggingFace"
                                         else:
@@ -993,98 +1095,96 @@ def create_gradio_ui():
                                             all_sessions = load_all_sessions()
                                             if all_sessions is None:
                                                 return "Upload 0 Sessions to HuggingFace"
-                                            
+
                                             df = all_sessions.to_pandas()
-                                            if 'tags' not in df.columns:
+                                            if "tags" not in df.columns:
                                                 return "Upload 0 Sessions to HuggingFace"
-                                            
+
                                             # Filter by selected tags (sessions that have ANY of the selected tags)
                                             matching_count = 0
                                             for _, row in df.iterrows():
-                                                tags = row.get('tags', [])
+                                                tags = row.get("tags", [])
                                                 if not len(tags):
                                                     continue
 
                                                 # Check if any of the selected tags are in this session's tags
-                                                if any(tag in list(row['tags']) for tag in selected_tags):
+                                                if any(
+                                                    tag in list(row["tags"])
+                                                    for tag in selected_tags
+                                                ):
                                                     matching_count += 1
-                                            
-                                            return f"Upload {matching_count} Sessions to HuggingFace"
-                                    
+
+                                            return (
+                                                f"Upload {matching_count} Sessions to HuggingFace"
+                                            )
+
                                     # Initial button text with all sessions
                                     hf_upload_btn = gr.Button(get_upload_button_text())
-                                    
+
                                     # Update button text when filter changes
                                     def update_button_text(selected_tags):
                                         return get_upload_button_text(selected_tags)
-                                    
+
                                     # Connect filter changes to update button text
                                     filter_tags.change(
                                         update_button_text,
                                         inputs=filter_tags,
-                                        outputs=hf_upload_btn
+                                        outputs=hf_upload_btn,
                                     )
-                                    
+
                                     hf_upload_status = gr.Textbox(label="Upload Status", value="")
                             with gr.Column(scale=1):
                                 # Demo name with random name button
                                 with gr.Group():
                                     demo_name = gr.Textbox(
-                                        label="Demonstration Name", 
+                                        label="Demonstration Name",
                                         value=generate_random_demo_name(),
-                                        placeholder="Enter a name for this demonstration"
+                                        placeholder="Enter a name for this demonstration",
                                     )
                                     random_name_btn = gr.Button("🎲", scale=1)
-                                    
+
                                     # Demo tags dropdown
                                     demo_tags = gr.Dropdown(
                                         label="Demonstration Tags",
                                         choices=get_existing_tags()[0],
                                         multiselect=True,
                                         allow_custom_value=True,
-                                        info="Select existing tags or create new ones"
+                                        info="Select existing tags or create new ones",
                                     )
-                                    
+
                                     save_btn = gr.Button("Save Current Session")
                                 save_status = gr.Textbox(label="Save Status", value="")
-                                
+
                                 # Function to update the demo name with a new random name
                                 def update_random_name():
                                     return generate_random_demo_name()
-                                
+
                                 # Connect random name button
-                                random_name_btn.click(
-                                    update_random_name,
-                                    outputs=[demo_name]
-                                )
-                        
+                                random_name_btn.click(update_random_name, outputs=[demo_name])
+
             with gr.Column(scale=1):
                 with gr.Accordion("Memory / Scratchpad", open=False):
                     with gr.Group():
                         memory_display = gr.Textbox(
-                            label="Current Memory",
-                            value=get_memory(),
-                            lines=5
+                            label="Current Memory", value=get_memory(), lines=5
                         )
                         with gr.Row():
                             memory_submit_btn = gr.Button("Submit Memory")
                             memory_refine_btn = gr.Button("Refine")
                     memory_status = gr.Textbox(label="Status", value="")
-                
+
                 with gr.Accordion("Tasks", open=True):
                     # Add current task display and controls
                     with gr.Group():
                         current_task = gr.Textbox(
-                            label="Current Task",
-                            value=TASK_EXAMPLES[0]["task"],
-                            interactive=True
+                            label="Current Task", value=TASK_EXAMPLES[0]["task"], interactive=True
                         )
                         with gr.Row():
                             randomize_task_btn = gr.Button("🎲 Randomize Task")
                             run_setup_btn = gr.Button("⚙️ Run Task Setup")
                     # Setup status textbox
                     setup_status = gr.Textbox(label="Setup Status", value="")
-                
+
                 with gr.Group():
                     with gr.Accordion("Computer Configuration", open=False):
                         with gr.Row():
@@ -1093,68 +1193,68 @@ def create_gradio_ui():
                                 choices=["macOS", "Ubuntu", "Windows"],
                                 value="macOS",
                             )
-                            
+
                             # Provider selection radio
                             provider_choice = gr.Radio(
                                 label="Provider",
                                 choices=["lume", "self", "cloud", "winsandbox"],
                                 value="lume",
-                                info="'lume' uses a VM, 'self' uses the host computer server, 'cloud' uses a cloud container"
+                                info="'lume' uses a VM, 'self' uses the host computer server, 'cloud' uses a cloud container",
                             )
-                        
+
                         # Container name field for cloud provider (initially hidden)
                         container_name = gr.Textbox(
                             label="Container Name",
                             placeholder="Enter your container name",
                             visible=False,
-                            info="Get your container from [trycua.com](https://trycua.com/)"
+                            info="Get your container from [trycua.com](https://trycua.com/)",
                         )
-                        
+
                         # Check if CUA_API_KEY is set in environment
                         has_cua_key = os.environ.get("CUA_API_KEY") is not None
-                        
+
                         # API key field for cloud provider (visible only if no env key and cloud selected)
                         api_key_field = gr.Textbox(
                             label="CUA API Key",
                             placeholder="Enter your CUA API key",
                             type="password",
                             visible=False,
-                            info="Required for cloud provider. Set CUA_API_KEY environment variable to hide this field."
+                            info="Required for cloud provider. Set CUA_API_KEY environment variable to hide this field.",
                         )
-                        
+
                         # App filtering dropdown for app-use experiment
                         app_filter = gr.Dropdown(
                             label="Filter by apps (App-Use)",
                             multiselect=True,
                             allow_custom_value=True,
-                            info="When apps are selected, the computer will focus on those apps using the app-use experiment"
+                            info="When apps are selected, the computer will focus on those apps using the app-use experiment",
                         )
-                        
+
                         # Function to show/hide container name and API key fields based on provider selection
                         def update_cloud_fields_visibility(provider):
                             show_container = provider == "cloud"
                             show_api_key = provider == "cloud" and not has_cua_key
                             return (
                                 gr.update(visible=show_container),
-                                gr.update(visible=show_api_key)
+                                gr.update(visible=show_api_key),
                             )
-                        
+
                         # Connect provider choice to field visibility
                         provider_choice.change(
                             update_cloud_fields_visibility,
                             inputs=provider_choice,
-                            outputs=[container_name, api_key_field]
+                            outputs=[container_name, api_key_field],
                         )
-                    
+
                     start_btn = gr.Button("Initialize Computer")
-                
+
                 with gr.Group():
                     input_text = gr.Textbox(label="Type Text")
                     with gr.Row():
                         press_enter_checkbox = gr.Checkbox(label="Press Enter", value=False)
                         submit_text_btn = gr.Button("Submit Text")
                         text_refine_btn = gr.Button("Refine")
-                        
+
                 with gr.Group():
                     hotkey_keys = gr.Dropdown(
                         choices=VALID_KEYS,
@@ -1162,112 +1262,102 @@ def create_gradio_ui():
                         multiselect=True,
                         show_label=False,
                         allow_custom_value=True,
-                        info="Select one or more keys to send as a hotkey"
+                        info="Select one or more keys to send as a hotkey",
                     )
                     hotkey_btn = gr.Button("Send Hotkey(s)")
-                
+
                 with gr.Accordion("Scrolling", open=False):
                     with gr.Group():
-                        scroll_clicks = gr.Number(label="Number of Clicks", value=1, minimum=1, step=1)
+                        scroll_clicks = gr.Number(
+                            label="Number of Clicks", value=1, minimum=1, step=1
+                        )
                         with gr.Row():
                             scroll_up_btn = gr.Button("Scroll Up")
                             scroll_down_btn = gr.Button("Scroll Down")
-                
+
                 with gr.Accordion("Reasoning for Last Action", open=False):
                     with gr.Group():
                         last_action_display = gr.Textbox(
-                            label="Last Action",
-                            value=get_last_action_display(),
-                            interactive=False
+                            label="Last Action", value=get_last_action_display(), interactive=False
                         )
                         reasoning_text = gr.Textbox(
                             label="What was your thought process behind this action?",
                             placeholder="Enter your reasoning here...",
-                            lines=3
+                            lines=3,
                         )
                         erroneous_checkbox = gr.Checkbox(
-                            label="Mark this action as erroneous (sets weight to 0)",
-                            value=False
+                            label="Mark this action as erroneous (sets weight to 0)", value=False
                         )
                         reasoning_submit_btn = gr.Button("Submit Reasoning")
                         reasoning_refine_btn = gr.Button("Refine")
                     reasoning_status = gr.Textbox(label="Status", value="")
-                
+
                 with gr.Accordion("Conversation Messages", open=False):
                     message_role = gr.Radio(
-                        ["user", "assistant"],
-                        label="Message Role",
-                        value="user"
+                        ["user", "assistant"], label="Message Role", value="user"
                     )
                     message_text = gr.Textbox(
-                        label="Message Content",
-                        placeholder="Enter message here...",
-                        lines=3
+                        label="Message Content", placeholder="Enter message here...", lines=3
                     )
                     screenshot_after_msg = gr.Checkbox(
-                        label="Receive screenshot after message", 
-                        value=False
+                        label="Receive screenshot after message", value=False
                     )
                     message_submit_btn = gr.Button("Submit Message")
                     message_status = gr.Textbox(label="Status")
-                
+
                 with gr.Accordion("Clipboard Operations", open=False):
                     clipboard_content = gr.Textbox(label="Clipboard Content")
                     get_clipboard_btn = gr.Button("Get Clipboard Content")
                     set_clipboard_text = gr.Textbox(label="Set Clipboard Text")
                     set_clipboard_btn = gr.Button("Set Clipboard")
                     clipboard_status = gr.Textbox(label="Status")
-                
+
                 with gr.Accordion("Run Shell Commands", open=False):
                     command_input = gr.Textbox(label="Command to run", placeholder="ls -la")
                     run_command_btn = gr.Button("Run Command")
                     command_output = gr.Textbox(label="Command Output", lines=5)
-                
+
                 shutdown_btn = gr.Button("Shutdown Computer")
 
         # Handle save button
         save_btn.click(
-            save_demonstration,
-            inputs=[action_log, demo_name, demo_tags],
-            outputs=[save_status]
+            save_demonstration, inputs=[action_log, demo_name, demo_tags], outputs=[save_status]
         )
-        
+
         # Function to refresh the dataset viewer
         def refresh_dataset_viewer():
             return get_sessions_data()
-        
+
         # Also update the dataset viewer when saving
-        save_btn.click(
-            refresh_dataset_viewer,
-            outputs=dataset_viewer
-        )
-        
+        save_btn.click(refresh_dataset_viewer, outputs=dataset_viewer)
+
         # Also update the tags dropdown when saving
-        save_btn.click(
-            get_existing_tags,
-            outputs=[demo_tags, filter_tags]
-        )
-        
+        save_btn.click(get_existing_tags, outputs=[demo_tags, filter_tags])
+
         # Handle HuggingFace upload button
         hf_upload_btn.click(
             upload_to_huggingface,
             inputs=[hf_dataset_name, hf_visibility, filter_tags],
-            outputs=[hf_upload_status]
+            outputs=[hf_upload_status],
         )
 
         # Function to randomize task
         def randomize_task():
             task_dict = random.choice(TASK_EXAMPLES)
             return task_dict["task"]
-        
+
         # Function to run task setup
         async def run_task_setup(task_text):
             global computer
-            
+
             # Check if computer is initialized
             if computer is None:
-                return "Computer not initialized. Please initialize the computer first.", img, action_log
-            
+                return (
+                    "Computer not initialized. Please initialize the computer first.",
+                    img,
+                    action_log,
+                )
+
             # Find the task dict that matches the current task text
             for task_dict in TASK_EXAMPLES:
                 if task_dict["task"] == task_text:
@@ -1276,60 +1366,54 @@ def create_gradio_ui():
                         setup_func = task_dict["setup"]
                         if setup_func:
                             await setup_func(computer)
-                            
+
                         # Send initial user message
                         _, _, logs_json, screenshot = await submit_message(
-                            task_text, 
-                            "user", 
-                            screenshot_after=True
+                            task_text, "user", screenshot_after=True
                         )
-                            
+
                         return f"Setup complete for: {task_text}", screenshot, logs_json
                     except Exception as e:
                         return f"Error during setup: {str(e)}", img, action_log
-            
+
             return "Task not found in examples", img, action_log
-        
+
         # Connect the randomize button to the function
-        randomize_task_btn.click(
-            randomize_task,
-            outputs=[current_task]
-        )
-        
+        randomize_task_btn.click(randomize_task, outputs=[current_task])
+
         # Connect the setup button
         run_setup_btn.click(
-            run_task_setup,
-            inputs=[current_task],
-            outputs=[setup_status, img, action_log]
+            run_task_setup, inputs=[current_task], outputs=[setup_status, img, action_log]
         )
-        
+
         # Event handlers
-        action_log.change(
-            get_chatbot_messages,
-            outputs=[chat_log]
-        )
-                
+        action_log.change(get_chatbot_messages, outputs=[chat_log])
+
         img.select(handle_click, inputs=[img, click_type], outputs=[img, action_log])
-        start_btn.click(handle_init_computer, inputs=[os_choice, app_filter, provider_choice, container_name, api_key_field], outputs=[img, action_log])
+        start_btn.click(
+            handle_init_computer,
+            inputs=[os_choice, app_filter, provider_choice, container_name, api_key_field],
+            outputs=[img, action_log],
+        )
         wait_btn.click(handle_wait, outputs=[img, action_log])
-        
+
         # DONE and FAIL buttons just do a placeholder action
         async def handle_done():
             output = await execute("computer", "done", {})
             return output["screenshot"], json.dumps(tool_call_logs, indent=2)
-        
+
         async def handle_fail():
             output = await execute("computer", "fail", {})
             return output["screenshot"], json.dumps(tool_call_logs, indent=2)
-        
+
         done_btn.click(handle_done, outputs=[img, action_log])
         fail_btn.click(handle_fail, outputs=[img, action_log])
-        
+
         # Handle hotkey button
         async def handle_hotkey(selected_keys):
             if not selected_keys or len(selected_keys) == 0:
                 return await handle_screenshot(), json.dumps(tool_call_logs, indent=2)
-            
+
             # When multiple keys are selected, the last one is the main key, the rest are modifiers
             if len(selected_keys) > 1:
                 key = selected_keys[-1]
@@ -1338,19 +1422,19 @@ def create_gradio_ui():
                 # If only one key is selected, no modifiers
                 key = selected_keys[0]
                 modifiers = []
-            
+
             output = await execute("computer", "send_hotkey", {"keys": selected_keys})
             return output["screenshot"], json.dumps(tool_call_logs, indent=2)
-        
+
         hotkey_btn.click(handle_hotkey, inputs=[hotkey_keys], outputs=[img, action_log])
-        
+
         # Define async handler for scrolling
         async def handle_scroll(direction, num_clicks=1):
             """Scroll the page up or down"""
             global computer
             if computer is None:
                 return None, json.dumps(tool_call_logs, indent=2)
-            
+
             # Convert num_clicks to integer with validation
             try:
                 num_clicks = int(num_clicks)
@@ -1358,34 +1442,35 @@ def create_gradio_ui():
                     num_clicks = 1
             except (ValueError, TypeError):
                 num_clicks = 1
-                
+
             # Execute the scroll action
             action = "scroll_up" if direction == "up" else "scroll_down"
             result = await execute("computer", action, {"clicks": num_clicks})
-            
+
             return result["screenshot"], json.dumps(tool_call_logs, indent=2)
-            
+
         # Connect scroll buttons
         scroll_up_btn.click(
-            handle_scroll,
-            inputs=[gr.State("up"), scroll_clicks],
-            outputs=[img, action_log]
+            handle_scroll, inputs=[gr.State("up"), scroll_clicks], outputs=[img, action_log]
         )
         scroll_down_btn.click(
-            handle_scroll,
-            inputs=[gr.State("down"), scroll_clicks],
-            outputs=[img, action_log]
+            handle_scroll, inputs=[gr.State("down"), scroll_clicks], outputs=[img, action_log]
+        )
+
+        submit_text_btn.click(
+            handle_type, inputs=[input_text, press_enter_checkbox], outputs=[img, action_log]
         )
-        
-        submit_text_btn.click(handle_type, inputs=[input_text, press_enter_checkbox], outputs=[img, action_log])
         get_clipboard_btn.click(handle_copy, outputs=[clipboard_content, action_log])
-        set_clipboard_btn.click(handle_set_clipboard, inputs=set_clipboard_text, outputs=[clipboard_status, action_log])
-        run_command_btn.click(handle_run_command, inputs=command_input, outputs=[command_output, action_log])
+        set_clipboard_btn.click(
+            handle_set_clipboard, inputs=set_clipboard_text, outputs=[clipboard_status, action_log]
+        )
+        run_command_btn.click(
+            handle_run_command, inputs=command_input, outputs=[command_output, action_log]
+        )
         shutdown_btn.click(handle_shutdown, outputs=[clipboard_status, action_log])
         clear_log_btn.click(clear_log, outputs=action_log)
         chat_log.clear(clear_log, outputs=action_log)
 
-        
         # Update last action display after each action
         img.select(lambda *args: get_last_action_display(), outputs=last_action_display)
         start_btn.click(lambda: get_last_action_display(), outputs=last_action_display)
@@ -1395,31 +1480,33 @@ def create_gradio_ui():
         hotkey_btn.click(lambda: get_last_action_display(), outputs=last_action_display)
         submit_text_btn.click(lambda: get_last_action_display(), outputs=last_action_display)
         message_submit_btn.click(lambda: get_last_action_display(), outputs=last_action_display)
-        
+
         # Handle reasoning submission
         async def handle_reasoning_update(reasoning, is_erroneous):
             status = await update_reasoning(reasoning, is_erroneous)
             return status, json.dumps(tool_call_logs, indent=2)
-            
+
         reasoning_submit_btn.click(
             handle_reasoning_update,
-            inputs=[reasoning_text, erroneous_checkbox], 
-            outputs=[reasoning_status, action_log]
+            inputs=[reasoning_text, erroneous_checkbox],
+            outputs=[reasoning_status, action_log],
         )
-        
+
         # Helper function for text refinement - used for all refine buttons
-        async def handle_text_refinement(text_content, content_type="reasoning", task_text="", use_before = False):
+        async def handle_text_refinement(
+            text_content, content_type="reasoning", task_text="", use_before=False
+        ):
             global last_screenshot, last_action, tool_call_logs, last_screenshot_before
-            
+
             screenshot = last_screenshot_before if use_before else last_screenshot
-            
+
             # Check if we have the necessary components
             if not text_content.strip():
                 return f"No {content_type} text to refine", text_content
-                
+
             if screenshot is None:
                 return "No screenshot available for refinement", text_content
-            
+
             try:
                 # Convert the PIL image to base64 if available
                 screenshot_base64 = None
@@ -1427,39 +1514,45 @@ def create_gradio_ui():
                     with io.BytesIO() as buffer:
                         screenshot.save(buffer, format="PNG")
                         screenshot_base64 = base64.b64encode(buffer.getvalue()).decode("utf-8")
-                
+
                 # Set up the OpenAI client for refinement
                 # Try different API keys from environment in order of preference
                 api_key = os.getenv("OPENAI_API_KEY") or os.getenv("OMNI_OPENAI_API_KEY")
-                
+
                 if not api_key:
                     return "OpenAI API key not found in environment", text_content
-                
+
                 from libs.agent.agent.providers.omni.clients.openai import OpenAIClient
-                
+
                 # Create a client - use gpt-4 if available, fall back to 3.5-turbo
                 model = "gpt-4.1-2025-04-14"
-                
+
                 client = OpenAIClient(
                     api_key=api_key,
                     model=model,
                     max_tokens=1024,
                     temperature=0.2,  # Low temperature for more focused refinement
                 )
-                
+
                 # Get the last 3 messages from the chat history
-                recent_messages = get_chatbot_messages(tool_call_logs)[-3:] if len(get_chatbot_messages(tool_call_logs)) >= 3 else get_chatbot_messages(tool_call_logs)
-                
+                recent_messages = (
+                    get_chatbot_messages(tool_call_logs)[-3:]
+                    if len(get_chatbot_messages(tool_call_logs)) >= 3
+                    else get_chatbot_messages(tool_call_logs)
+                )
+
                 # Format message history with titles when available
                 formatted_messages = []
                 for msg in recent_messages:
-                    if msg.metadata and 'title' in msg.metadata:
-                        formatted_messages.append(f"{msg.role} ({msg.metadata['title']}): {msg.content}")
+                    if msg.metadata and "title" in msg.metadata:
+                        formatted_messages.append(
+                            f"{msg.role} ({msg.metadata['title']}): {msg.content}"
+                        )
                     else:
                         formatted_messages.append(f"{msg.role}: {msg.content}")
-                
+
                 formatted_messages = [f"<message>{msg}</message>" for msg in formatted_messages]
-                
+
                 # Create different prompts based on content type
                 if content_type == "reasoning":
                     message_prompt = f"""You are helping refine an explanation about why a specific computer UI action is about to be taken.
@@ -1482,7 +1575,7 @@ Make this into a concise reasoning / self-reflection trace, using "I should/need
 
 
 Provide ONLY the refined explanation text, with no additional commentary or markdown."""
-                
+
                 elif content_type == "memory":
                     message_prompt = f"""You are helping refine memory/scratchpad content for an AI assistant.
 
@@ -1503,7 +1596,7 @@ Refine this memory content to be more clear, organized, and useful for the assis
 - Make the format more readable with bullet points or other organizational elements if helpful
 
 Provide ONLY the refined memory text, with no additional commentary or markdown."""
-                
+
                 elif content_type == "text":
                     message_prompt = f"""You are helping refine text that will be typed into a computer interface.
 
@@ -1524,7 +1617,7 @@ Refine this text to be more effective for the current context:
 - Optimize the text for the intended use
 
 Provide ONLY the refined text, with no additional commentary or markdown."""
-                
+
                 else:
                     message_prompt = f"""You are helping refine text content.
 
@@ -1539,50 +1632,48 @@ RECENT MESSAGES:
 Improve this text to be more clear, concise, and effective.
 
 Provide ONLY the refined text, with no additional commentary or markdown."""
-                
+
                 # Create messages with the screenshot
                 messages = []
-                
+
                 # Add message with image if available
                 if screenshot_base64:
-                    messages.append({
-                        "role": "user",
-                        "content": [
-                            {
-                                "type": "text",
-                                "text": message_prompt
-                            },
-                            {
-                                "type": "image_url",
-                                "image_url": {"url": f"data:image/png;base64,{screenshot_base64}"}
-                            }
-                        ]
-                    })
+                    messages.append(
+                        {
+                            "role": "user",
+                            "content": [
+                                {"type": "text", "text": message_prompt},
+                                {
+                                    "type": "image_url",
+                                    "image_url": {
+                                        "url": f"data:image/png;base64,{screenshot_base64}"
+                                    },
+                                },
+                            ],
+                        }
+                    )
                 else:
                     # Fallback if screenshot isn't available
-                    messages.append({
-                        "role": "user",
-                        "content": message_prompt
-                    })
-                
+                    messages.append({"role": "user", "content": message_prompt})
+
                 print(message_prompt)
-                
+
                 # Make the API call
                 response = await client.run_interleaved(
                     messages=messages,
                     system="You are a helpful AI assistant that improves and refines text.",
                 )
-                
+
                 # Extract the refined text from the response
                 if "choices" in response and len(response["choices"]) > 0:
                     refined_text = response["choices"][0]["message"]["content"]
                     return f"{content_type.capitalize()} refined successfully", refined_text
                 else:
                     return "Error: Unexpected API response format", text_content
-                    
+
             except Exception as e:
                 return f"Error refining {content_type}: {str(e)}", text_content
-        
+
         # Define async wrapper functions for each refine button
         async def handle_reasoning_refinement(reasoning, task):
             return await handle_text_refinement(reasoning, "reasoning", task, use_before=True)
@@ -1597,54 +1688,55 @@ Provide ONLY the refined text, with no additional commentary or markdown."""
         reasoning_refine_btn.click(
             handle_reasoning_refinement,
             inputs=[reasoning_text, current_task],
-            outputs=[reasoning_status, reasoning_text]
+            outputs=[reasoning_status, reasoning_text],
         )
-        
+
         # Connect memory refine button
         memory_refine_btn.click(
             handle_memory_refinement,
             inputs=[memory_display, current_task],
-            outputs=[memory_status, memory_display]
+            outputs=[memory_status, memory_display],
         )
-        
+
         # Status element for type text section
         with gr.Group():
             type_text_status = gr.Textbox(label="Text Status", value="", visible=False)
-            
+
         # Connect text refine button
         text_refine_btn.click(
             handle_text_input_refinement,
             inputs=[input_text, current_task],
-            outputs=[type_text_status, input_text]
+            outputs=[type_text_status, input_text],
         )
-        
+
         # Handle memory submission
         async def handle_memory_update(memory_text):
             status = await handle_memory(memory_text)
             return status, json.dumps(tool_call_logs, indent=2)
-            
+
         memory_submit_btn.click(
-            handle_memory_update,
-            inputs=memory_display,
-            outputs=[memory_status, action_log]
+            handle_memory_update, inputs=memory_display, outputs=[memory_status, action_log]
         )
-        
+
         # Handle message submission
         async def handle_message_submit(message_content, role, screenshot_after):
-            status, chat_messages, logs_json, screenshot = await submit_message(message_content, role, screenshot_after)
+            status, chat_messages, logs_json, screenshot = await submit_message(
+                message_content, role, screenshot_after
+            )
             if screenshot:
                 return status, chat_messages, logs_json, screenshot
             else:
                 return status, chat_messages, logs_json, last_screenshot
-        
+
         message_submit_btn.click(
             handle_message_submit,
-            inputs=[message_text, message_role, screenshot_after_msg], 
-            outputs=[message_status, chat_log, action_log, img]
+            inputs=[message_text, message_role, screenshot_after_msg],
+            outputs=[message_status, chat_log, action_log, img],
         )
 
     return app
 
+
 # Launch the app
 if __name__ == "__main__":
     app = create_gradio_ui()
diff --git a/libs/python/computer/computer/utils.py b/libs/python/computer/computer/utils.py
index 070f8ebc..c2f04c48 100644
--- a/libs/python/computer/computer/utils.py
+++ b/libs/python/computer/computer/utils.py
@@ -1,40 +1,46 @@
 import base64
-from typing import Tuple, Optional, Dict, Any
-from PIL import Image, ImageDraw
 import io
+from typing import Any, Dict, Optional, Tuple
+
+from PIL import Image, ImageDraw
+
 
 def decode_base64_image(base64_str: str) -> bytes:
     """Decode a base64 string into image bytes."""
     return base64.b64decode(base64_str)
 
+
 def encode_base64_image(image_bytes: bytes) -> str:
     """Encode image bytes to base64 string."""
-    return base64.b64encode(image_bytes).decode('utf-8')
+    return base64.b64encode(image_bytes).decode("utf-8")
+
 
 def bytes_to_image(image_bytes: bytes) -> Image.Image:
     """Convert bytes to PIL Image.
-    
+
     Args:
         image_bytes: Raw image bytes
-        
+
     Returns:
         PIL.Image: The converted image
     """
     return Image.open(io.BytesIO(image_bytes))
 
-def image_to_bytes(image: Image.Image, format: str = 'PNG') -> bytes:
+
+def image_to_bytes(image: Image.Image, format: str = "PNG") -> bytes:
     """Convert PIL Image to bytes."""
     buf = io.BytesIO()
     image.save(buf, format=format)
     return buf.getvalue()
 
+
 def resize_image(image_bytes: bytes, scale_factor: float) -> bytes:
     """Resize an image by a scale factor.
-    
+
     Args:
         image_bytes: The original image as bytes
         scale_factor: Factor to scale the image by (e.g., 0.5 for half size, 2.0 for double)
-        
+
     Returns:
         bytes: The resized image as bytes
     """
@@ -44,6 +50,7 @@ def resize_image(image_bytes: bytes, scale_factor: float) -> bytes:
         image = image.resize(new_size, Image.Resampling.LANCZOS)
     return image_to_bytes(image)
 
+
 def draw_box(
     image_bytes: bytes,
     x: int,
@@ -51,10 +58,10 @@ def draw_box(
     width: int,
     height: int,
     color: str = "#FF0000",
-    thickness: int = 2
+    thickness: int = 2,
 ) -> bytes:
     """Draw a box on an image.
-    
+
     Args:
         image_bytes: The original image as bytes
         x: X coordinate of top-left corner
@@ -63,39 +70,37 @@ def draw_box(
         height: Height of the box
         color: Color of the box in hex format
         thickness: Thickness of the box border in pixels
-        
+
     Returns:
         bytes: The modified image as bytes
     """
     # Convert bytes to PIL Image
     image = bytes_to_image(image_bytes)
-    
+
     # Create drawing context
     draw = ImageDraw.Draw(image)
-    
+
     # Draw rectangle
-    draw.rectangle(
-        [(x, y), (x + width, y + height)],
-        outline=color,
-        width=thickness
-    )
-    
+    draw.rectangle([(x, y), (x + width, y + height)], outline=color, width=thickness)
+
     # Convert back to bytes
     return image_to_bytes(image)
 
+
 def get_image_size(image_bytes: bytes) -> Tuple[int, int]:
     """Get the dimensions of an image.
-    
+
     Args:
         image_bytes: The image as bytes
-        
+
     Returns:
         Tuple[int, int]: Width and height of the image
     """
     image = bytes_to_image(image_bytes)
     return image.size
 
+
 def parse_vm_info(vm_info: Dict[str, Any]) -> Optional[Dict[str, Any]]:
     """Parse VM info from pylume response."""
     if not vm_info:
-        return None 
\ No newline at end of file
+        return None
diff --git a/libs/python/core/README.md b/libs/python/core/README.md
index 6c743a8b..95d3fd2b 100644
--- a/libs/python/core/README.md
+++ b/libs/python/core/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![PyPI](https://img.shields.io/pypi/v/cua-core?color=333333)](https://pypi.org/project/cua-core/)
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![PyPI](https://img.shields.io/pypi/v/cua-core?color=333333)](https://pypi.org/project/cua-core/)
+
 </h1>
 </div>
 
@@ -25,4 +26,4 @@
 
 ```bash
 pip install cua-core
-```
\ No newline at end of file
+```
diff --git a/libs/python/core/core/telemetry/__init__.py b/libs/python/core/core/telemetry/__init__.py
index b5846715..4c84ace2 100644
--- a/libs/python/core/core/telemetry/__init__.py
+++ b/libs/python/core/core/telemetry/__init__.py
@@ -4,12 +4,11 @@ It provides a low-overhead way to collect anonymous usage data.
 """
 
 from core.telemetry.posthog import (
-    record_event,
-    is_telemetry_enabled,
     destroy_telemetry_client,
+    is_telemetry_enabled,
+    record_event,
 )
 
-
 __all__ = [
     "record_event",
     "is_telemetry_enabled",
diff --git a/libs/python/core/core/telemetry/posthog.py b/libs/python/core/core/telemetry/posthog.py
index a6c361e5..5edd7343 100644
--- a/libs/python/core/core/telemetry/posthog.py
+++ b/libs/python/core/core/telemetry/posthog.py
@@ -4,8 +4,8 @@ from __future__ import annotations
 
 import logging
 import os
-import uuid
 import sys
+import uuid
 from pathlib import Path
 from typing import Any, Dict, List, Optional
 
@@ -20,6 +20,7 @@ logger = logging.getLogger("core.telemetry")
 PUBLIC_POSTHOG_API_KEY = "phc_eSkLnbLxsnYFaXksif1ksbrNzYlJShr35miFLDppF14"
 PUBLIC_POSTHOG_HOST = "https://eu.i.posthog.com"
 
+
 class PostHogTelemetryClient:
     """Collects and reports telemetry data via PostHog."""
 
@@ -47,7 +48,8 @@ class PostHogTelemetryClient:
             # Legacy opt-out flag
             os.environ.get("CUA_TELEMETRY", "").lower() != "off"
             # Opt-in flag (defaults to enabled)
-            and os.environ.get("CUA_TELEMETRY_ENABLED", "true").lower() in { "1", "true", "yes", "on" }
+            and os.environ.get("CUA_TELEMETRY_ENABLED", "true").lower()
+            in {"1", "true", "yes", "on"}
         )
 
     def _get_or_create_installation_id(self) -> str:
@@ -150,14 +152,12 @@ class PostHogTelemetryClient:
             logger.debug(
                 f"Setting up PostHog user properties for: {self.installation_id} with properties: {properties}"
             )
-            
+
             # In the Python SDK, we capture an identification event instead of calling identify()
             posthog.capture(
-                distinct_id=self.installation_id,
-                event="$identify",
-                properties={"$set": properties}
+                distinct_id=self.installation_id, event="$identify", properties={"$set": properties}
             )
-            
+
             logger.info(f"Set up PostHog user properties for installation: {self.installation_id}")
         except Exception as e:
             logger.warning(f"Failed to set up PostHog user properties: {e}")
@@ -224,13 +224,16 @@ class PostHogTelemetryClient:
         """Destroy the global PostHogTelemetryClient instance."""
         cls._singleton = None
 
+
 def destroy_telemetry_client() -> None:
     """Destroy the global PostHogTelemetryClient instance (class-managed)."""
     PostHogTelemetryClient.destroy_client()
 
+
 def is_telemetry_enabled() -> bool:
     return PostHogTelemetryClient.is_telemetry_enabled()
 
+
 def record_event(event_name: str, properties: Optional[Dict[str, Any]] | None = None) -> None:
     """Record an arbitrary PostHog event."""
-    PostHogTelemetryClient.get_client().record_event(event_name, properties or {})
\ No newline at end of file
+    PostHogTelemetryClient.get_client().record_event(event_name, properties or {})
diff --git a/libs/python/mcp-server/CONCURRENT_SESSIONS.md b/libs/python/mcp-server/CONCURRENT_SESSIONS.md
index 3a7028cb..62e63dd2 100644
--- a/libs/python/mcp-server/CONCURRENT_SESSIONS.md
+++ b/libs/python/mcp-server/CONCURRENT_SESSIONS.md
@@ -143,7 +143,7 @@ await cleanup_session(ctx, "session-to-cleanup")
 class SessionManager:
     def __init__(self, max_concurrent_sessions: int = 10):
         # Configurable maximum concurrent sessions
-        
+
 class ComputerPool:
     def __init__(self, max_size: int = 5, idle_timeout: float = 300.0):
         # Configurable pool size and idle timeout
@@ -152,6 +152,7 @@ class ComputerPool:
 ## Performance Improvements
 
 ### Before (Issues):
+
 - ❌ Single global computer instance
 - ❌ Client interference and resource conflicts
 - ❌ Sequential task processing only
@@ -159,6 +160,7 @@ class ComputerPool:
 - ❌ 30s timeout issues with long-running tasks
 
 ### After (Benefits):
+
 - ✅ Per-session computer instances with proper isolation
 - ✅ Computer instance pooling for efficient resource usage
 - ✅ Concurrent task execution support
diff --git a/libs/python/mcp-server/README.md b/libs/python/mcp-server/README.md
index 0ed79435..7eddf4b7 100644
--- a/libs/python/mcp-server/README.md
+++ b/libs/python/mcp-server/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+
 </h1>
 </div>
 
@@ -41,7 +42,8 @@ Add this to your MCP client configuration:
     "cua-agent": {
       "command": "/usr/bin/env",
       "args": [
-        "bash", "-lc",
+        "bash",
+        "-lc",
         "export CUA_MODEL_NAME='anthropic/claude-3-5-sonnet-20241022'; ~/.cua/start_mcp_server.sh"
       ]
     }
@@ -59,7 +61,8 @@ Use an absolute path to the repository root in the arguments below.
     "cua-agent": {
       "command": "/usr/bin/env",
       "args": [
-        "bash", "-lc",
+        "bash",
+        "-lc",
         "export CUA_MODEL_NAME='huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B'; /Users/your-username/Documents/GitHub/cua/libs/python/mcp-server/scripts/start_mcp_server.sh"
       ]
     }
@@ -68,6 +71,7 @@ Use an absolute path to the repository root in the arguments below.
 ```
 
 Notes:
+
 - Replace `/Users/your-username/Documents/GitHub/cua` with the absolute path to your clone.
 - The script sets `PYTHONPATH` for local libs and runs the server module.
 
@@ -94,6 +98,7 @@ After configuring your MCP client, restart it and invoke one of these tools:
 ```
 
 Expected results:
+
 - Assistant messages streamed during execution
 - A final screenshot image
 
@@ -109,6 +114,7 @@ Expected results:
 ## Troubleshooting
 
 Server reports disconnected in MCP client:
+
 - Use an absolute path in the `args` command.
 - Launch via `/usr/bin/env bash -lc` so the shell initializes and expands paths.
 - Run the script manually to verify:
@@ -117,12 +123,14 @@ Server reports disconnected in MCP client:
   ```
 
 pip not found in venv:
+
 ```bash
 python3 -m ensurepip --upgrade
 python3 -m pip install -U pip setuptools wheel
 ```
 
 Pydantic schema error related to Image:
+
 ```bash
 python3 -m pip install -U "mcp>=1.2.0" "fastmcp>=0.4.7" "pydantic>=2.7,<2.12"
 ```
diff --git a/libs/python/mcp-server/mcp_server/__init__.py b/libs/python/mcp-server/mcp_server/__init__.py
index a0a7407a..f4b66e43 100644
--- a/libs/python/mcp-server/mcp_server/__init__.py
+++ b/libs/python/mcp-server/mcp_server/__init__.py
@@ -1,7 +1,7 @@
 """MCP Server for Computer-Use Agent (CUA)."""
 
-import sys
 import os
+import sys
 
 # Add detailed debugging at import time
 with open("/tmp/mcp_server_debug.log", "w") as f:
@@ -9,11 +9,11 @@ with open("/tmp/mcp_server_debug.log", "w") as f:
     f.write(f"Python version: {sys.version}\n")
     f.write(f"Working directory: {os.getcwd()}\n")
     f.write(f"Python path:\n{chr(10).join(sys.path)}\n")
-    f.write(f"Environment variables:\n")
+    f.write("Environment variables:\n")
     for key, value in os.environ.items():
         f.write(f"{key}={value}\n")
 
-from .server import server, main
+from .server import main, server
 
 __version__ = "0.1.0"
 __all__ = ["server", "main"]
diff --git a/libs/python/mcp-server/mcp_server/server.py b/libs/python/mcp-server/mcp_server/server.py
index 67d2cbf2..7d47cfd1 100644
--- a/libs/python/mcp-server/mcp_server/server.py
+++ b/libs/python/mcp-server/mcp_server/server.py
@@ -7,7 +7,7 @@ import signal
 import sys
 import traceback
 import uuid
-from typing import Any, Dict, List, Optional, Union, Tuple
+from typing import Any, Dict, List, Optional, Tuple, Union
 
 import anyio
 
@@ -24,6 +24,7 @@ logger.debug("MCP Server module loading...")
 
 try:
     from mcp.server.fastmcp import Context, FastMCP
+
     # Use the canonical Image type
     from mcp.server.fastmcp.utilities.types import Image
 
@@ -34,8 +35,8 @@ except ImportError as e:
     sys.exit(1)
 
 try:
-    from computer import Computer
     from agent import ComputerAgent
+    from computer import Computer
 
     logger.debug("Successfully imported Computer and Agent modules")
 except ImportError as e:
@@ -44,17 +45,24 @@ except ImportError as e:
     sys.exit(1)
 
 try:
-    from .session_manager import get_session_manager, initialize_session_manager, shutdown_session_manager
+    from .session_manager import (
+        get_session_manager,
+        initialize_session_manager,
+        shutdown_session_manager,
+    )
+
     logger.debug("Successfully imported session manager")
 except ImportError as e:
     logger.error(f"Failed to import session manager: {e}")
     traceback.print_exc(file=sys.stderr)
     sys.exit(1)
 
+
 def get_env_bool(key: str, default: bool = False) -> bool:
     """Get boolean value from environment variable."""
     return os.getenv(key, str(default)).lower() in ("true", "1", "yes")
 
+
 async def _maybe_call_ctx_method(ctx: Context, method_name: str, *args, **kwargs) -> None:
     """Call a context helper if it exists, awaiting the result when necessary."""
     method = getattr(ctx, method_name, None)
@@ -64,6 +72,7 @@ async def _maybe_call_ctx_method(ctx: Context, method_name: str, *args, **kwargs
     if inspect.isawaitable(result):
         await result
 
+
 def _normalise_message_content(content: Union[str, List[Dict[str, Any]]]) -> List[Dict[str, Any]]:
     """Normalise message content to a list of structured parts."""
     if isinstance(content, list):
@@ -72,6 +81,7 @@ def _normalise_message_content(content: Union[str, List[Dict[str, Any]]]) -> Lis
         return []
     return [{"type": "output_text", "text": str(content)}]
 
+
 def _extract_text_from_content(content: Union[str, List[Dict[str, Any]]]) -> str:
     """Extract textual content for inclusion in the aggregated result string."""
     if isinstance(content, str):
@@ -84,6 +94,7 @@ def _extract_text_from_content(content: Union[str, List[Dict[str, Any]]]) -> str
             texts.append(str(part["text"]))
     return "\n".join(texts)
 
+
 def _serialise_tool_content(content: Any) -> str:
     """Convert tool outputs into a string for aggregation."""
     if isinstance(content, str):
@@ -91,7 +102,11 @@ def _serialise_tool_content(content: Any) -> str:
     if isinstance(content, list):
         texts: List[str] = []
         for part in content:
-            if isinstance(part, dict) and part.get("type") in {"output_text", "text"} and part.get("text"):
+            if (
+                isinstance(part, dict)
+                and part.get("type") in {"output_text", "text"}
+                and part.get("text")
+            ):
                 texts.append(str(part["text"]))
         if texts:
             return "\n".join(texts)
@@ -99,6 +114,7 @@ def _serialise_tool_content(content: Any) -> str:
         return ""
     return str(content)
 
+
 def serve() -> FastMCP:
     """Create and configure the MCP server."""
     # NOTE: Do not pass model_config here; FastMCP 2.12.x doesn't support it.
@@ -108,12 +124,12 @@ def serve() -> FastMCP:
     async def screenshot_cua(ctx: Context, session_id: Optional[str] = None) -> Any:
         """
         Take a screenshot of the current MacOS VM screen and return the image.
-        
+
         Args:
             session_id: Optional session ID for multi-client support. If not provided, a new session will be created.
         """
         session_manager = get_session_manager()
-        
+
         async with session_manager.get_session(session_id) as session:
             screenshot = await session.computer.interface.screenshot()
             # Returning Image object is fine when structured_output=False
@@ -123,21 +139,21 @@ def serve() -> FastMCP:
     async def run_cua_task(ctx: Context, task: str, session_id: Optional[str] = None) -> Any:
         """
         Run a Computer-Use Agent (CUA) task in a MacOS VM and return (combined text, final screenshot).
-        
+
         Args:
             task: The task description for the agent to execute
             session_id: Optional session ID for multi-client support. If not provided, a new session will be created.
         """
         session_manager = get_session_manager()
         task_id = str(uuid.uuid4())
-        
+
         try:
             logger.info(f"Starting CUA task: {task} (task_id: {task_id})")
 
             async with session_manager.get_session(session_id) as session:
                 # Register this task with the session
                 await session_manager.register_task(session.session_id, task_id)
-                
+
                 try:
                     # Get model name
                     model_name = os.getenv("CUA_MODEL_NAME", "anthropic/claude-3-5-sonnet-20241022")
@@ -179,8 +195,14 @@ def serve() -> FastMCP:
                             elif output_type in {"tool_use", "computer_call", "function_call"}:
                                 logger.debug("Streaming tool call: %s", output)
                                 call_id = output.get("id") or output.get("call_id")
-                                tool_name = output.get("name") or output.get("action", {}).get("type")
-                                tool_input = output.get("input") or output.get("arguments") or output.get("action")
+                                tool_name = output.get("name") or output.get("action", {}).get(
+                                    "type"
+                                )
+                                tool_input = (
+                                    output.get("input")
+                                    or output.get("arguments")
+                                    or output.get("action")
+                                )
                                 if call_id:
                                     await _maybe_call_ctx_method(
                                         ctx,
@@ -190,7 +212,11 @@ def serve() -> FastMCP:
                                         input=tool_input,
                                     )
 
-                            elif output_type in {"tool_result", "computer_call_output", "function_call_output"}:
+                            elif output_type in {
+                                "tool_result",
+                                "computer_call_output",
+                                "function_call_output",
+                            }:
                                 logger.debug("Streaming tool output: %s", output)
                                 call_id = output.get("call_id") or output.get("id")
                                 content = output.get("content") or output.get("output")
@@ -203,7 +229,8 @@ def serve() -> FastMCP:
                                         "yield_tool_output",
                                         call_id=call_id,
                                         output=content,
-                                        is_error=output.get("status") == "failed" or output.get("is_error", False),
+                                        is_error=output.get("status") == "failed"
+                                        or output.get("is_error", False),
                                     )
 
                     logger.info("CUA task completed successfully")
@@ -215,10 +242,11 @@ def serve() -> FastMCP:
                     )
 
                     return (
-                        "\n".join(aggregated_messages).strip() or "Task completed with no text output.",
+                        "\n".join(aggregated_messages).strip()
+                        or "Task completed with no text output.",
                         screenshot_image,
                     )
-                    
+
                 finally:
                     # Unregister the task from the session
                     await session_manager.unregister_task(session.session_id, task_id)
@@ -227,7 +255,7 @@ def serve() -> FastMCP:
             error_msg = f"Error running CUA task: {str(e)}\n{traceback.format_exc()}"
             logger.error(error_msg)
             ctx.error(error_msg)
-            
+
             # Try to get a screenshot from the session if available
             try:
                 if session_id:
@@ -239,7 +267,7 @@ def serve() -> FastMCP:
                         )
             except Exception:
                 pass
-                
+
             # If we can't get a screenshot, return a placeholder
             return (
                 f"Error during task execution: {str(e)}",
@@ -247,10 +275,12 @@ def serve() -> FastMCP:
             )
 
     @server.tool(structured_output=False)
-    async def run_multi_cua_tasks(ctx: Context, tasks: List[str], session_id: Optional[str] = None, concurrent: bool = False) -> Any:
+    async def run_multi_cua_tasks(
+        ctx: Context, tasks: List[str], session_id: Optional[str] = None, concurrent: bool = False
+    ) -> Any:
         """
         Run multiple CUA tasks and return a list of (combined text, screenshot).
-        
+
         Args:
             tasks: List of task descriptions to execute
             session_id: Optional session ID for multi-client support. If not provided, a new session will be created.
@@ -262,25 +292,27 @@ def serve() -> FastMCP:
             return []
 
         session_manager = get_session_manager()
-        
+
         if concurrent and total_tasks > 1:
             # Run tasks concurrently
             logger.info(f"Running {total_tasks} tasks concurrently")
             ctx.info(f"Running {total_tasks} tasks concurrently")
-            
+
             # Create tasks with progress tracking
-            async def run_task_with_progress(task_index: int, task: str) -> Tuple[int, Tuple[str, Image]]:
+            async def run_task_with_progress(
+                task_index: int, task: str
+            ) -> Tuple[int, Tuple[str, Image]]:
                 ctx.report_progress(task_index / total_tasks)
                 result = await run_cua_task(ctx, task, session_id)
                 ctx.report_progress((task_index + 1) / total_tasks)
                 return task_index, result
-            
+
             # Create all task coroutines
             task_coroutines = [run_task_with_progress(i, task) for i, task in enumerate(tasks)]
-            
+
             # Wait for all tasks to complete
             results_with_indices = await asyncio.gather(*task_coroutines, return_exceptions=True)
-            
+
             # Sort results by original task order and handle exceptions
             results: List[Tuple[str, Image]] = []
             for result in results_with_indices:
@@ -291,13 +323,13 @@ def serve() -> FastMCP:
                 else:
                     _, task_result = result
                     results.append(task_result)
-            
+
             return results
         else:
             # Run tasks sequentially (original behavior)
             logger.info(f"Running {total_tasks} tasks sequentially")
             ctx.info(f"Running {total_tasks} tasks sequentially")
-            
+
             results: List[Tuple[str, Image]] = []
             for i, task in enumerate(tasks):
                 logger.info(f"Running task {i+1}/{total_tasks}: {task}")
@@ -322,7 +354,7 @@ def serve() -> FastMCP:
     async def cleanup_session(ctx: Context, session_id: str) -> str:
         """
         Cleanup a specific session and release its resources.
-        
+
         Args:
             session_id: The session ID to cleanup
         """
@@ -335,30 +367,31 @@ def serve() -> FastMCP:
 
 server = serve()
 
+
 async def run_server():
     """Run the MCP server with proper lifecycle management."""
     session_manager = None
     try:
         logger.debug("Starting MCP server...")
-        
+
         # Initialize session manager
         session_manager = await initialize_session_manager()
         logger.info("Session manager initialized")
-        
+
         # Set up signal handlers for graceful shutdown
         def signal_handler(signum, frame):
             logger.info(f"Received signal {signum}, initiating graceful shutdown...")
             # Create a task to shutdown gracefully
             asyncio.create_task(graceful_shutdown())
-        
+
         signal.signal(signal.SIGINT, signal_handler)
         signal.signal(signal.SIGTERM, signal_handler)
-        
+
         # Start the server
         logger.info("Starting FastMCP server...")
         # Use run_stdio_async directly instead of server.run() to avoid nested event loops
         await server.run_stdio_async()
-        
+
     except Exception as e:
         logger.error(f"Error starting server: {e}")
         traceback.print_exc(file=sys.stderr)
@@ -369,6 +402,7 @@ async def run_server():
             logger.info("Shutting down session manager...")
             await shutdown_session_manager()
 
+
 async def graceful_shutdown():
     """Gracefully shutdown the server and all sessions."""
     logger.info("Initiating graceful shutdown...")
@@ -380,8 +414,10 @@ async def graceful_shutdown():
     finally:
         # Exit the process
         import os
+
         os._exit(0)
 
+
 def main():
     """Run the MCP server with proper async lifecycle management."""
     try:
@@ -394,5 +430,6 @@ def main():
         traceback.print_exc(file=sys.stderr)
         sys.exit(1)
 
+
 if __name__ == "__main__":
     main()
diff --git a/libs/python/mcp-server/mcp_server/session_manager.py b/libs/python/mcp-server/mcp_server/session_manager.py
index 2691e6e5..dc8d480b 100644
--- a/libs/python/mcp-server/mcp_server/session_manager.py
+++ b/libs/python/mcp-server/mcp_server/session_manager.py
@@ -12,16 +12,18 @@ import asyncio
 import logging
 import time
 import uuid
-from typing import Dict, Optional, Any, List, Set
-from dataclasses import dataclass, field
-from contextlib import asynccontextmanager
 import weakref
+from contextlib import asynccontextmanager
+from dataclasses import dataclass, field
+from typing import Any, Dict, List, Optional, Set
 
 logger = logging.getLogger("mcp-server.session_manager")
 
+
 @dataclass
 class SessionInfo:
     """Information about an active session."""
+
     session_id: str
     computer: Any  # Computer instance
     created_at: float
@@ -29,92 +31,95 @@ class SessionInfo:
     active_tasks: Set[str] = field(default_factory=set)
     is_shutting_down: bool = False
 
+
 class ComputerPool:
     """Pool of computer instances for efficient resource management."""
-    
+
     def __init__(self, max_size: int = 5, idle_timeout: float = 300.0):
         self.max_size = max_size
         self.idle_timeout = idle_timeout
         self._available: List[Any] = []
         self._in_use: Set[Any] = set()
         self._creation_lock = asyncio.Lock()
-        
+
     async def acquire(self) -> Any:
         """Acquire a computer instance from the pool."""
         # Try to get an available instance
         if self._available:
             computer = self._available.pop()
             self._in_use.add(computer)
-            logger.debug(f"Reusing computer instance from pool")
+            logger.debug("Reusing computer instance from pool")
             return computer
-            
+
         # Check if we can create a new one
         async with self._creation_lock:
             if len(self._in_use) < self.max_size:
                 logger.debug("Creating new computer instance")
                 from computer import Computer
+
                 computer = Computer(verbosity=logging.INFO)
                 await computer.run()
                 self._in_use.add(computer)
                 return computer
-                
+
         # Wait for an instance to become available
         logger.debug("Waiting for computer instance to become available")
         while not self._available:
             await asyncio.sleep(0.1)
-            
+
         computer = self._available.pop()
         self._in_use.add(computer)
         return computer
-    
+
     async def release(self, computer: Any) -> None:
         """Release a computer instance back to the pool."""
         if computer in self._in_use:
             self._in_use.remove(computer)
             self._available.append(computer)
             logger.debug("Released computer instance back to pool")
-    
+
     async def cleanup_idle(self) -> None:
         """Clean up idle computer instances."""
         current_time = time.time()
         idle_instances = []
-        
+
         for computer in self._available[:]:
             # Check if computer has been idle too long
             # Note: We'd need to track last use time per instance for this
             # For now, we'll keep instances in the pool
             pass
-            
+
     async def shutdown(self) -> None:
         """Shutdown all computer instances in the pool."""
         logger.info("Shutting down computer pool")
-        
+
         # Close all available instances
         for computer in self._available:
             try:
-                if hasattr(computer, 'close'):
+                if hasattr(computer, "close"):
                     await computer.close()
-                elif hasattr(computer, 'stop'):
+                elif hasattr(computer, "stop"):
                     await computer.stop()
             except Exception as e:
                 logger.warning(f"Error closing computer instance: {e}")
-        
+
         # Close all in-use instances
         for computer in self._in_use:
             try:
-                if hasattr(computer, 'close'):
+                if hasattr(computer, "close"):
                     await computer.close()
-                elif hasattr(computer, 'stop'):
+                elif hasattr(computer, "stop"):
                     await computer.stop()
             except Exception as e:
                 logger.warning(f"Error closing computer instance: {e}")
-        
+
         self._available.clear()
         self._in_use.clear()
 
+
 class SessionManager:
     """Manages concurrent client sessions with proper resource isolation."""
-    
+
     def __init__(self, max_concurrent_sessions: int = 10):
         self.max_concurrent_sessions = max_concurrent_sessions
         self._sessions: Dict[str, SessionInfo] = {}
@@ -122,39 +127,39 @@ class SessionManager:
         self._session_lock = asyncio.Lock()
         self._cleanup_task: Optional[asyncio.Task] = None
         self._shutdown_event = asyncio.Event()
-        
+
     async def start(self) -> None:
         """Start the session manager and cleanup task."""
         logger.info("Starting session manager")
         self._cleanup_task = asyncio.create_task(self._cleanup_loop())
-        
+
     async def stop(self) -> None:
         """Stop the session manager and cleanup all resources."""
         logger.info("Stopping session manager")
         self._shutdown_event.set()
-        
+
         if self._cleanup_task:
             self._cleanup_task.cancel()
             try:
                 await self._cleanup_task
             except asyncio.CancelledError:
                 pass
-        
+
         # Force cleanup all sessions
         async with self._session_lock:
             session_ids = list(self._sessions.keys())
-            
+
         for session_id in session_ids:
             await self._force_cleanup_session(session_id)
-            
+
         await self._computer_pool.shutdown()
-        
+
     @asynccontextmanager
     async def get_session(self, session_id: Optional[str] = None) -> Any:
         """Get or create a session with proper resource management."""
         if session_id is None:
             session_id = str(uuid.uuid4())
-            
+
         # Check if session exists and is not shutting down
         async with self._session_lock:
             if session_id in self._sessions:
@@ -166,18 +171,20 @@ class SessionManager:
             else:
                 # Create new session
                 if len(self._sessions) >= self.max_concurrent_sessions:
-                    raise RuntimeError(f"Maximum concurrent sessions ({self.max_concurrent_sessions}) reached")
-                
+                    raise RuntimeError(
+                        f"Maximum concurrent sessions ({self.max_concurrent_sessions}) reached"
+                    )
+
                 computer = await self._computer_pool.acquire()
                 session = SessionInfo(
                     session_id=session_id,
                     computer=computer,
                     created_at=time.time(),
-                    last_activity=time.time()
+                    last_activity=time.time(),
                 )
                 self._sessions[session_id] = session
                 logger.info(f"Created new session: {session_id}")
-        
+
         try:
             yield session
         finally:
@@ -185,81 +192,82 @@ class SessionManager:
             async with self._session_lock:
                 if session_id in self._sessions:
                     self._sessions[session_id].last_activity = time.time()
-    
+
     async def register_task(self, session_id: str, task_id: str) -> None:
         """Register a task for a session."""
         async with self._session_lock:
             if session_id in self._sessions:
                 self._sessions[session_id].active_tasks.add(task_id)
                 logger.debug(f"Registered task {task_id} for session {session_id}")
-    
+
     async def unregister_task(self, session_id: str, task_id: str) -> None:
         """Unregister a task from a session."""
         async with self._session_lock:
             if session_id in self._sessions:
                 self._sessions[session_id].active_tasks.discard(task_id)
                 logger.debug(f"Unregistered task {task_id} from session {session_id}")
-    
+
     async def cleanup_session(self, session_id: str) -> None:
         """Cleanup a specific session."""
         async with self._session_lock:
             if session_id not in self._sessions:
                 return
-                
+
             session = self._sessions[session_id]
-            
+
             # Check if session has active tasks
             if session.active_tasks:
                 logger.info(f"Session {session_id} has active tasks, marking for shutdown")
                 session.is_shutting_down = True
                 return
-            
+
             # Actually cleanup the session
             await self._force_cleanup_session(session_id)
-    
+
     async def _force_cleanup_session(self, session_id: str) -> None:
         """Force cleanup a session regardless of active tasks."""
         async with self._session_lock:
             if session_id not in self._sessions:
                 return
-                
+
             session = self._sessions[session_id]
             logger.info(f"Cleaning up session: {session_id}")
-            
+
             # Release computer back to pool
             await self._computer_pool.release(session.computer)
-            
+
             # Remove session
             del self._sessions[session_id]
-    
+
     async def _cleanup_loop(self) -> None:
         """Background task to cleanup idle sessions."""
         while not self._shutdown_event.is_set():
             try:
                 await asyncio.sleep(60)  # Run cleanup every minute
-                
+
                 current_time = time.time()
                 idle_timeout = 600.0  # 10 minutes
-                
+
                 async with self._session_lock:
                     idle_sessions = []
                     for session_id, session in self._sessions.items():
                         if not session.is_shutting_down and not session.active_tasks:
                             if current_time - session.last_activity > idle_timeout:
                                 idle_sessions.append(session_id)
-                
+
                 # Cleanup idle sessions
                 for session_id in idle_sessions:
                     await self._force_cleanup_session(session_id)
                     logger.info(f"Cleaned up idle session: {session_id}")
-                    
+
             except asyncio.CancelledError:
                 break
             except Exception as e:
                 logger.error(f"Error in cleanup loop: {e}")
-    
+
     def get_session_stats(self) -> Dict[str, Any]:
         """Get statistics about active sessions."""
+
         async def _get_stats():
             async with self._session_lock:
                 return {
@@ -270,12 +278,12 @@ class SessionManager:
                             "created_at": session.created_at,
                             "last_activity": session.last_activity,
                             "active_tasks": len(session.active_tasks),
-                            "is_shutting_down": session.is_shutting_down
+                            "is_shutting_down": session.is_shutting_down,
                         }
                         for session_id, session in self._sessions.items()
-                    }
+                    },
                 }
-        
+
         # Run in current event loop or create new one
         try:
             loop = asyncio.get_running_loop()
@@ -284,9 +292,11 @@ class SessionManager:
             # No event loop running, create a new one
             return asyncio.run(_get_stats())
 
+
 # Global session manager instance
 _session_manager: Optional[SessionManager] = None
 
+
 def get_session_manager() -> SessionManager:
     """Get the global session manager instance."""
     global _session_manager
@@ -294,6 +304,7 @@ def get_session_manager() -> SessionManager:
         _session_manager = SessionManager()
     return _session_manager
 
+
 async def initialize_session_manager() -> None:
     """Initialize the global session manager."""
     global _session_manager
@@ -302,6 +313,7 @@ async def initialize_session_manager() -> None:
         await _session_manager.start()
     return _session_manager
 
+
 async def shutdown_session_manager() -> None:
     """Shutdown the global session manager."""
     global _session_manager
diff --git a/libs/python/pylume/README.md b/libs/python/pylume/README.md
index 4502c943..459d1ce5 100644
--- a/libs/python/pylume/README.md
+++ b/libs/python/pylume/README.md
@@ -8,14 +8,14 @@
     </picture>
   </div>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![PyPI](https://img.shields.io/pypi/v/pylume?color=333333)](https://pypi.org/project/pylume/)
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![PyPI](https://img.shields.io/pypi/v/pylume?color=333333)](https://pypi.org/project/pylume/)
+
 </h1>
 </div>
 
-
 **pylume** is a lightweight Python library based on [lume](https://github.com/trycua/lume) to create, run and manage macOS and Linux virtual machines (VMs) natively on Apple Silicon.
 
 ```bash
@@ -28,7 +28,7 @@ Please refer to this [Notebook](./samples/nb.ipynb) for a quickstart. More detai
 
 ## Prebuilt Images
 
-Pre-built images are available on [ghcr.io/trycua](https://github.com/orgs/trycua/packages). 
+Pre-built images are available on [ghcr.io/trycua](https://github.com/orgs/trycua/packages).
 These images come pre-configured with an SSH server and auto-login enabled.
 
 ## Contributing
diff --git a/libs/python/pylume/__init__.py b/libs/python/pylume/__init__.py
index 65cacee1..128ce121 100644
--- a/libs/python/pylume/__init__.py
+++ b/libs/python/pylume/__init__.py
@@ -2,8 +2,8 @@
 PyLume Python SDK - A client library for managing macOS VMs with PyLume.
 """
 
-from pylume.pylume import *
-from pylume.models import *
 from pylume.exceptions import *
+from pylume.models import *
+from pylume.pylume import *
 
 __version__ = "0.1.0"
diff --git a/libs/python/pylume/pylume/client.py b/libs/python/pylume/pylume/client.py
index 607ddd0a..101d5ee8 100644
--- a/libs/python/pylume/pylume/client.py
+++ b/libs/python/pylume/pylume/client.py
@@ -1,18 +1,19 @@
-import json
 import asyncio
-import subprocess
-from typing import Optional, Any, Dict
+import json
 import shlex
+import subprocess
+from typing import Any, Dict, Optional
 
 from .exceptions import (
-    LumeError,
-    LumeServerError,
-    LumeConnectionError,
-    LumeTimeoutError,
-    LumeNotFoundError,
     LumeConfigError,
+    LumeConnectionError,
+    LumeError,
+    LumeNotFoundError,
+    LumeServerError,
+    LumeTimeoutError,
 )
 
+
 class LumeClient:
     def __init__(self, base_url: str, timeout: float = 60.0, debug: bool = False):
         self.base_url = base_url
@@ -26,7 +27,13 @@ class LumeClient:
             if kwargs:
                 print(json.dumps(kwargs, indent=2))
 
-    async def _run_curl(self, method: str, path: str, data: Optional[Dict[str, Any]] = None, params: Optional[Dict[str, Any]] = None) -> Any:
+    async def _run_curl(
+        self,
+        method: str,
+        path: str,
+        data: Optional[Dict[str, Any]] = None,
+        params: Optional[Dict[str, Any]] = None,
+    ) -> Any:
         """Execute a curl command and return the response."""
         url = f"{self.base_url}{path}"
         if params:
@@ -34,30 +41,28 @@ class LumeClient:
             url = f"{url}?{param_str}"
 
         cmd = ["curl", "-X", method, "-s", "-w", "%{http_code}", "-m", str(self.timeout)]
-        
+
         if data is not None:
             cmd.extend(["-H", "Content-Type: application/json", "-d", json.dumps(data)])
-        
+
         cmd.append(url)
-        
+
         self._log_debug(f"Running curl command: {' '.join(map(shlex.quote, cmd))}")
-        
+
         try:
             process = await asyncio.create_subprocess_exec(
-                *cmd,
-                stdout=subprocess.PIPE,
-                stderr=subprocess.PIPE
+                *cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE
             )
             stdout, stderr = await process.communicate()
-            
+
             if process.returncode != 0:
                 raise LumeConnectionError(f"Curl command failed: {stderr.decode()}")
-            
+
             # The last 3 characters are the status code
             response = stdout.decode()
             status_code = int(response[-3:])
             response_body = response[:-3]  # Remove status code from response
-            
+
             if status_code >= 400:
                 if status_code == 404:
                     raise LumeNotFoundError(f"Resource not found: {path}")
@@ -67,9 +72,9 @@ class LumeClient:
                     raise LumeServerError(f"Server error: {response_body}")
                 else:
                     raise LumeError(f"Request failed with status {status_code}: {response_body}")
-            
+
             return json.loads(response_body) if response_body.strip() else None
-            
+
         except asyncio.TimeoutError:
             raise LumeTimeoutError(f"Request timed out after {self.timeout} seconds")
 
@@ -77,7 +82,9 @@ class LumeClient:
         """Make a GET request."""
         return await self._run_curl("GET", path, params=params)
 
-    async def post(self, path: str, data: Optional[Dict[str, Any]] = None, timeout: Optional[float] = None) -> Any:
+    async def post(
+        self, path: str, data: Optional[Dict[str, Any]] = None, timeout: Optional[float] = None
+    ) -> Any:
         """Make a POST request."""
         old_timeout = self.timeout
         if timeout is not None:
@@ -99,14 +106,14 @@ class LumeClient:
         """Print equivalent curl command for debugging."""
         curl_cmd = f"""curl -X {method} \\
   '{self.base_url}{path}'"""
-        
+
         if data:
             curl_cmd += f" \\\n  -H 'Content-Type: application/json' \\\n  -d '{json.dumps(data)}'"
-        
+
         print("\nEquivalent curl command:")
         print(curl_cmd)
         print()
 
     async def close(self) -> None:
         """Close the client resources."""
-        pass  # No shared resources to clean up
\ No newline at end of file
+        pass  # No shared resources to clean up
diff --git a/libs/python/pylume/pylume/exceptions.py b/libs/python/pylume/pylume/exceptions.py
index 420b5d42..191718b0 100644
--- a/libs/python/pylume/pylume/exceptions.py
+++ b/libs/python/pylume/pylume/exceptions.py
@@ -1,36 +1,54 @@
 from typing import Optional
 
+
 class LumeError(Exception):
     """Base exception for all PyLume errors."""
+
     pass
 
+
 class LumeServerError(LumeError):
     """Raised when there's an error with the PyLume server."""
-    def __init__(self, message: str, status_code: Optional[int] = None, response_text: Optional[str] = None):
+
+    def __init__(
+        self, message: str, status_code: Optional[int] = None, response_text: Optional[str] = None
+    ):
         self.status_code = status_code
         self.response_text = response_text
         super().__init__(message)
 
+
 class LumeConnectionError(LumeError):
     """Raised when there's an error connecting to the PyLume server."""
+
     pass
 
+
 class LumeTimeoutError(LumeError):
     """Raised when a request to the PyLume server times out."""
+
     pass
 
+
 class LumeNotFoundError(LumeError):
     """Raised when a requested resource is not found."""
+
     pass
 
+
 class LumeConfigError(LumeError):
     """Raised when there's an error with the configuration."""
+
     pass
 
+
 class LumeVMError(LumeError):
     """Raised when there's an error with a VM operation."""
+
     pass
 
+
 class LumeImageError(LumeError):
     """Raised when there's an error with an image operation."""
-    pass 
\ No newline at end of file
+
+    pass
diff --git a/libs/python/pylume/pylume/models.py b/libs/python/pylume/pylume/models.py
index cd2ddb2b..021ea8aa 100644
--- a/libs/python/pylume/pylume/models.py
+++ b/libs/python/pylume/pylume/models.py
@@ -1,22 +1,26 @@
-from typing import Optional, List, Literal, Dict, Any
 import re
-from pydantic import BaseModel, Field, computed_field, validator, ConfigDict, RootModel
+from typing import Any, Dict, List, Literal, Optional
+
+from pydantic import BaseModel, ConfigDict, Field, RootModel, computed_field, validator
+
 
 class DiskInfo(BaseModel):
     """Information about disk storage allocation.
-    
+
     Attributes:
         total: Total disk space in bytes
         allocated: Currently allocated disk space in bytes
     """
+
     total: int
     allocated: int
 
+
 class VMConfig(BaseModel):
     """Configuration for creating a new VM.
-    
+
     Note: Memory and disk sizes should be specified with units (e.g., "4GB", "64GB")
-    
+
     Attributes:
         name: Name of the virtual machine
         os: Operating system type, either "macOS" or "linux"
@@ -26,6 +30,7 @@ class VMConfig(BaseModel):
         display: Display resolution in format "widthxheight"
         ipsw: IPSW path or 'latest' for macOS VMs, None for other OS types
     """
+
     name: str
     os: Literal["macOS", "linux"] = "macOS"
     cpu: int = Field(default=2, ge=1)
@@ -37,46 +42,53 @@ class VMConfig(BaseModel):
     class Config:
         populate_by_alias = True
 
+
 class SharedDirectory(BaseModel):
     """Configuration for a shared directory.
-    
+
     Attributes:
         host_path: Path to the directory on the host system
         read_only: Whether the directory should be mounted as read-only
     """
+
     host_path: str = Field(..., alias="hostPath")  # Allow host_path but serialize as hostPath
     read_only: bool = False
-    
+
     class Config:
         populate_by_name = True  # Allow both alias and original name
-        alias_generator = lambda s: ''.join(word.capitalize() if i else word for i, word in enumerate(s.split('_')))
+        alias_generator = lambda s: "".join(
+            word.capitalize() if i else word for i, word in enumerate(s.split("_"))
+        )
+
 
 class VMRunOpts(BaseModel):
     """Configuration for running a VM.
-    
+
     Args:
         no_display: Whether to not display the VNC client
         shared_directories: List of directories to share with the VM
     """
+
     no_display: bool = Field(default=False, alias="noDisplay")
     shared_directories: Optional[list[SharedDirectory]] = Field(
-        default=None, 
-        alias="sharedDirectories"
+        default=None, alias="sharedDirectories"
     )
 
     model_config = ConfigDict(
         populate_by_name=True,
-        alias_generator=lambda s: ''.join(word.capitalize() if i else word for i, word in enumerate(s.split('_')))
+        alias_generator=lambda s: "".join(
+            word.capitalize() if i else word for i, word in enumerate(s.split("_"))
+        ),
     )
 
     def model_dump(self, **kwargs):
         """Export model data with proper field name conversion.
-        
+
         Converts shared directory fields to match API expectations when using aliases.
-        
+
         Args:
             **kwargs: Keyword arguments passed to parent model_dump method
-            
+
         Returns:
             dict: Model data with properly formatted field names
         """
@@ -84,19 +96,16 @@ class VMRunOpts(BaseModel):
         # Convert shared directory fields to match API expectations
         if self.shared_directories and "by_alias" in kwargs and kwargs["by_alias"]:
             data["sharedDirectories"] = [
-                {
-                    "hostPath": d.host_path,
-                    "readOnly": d.read_only
-                }
-                for d in self.shared_directories
+                {"hostPath": d.host_path, "readOnly": d.read_only} for d in self.shared_directories
             ]
             # Remove the snake_case version if it exists
             data.pop("shared_directories", None)
         return data
 
+
 class VMStatus(BaseModel):
     """Status information for a virtual machine.
-    
+
     Attributes:
         name: Name of the virtual machine
         status: Current status of the VM
@@ -107,6 +116,7 @@ class VMStatus(BaseModel):
         vnc_url: URL for VNC connection if available
         ip_address: IP address of the VM if available
     """
+
     name: str
     status: str
     os: Literal["macOS", "linux"]
@@ -123,7 +133,7 @@ class VMStatus(BaseModel):
     @property
     def state(self) -> str:
         """Get the current state of the VM.
-        
+
         Returns:
             str: Current VM status
         """
@@ -133,7 +143,7 @@ class VMStatus(BaseModel):
     @property
     def cpu(self) -> int:
         """Get the number of CPU cores.
-        
+
         Returns:
             int: Number of CPU cores allocated to the VM
         """
@@ -143,7 +153,7 @@ class VMStatus(BaseModel):
     @property
     def memory(self) -> str:
         """Get memory allocation in human-readable format.
-        
+
         Returns:
             str: Memory size formatted as "{size}GB"
         """
@@ -151,27 +161,31 @@ class VMStatus(BaseModel):
         gb = self.memory_size / (1024 * 1024 * 1024)
         return f"{int(gb)}GB"
 
+
 class VMUpdateOpts(BaseModel):
     """Options for updating VM configuration.
-    
+
     Attributes:
         cpu: Number of CPU cores to update to
         memory: Amount of memory to update to with units
         disk_size: Size of disk to update to with units
     """
+
     cpu: Optional[int] = None
     memory: Optional[str] = None
     disk_size: Optional[str] = None
 
+
 class ImageRef(BaseModel):
     """Reference to a VM image.
-    
+
     Attributes:
         image: Name of the image
         tag: Tag version of the image
         registry: Registry hostname where image is stored
         organization: Organization or namespace in the registry
     """
+
     image: str
     tag: str = "latest"
     registry: Optional[str] = "ghcr.io"
@@ -179,47 +193,53 @@ class ImageRef(BaseModel):
 
     def model_dump(self, **kwargs):
         """Override model_dump to return just the image:tag format.
-        
+
         Args:
             **kwargs: Keyword arguments (ignored)
-            
+
         Returns:
             str: Image reference in "image:tag" format
         """
         return f"{self.image}:{self.tag}"
 
+
 class CloneSpec(BaseModel):
     """Specification for cloning a VM.
-    
+
     Attributes:
         name: Name of the source VM to clone
         new_name: Name for the new cloned VM
     """
+
     name: str
     new_name: str = Field(alias="newName")
 
     class Config:
         populate_by_alias = True
 
+
 class ImageInfo(BaseModel):
     """Model for individual image information.
-    
+
     Attributes:
         imageId: Unique identifier for the image
     """
+
     imageId: str
 
+
 class ImageList(RootModel):
     """Response model for the images endpoint.
-    
+
     A list-like container for ImageInfo objects that provides
     iteration and indexing capabilities.
     """
+
     root: List[ImageInfo]
 
     def __iter__(self):
         """Iterate over the image list.
-        
+
         Returns:
             Iterator over ImageInfo objects
         """
@@ -227,10 +247,10 @@ class ImageList(RootModel):
 
     def __getitem__(self, item):
         """Get an item from the image list by index.
-        
+
         Args:
             item: Index or slice to retrieve
-            
+
         Returns:
             ImageInfo or list of ImageInfo objects
         """
@@ -238,8 +258,8 @@ class ImageList(RootModel):
 
     def __len__(self):
         """Get the number of images in the list.
-        
+
         Returns:
             int: Number of images in the list
         """
-        return len(self.root)
\ No newline at end of file
+        return len(self.root)
diff --git a/libs/python/pylume/pylume/pylume.py b/libs/python/pylume/pylume/pylume.py
index 2073b883..1bbe34b2 100644
--- a/libs/python/pylume/pylume/pylume.py
+++ b/libs/python/pylume/pylume/pylume.py
@@ -1,36 +1,36 @@
-import os
-import sys
-import json
-import time
 import asyncio
-import subprocess
-from typing import Optional, List, Union, Callable, TypeVar, Any
-from functools import wraps
+import json
+import os
 import re
 import signal
+import subprocess
+import sys
+import time
+from functools import wraps
+from typing import Any, Callable, List, Optional, TypeVar, Union
 
-from .server import LumeServer
 from .client import LumeClient
-from .models import (
-    VMConfig,
-    VMStatus,
-    VMRunOpts,
-    VMUpdateOpts,
-    ImageRef,
-    CloneSpec,
-    SharedDirectory,
-    ImageList,
-)
 from .exceptions import (
-    LumeError,
-    LumeServerError,
-    LumeConnectionError,
-    LumeTimeoutError,
-    LumeNotFoundError,
     LumeConfigError,
-    LumeVMError,
+    LumeConnectionError,
+    LumeError,
     LumeImageError,
+    LumeNotFoundError,
+    LumeServerError,
+    LumeTimeoutError,
+    LumeVMError,
 )
+from .models import (
+    CloneSpec,
+    ImageList,
+    ImageRef,
+    SharedDirectory,
+    VMConfig,
+    VMRunOpts,
+    VMStatus,
+    VMUpdateOpts,
+)
+from .server import LumeServer
 
 # Type variable for the decorator
 T = TypeVar("T")
diff --git a/libs/python/pylume/pylume/server.py b/libs/python/pylume/pylume/server.py
index 01c48084..cab5f627 100644
--- a/libs/python/pylume/pylume/server.py
+++ b/libs/python/pylume/pylume/server.py
@@ -1,18 +1,19 @@
-import os
-import time
 import asyncio
-import subprocess
-import tempfile
-import logging
-import socket
-from typing import Optional
-import sys
-from .exceptions import LumeConnectionError
-import signal
 import json
-import shlex
+import logging
+import os
 import random
+import shlex
+import signal
+import socket
+import subprocess
+import sys
+import tempfile
+import time
 from logging import getLogger
+from typing import Optional
+
+from .exceptions import LumeConnectionError
 
 
 class LumeServer:
diff --git a/libs/python/som/README.md b/libs/python/som/README.md
index 02802bfc..ad7e906a 100644
--- a/libs/python/som/README.md
+++ b/libs/python/som/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+[![Python](https://img.shields.io/badge/Python-333333?logo=python&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![PyPI](https://img.shields.io/pypi/v/cua-computer?color=333333)](https://pypi.org/project/cua-computer/)
+
 </h1>
 </div>
 
@@ -33,7 +34,6 @@
   - Uses Metal Performance Shaders (MPS)
   - Multi-scale detection enabled
   - ~0.4s average detection time
-  
 - **Supported**: Any Python 3.11+ environment
   - Falls back to CPU if no GPU available
   - Single-scale detection on CPU
@@ -82,11 +82,13 @@ for elem in result.elements:
 ## Development
 
 ### Test Data
+
 - Place test screenshots in `examples/test_data/`
 - Not tracked in git to keep repository size manageable
 - Default test image: `test_screen.png` (1920x1080)
 
 ### Running Tests
+
 ```bash
 # Run benchmark with no OCR
 python examples/omniparser_examples.py examples/test_data/test_screen.png --runs 5 --ocr none
diff --git a/libs/python/som/som/__init__.py b/libs/python/som/som/__init__.py
index 906da597..48b0c7e8 100644
--- a/libs/python/som/som/__init__.py
+++ b/libs/python/som/som/__init__.py
@@ -5,11 +5,11 @@ __version__ = "0.1.0"
 from .detect import OmniParser
 from .models import (
     BoundingBox,
-    UIElement,
     IconElement,
-    TextElement,
+    ParseResult,
     ParserMetadata,
-    ParseResult
+    TextElement,
+    UIElement,
 )
 
 __all__ = [
@@ -19,5 +19,5 @@ __all__ = [
     "IconElement",
     "TextElement",
     "ParserMetadata",
-    "ParseResult"
-] 
\ No newline at end of file
+    "ParseResult",
+]
diff --git a/libs/python/som/som/detect.py b/libs/python/som/som/detect.py
index 79e64886..8b27d529 100644
--- a/libs/python/som/som/detect.py
+++ b/libs/python/som/som/detect.py
@@ -1,28 +1,35 @@
-from pathlib import Path
-from typing import Union, List, Dict, Any, Tuple, Optional, cast
+import argparse
+import base64
+import io
 import logging
-import torch
-import torchvision.ops
+import signal
+import time
+from contextlib import contextmanager
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Tuple, Union, cast
+
 import cv2
 import numpy as np
-import time
-import torchvision.transforms as T
-from PIL import Image
-import io
-import base64
-import argparse
-import signal
-from contextlib import contextmanager
-
-from ultralytics import YOLO
-from huggingface_hub import hf_hub_download
 import supervision as sv
+import torch
+import torchvision.ops
+import torchvision.transforms as T
+from huggingface_hub import hf_hub_download
+from PIL import Image
 from supervision.detection.core import Detections
+from ultralytics import YOLO
 
 from .detection import DetectionProcessor
+from .models import (
+    BoundingBox,
+    IconElement,
+    ParseResult,
+    ParserMetadata,
+    TextElement,
+    UIElement,
+)
 from .ocr import OCRProcessor
 from .visualization import BoxAnnotator
-from .models import BoundingBox, UIElement, IconElement, TextElement, ParserMetadata, ParseResult
 
 logger = logging.getLogger(__name__)
 
@@ -50,8 +57,9 @@ def timeout(seconds: int):
 def process_text_box(box, image):
     """Process a single text box with OCR."""
     try:
+        from typing import Any, List, Sequence, Tuple
+
         import easyocr
-        from typing import List, Tuple, Any, Sequence
 
         x1 = int(min(point[0] for point in box))
         y1 = int(min(point[1] for point in box))
@@ -100,6 +108,7 @@ def check_ocr_box(image_path: Union[str, Path]) -> Tuple[List[str], List[List[fl
 
     # Use EasyOCR
     import ssl
+
     import easyocr
 
     # Create unverified SSL context for development
@@ -231,7 +240,7 @@ class OmniParser:
                         for i, det in enumerate(text_detections)
                     ],
                 )
-                
+
                 if elements and text_elements:
                     # Filter out non-OCR elements that have OCR elements with center points colliding with them
                     filtered_elements = []
@@ -241,17 +250,21 @@ class OmniParser:
                             # Calculate center point of the text element
                             center_x = (text_elem.bbox.x1 + text_elem.bbox.x2) / 2
                             center_y = (text_elem.bbox.y1 + text_elem.bbox.y2) / 2
-                            
+
                             # Check if this center point is inside the non-OCR element
-                            if (center_x >= elem.bbox.x1 and center_x <= elem.bbox.x2 and 
-                                center_y >= elem.bbox.y1 and center_y <= elem.bbox.y2):
+                            if (
+                                center_x >= elem.bbox.x1
+                                and center_x <= elem.bbox.x2
+                                and center_y >= elem.bbox.y1
+                                and center_y <= elem.bbox.y2
+                            ):
                                 should_keep = False
                                 break
-                        
+
                         if should_keep:
                             filtered_elements.append(elem)
                     elements = filtered_elements
-                    
+
                     # Merge detections using NMS
                     all_elements = elements + text_elements
                     boxes = torch.tensor([elem.bbox.coordinates for elem in all_elements])
diff --git a/libs/python/som/som/detection.py b/libs/python/som/som/detection.py
index 3b585d9e..bc7454fd 100644
--- a/libs/python/som/som/detection.py
+++ b/libs/python/som/som/detection.py
@@ -1,12 +1,13 @@
-from typing import List, Dict, Any, Tuple, Optional
 import logging
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Tuple
+
+import numpy as np
 import torch
 import torchvision
-from PIL import Image
-import numpy as np
-from ultralytics import YOLO
 from huggingface_hub import hf_hub_download
-from pathlib import Path
+from PIL import Image
+from ultralytics import YOLO
 
 logger = logging.getLogger(__name__)
 
diff --git a/libs/python/som/som/models.py b/libs/python/som/som/models.py
index aa116106..fc1e3503 100644
--- a/libs/python/som/som/models.py
+++ b/libs/python/som/som/models.py
@@ -1,4 +1,5 @@
-from typing import List, Tuple, Optional, Literal, Dict, Any, Union
+from typing import Any, Dict, List, Literal, Optional, Tuple, Union
+
 from pydantic import BaseModel, Field, validator
 
 
diff --git a/libs/python/som/som/ocr.py b/libs/python/som/som/ocr.py
index 32f15bd1..73f677b9 100644
--- a/libs/python/som/som/ocr.py
+++ b/libs/python/som/som/ocr.py
@@ -1,12 +1,13 @@
-from typing import List, Dict, Any, Tuple, Union
 import logging
 import signal
 from contextlib import contextmanager
 from pathlib import Path
+from typing import Any, Dict, List, Tuple, Union
+
 import easyocr
-from PIL import Image
 import numpy as np
 import torch
+from PIL import Image
 
 logger = logging.getLogger(__name__)
 
@@ -18,9 +19,10 @@ class TimeoutException(Exception):
 @contextmanager
 def timeout(seconds: int):
     import threading
-    
+
     # Check if we're in the main thread
     if threading.current_thread() is threading.main_thread():
+
         def timeout_handler(signum, frame):
             raise TimeoutException("OCR process timed out")
 
@@ -34,7 +36,9 @@ def timeout(seconds: int):
             signal.signal(signal.SIGALRM, original_handler)
     else:
         # In a non-main thread, we can't use signal
-        logger.warning("Timeout function called from non-main thread; signal-based timeout disabled")
+        logger.warning(
+            "Timeout function called from non-main thread; signal-based timeout disabled"
+        )
         try:
             yield
         finally:
@@ -80,7 +84,7 @@ class OCRProcessor:
                 # Use GPU if available
                 use_gpu = self.device in ["cuda", "mps"]
                 self.reader = easyocr.Reader(["en"], gpu=use_gpu)
-                
+
                 # Verify reader initialization
                 if self.reader is None:
                     raise ValueError("Failed to initialize EasyOCR reader")
diff --git a/libs/python/som/som/util/utils.py b/libs/python/som/som/util/utils.py
index 4303b91d..e635adcd 100644
--- a/libs/python/som/som/util/utils.py
+++ b/libs/python/som/som/util/utils.py
@@ -1,13 +1,14 @@
-import easyocr
+import logging
+import signal
+import time
+from contextlib import contextmanager
+from typing import Any, List, Optional, Sequence, Tuple, Union, cast
+
 import cv2
+import easyocr
 import matplotlib.pyplot as plt
 import numpy as np
 from PIL import Image
-from typing import Union, List, Tuple, Any, Optional, cast, Sequence
-import time
-import signal
-from contextlib import contextmanager
-import logging
 
 logger = logging.getLogger(__name__)
 
diff --git a/libs/python/som/som/visualization.py b/libs/python/som/som/visualization.py
index 038af0f5..2668b231 100644
--- a/libs/python/som/som/visualization.py
+++ b/libs/python/som/som/visualization.py
@@ -1,10 +1,11 @@
-from typing import List, Dict, Any, Tuple
-import numpy as np
-from PIL import Image, ImageDraw, ImageFont
-import supervision as sv
-import platform
-import os
 import logging
+import os
+import platform
+from typing import Any, Dict, List, Tuple
+
+import numpy as np
+import supervision as sv
+from PIL import Image, ImageDraw, ImageFont
 
 logger = logging.getLogger(__name__)
 
@@ -184,7 +185,7 @@ class BoxAnnotator:
                 new_box = (x, y, x + box_width, y + box_height)
                 label_width = new_box[2] - new_box[0]
                 label_height = new_box[3] - new_box[1]
-                
+
                 for used_box in used_areas:
                     if not (
                         new_box[2] < used_box[0]  # new box is left of used box
@@ -195,9 +196,11 @@ class BoxAnnotator:
                         # Calculate dimensions of the used box
                         used_box_width = used_box[2] - used_box[0]
                         used_box_height = used_box[3] - used_box[1]
-                        
+
                         # Only consider as collision if used box is NOT more than 5x bigger in both dimensions
-                        if not (used_box_width > 5 * label_width and used_box_height > 5 * label_height):
+                        if not (
+                            used_box_width > 5 * label_width and used_box_height > 5 * label_height
+                        ):
                             return True
                 return False
 
diff --git a/libs/typescript/agent/README.md b/libs/typescript/agent/README.md
index 76db192e..27c152fb 100644
--- a/libs/typescript/agent/README.md
+++ b/libs/typescript/agent/README.md
@@ -17,28 +17,27 @@ yarn add @trycua/agent
 ### Basic Usage
 
 ```typescript
-import AgentClient from "@trycua/agent";
+import AgentClient from '@trycua/agent';
 
 // Connect to local HTTP server
-const client = new AgentClient("https://localhost:8000");
+const client = new AgentClient('https://localhost:8000');
 
 // Connect to a cloud container (port 8443 over HTTPS)
-const cloud = new AgentClient(
-  "https://m-linux-96lcxd2c2k.containers.cloud.trycua.com:8443",
-  { apiKey: process.env.NEXT_PUBLIC_CUA_API_KEY || "" }
-);
+const cloud = new AgentClient('https://m-linux-96lcxd2c2k.containers.cloud.trycua.com:8443', {
+  apiKey: process.env.NEXT_PUBLIC_CUA_API_KEY || '',
+});
 
 // Connect to peer
-const peerClient = new AgentClient("peer://my-agent-proxy");
+const peerClient = new AgentClient('peer://my-agent-proxy');
 
 // Send a simple text request
 const response = await client.responses.create({
-  model: "anthropic/claude-3-5-sonnet-20241022",
-  input: "Write a one-sentence bedtime story about a unicorn.",
+  model: 'anthropic/claude-3-5-sonnet-20241022',
+  input: 'Write a one-sentence bedtime story about a unicorn.',
   // Optional per-request env overrides
   env: {
-    OPENAI_API_KEY: "sk-..."
-  }
+    OPENAI_API_KEY: 'sk-...',
+  },
 });
 
 console.log(response.output);
@@ -48,48 +47,48 @@ console.log(response.output);
 
 ```typescript
 const response = await client.responses.create({
-  model: "anthropic/claude-3-5-sonnet-20241022",
+  model: 'anthropic/claude-3-5-sonnet-20241022',
   input: [
     {
-      role: "user",
+      role: 'user',
       content: [
-        { type: "input_text", text: "What is in this image?" },
-        { 
-          type: "input_image", 
-          image_url: "https://example.com/image.jpg" 
-        }
-      ]
-    }
+        { type: 'input_text', text: 'What is in this image?' },
+        {
+          type: 'input_image',
+          image_url: 'https://example.com/image.jpg',
+        },
+      ],
+    },
   ],
-  env: { OPENROUTER_API_KEY: "sk-..." }
+  env: { OPENROUTER_API_KEY: 'sk-...' },
 });
 ```
 
 ### Advanced Configuration
 
 ```typescript
-const client = new AgentClient("https://localhost:8000", {
+const client = new AgentClient('https://localhost:8000', {
   timeout: 60000, // 60 second timeout
-  retries: 5,     // 5 retry attempts
-  apiKey: "cua_...", // sent as X-API-Key header when using HTTP/HTTPS
+  retries: 5, // 5 retry attempts
+  apiKey: 'cua_...', // sent as X-API-Key header when using HTTP/HTTPS
 });
 
 const response = await client.responses.create({
-  model: "anthropic/claude-3-5-sonnet-20241022",
-  input: "Hello, world!",
+  model: 'anthropic/claude-3-5-sonnet-20241022',
+  input: 'Hello, world!',
   agent_kwargs: {
     save_trajectory: true,
-    verbosity: 20
+    verbosity: 20,
   },
   computer_kwargs: {
-    os_type: "linux",
-    provider_type: "cloud"
+    os_type: 'linux',
+    provider_type: 'cloud',
   },
   // Per-request env overrides
   env: {
-    ANTHROPIC_API_KEY: "sk-...",
-    OPENROUTER_API_KEY: "sk-..."
-  }
+    ANTHROPIC_API_KEY: 'sk-...',
+    OPENROUTER_API_KEY: 'sk-...',
+  },
 });
 ```
 
@@ -174,6 +173,7 @@ interface Usage {
 ```
 
 The `output` array contains the conversation history including:
+
 - User messages
 - Agent reasoning/thinking
 - Computer actions and their results
@@ -189,16 +189,16 @@ Connect to a CUA agent proxy server:
 
 ```typescript
 // Local
-const client = new AgentClient("https://my-agent-server.com:8000", { apiKey: "cua_..." });
+const client = new AgentClient('https://my-agent-server.com:8000', { apiKey: 'cua_...' });
 
 // Cloud container (port 8443)
-const cloud = new AgentClient(
-  "https://m-linux-96lcxd2c2k.containers.cloud.trycua.com:8443",
-  { apiKey: "cua_..." }
-);
+const cloud = new AgentClient('https://m-linux-96lcxd2c2k.containers.cloud.trycua.com:8443', {
+  apiKey: 'cua_...',
+});
 ```
 
 Notes:
+
 - The client sends the API key as `X-API-Key` for HTTP/HTTPS connections.
 - Cloud containers listen on `:8443` with HTTPS.
 
@@ -207,7 +207,7 @@ Notes:
 Connect directly to another peer using WebRTC:
 
 ```typescript
-const client = new AgentClient("peer://agent-proxy-peer-id");
+const client = new AgentClient('peer://agent-proxy-peer-id');
 ```
 
 The client uses PeerJS with default configuration for peer connections.
diff --git a/libs/typescript/agent/examples/README.md b/libs/typescript/agent/examples/README.md
index 98939466..d27eac59 100644
--- a/libs/typescript/agent/examples/README.md
+++ b/libs/typescript/agent/examples/README.md
@@ -9,6 +9,7 @@ This directory contains examples demonstrating how to use the `@trycua/agent` cl
 A simple HTML page that demonstrates using the CUA Agent Client in a browser environment.
 
 **Features:**
+
 - Connect to HTTP/HTTPS or P2P (peer://) agent proxies
 - Send text messages to any supported model
 - View responses in real-time
@@ -18,19 +19,21 @@ A simple HTML page that demonstrates using the CUA Agent Client in a browser env
 **Usage:**
 
 1. **Build the library first:**
+
    ```bash
    cd ../
    pnpm build
    ```
 
 2. **Start a local web server** (required for ES modules):
+
    ```bash
    # Option 1: Using Python
    python -m http.server 8080
-   
+
    # Option 2: Using Node.js (if you have http-server installed)
    npx http-server -p 8080
-   
+
    # Option 3: Using any other local server
    ```
 
@@ -44,10 +47,12 @@ A simple HTML page that demonstrates using the CUA Agent Client in a browser env
    - View the response in the output textarea
 
 **Supported URLs:**
+
 - **HTTP/HTTPS**: `https://localhost:8000`, `http://my-agent-server.com:8080`
 - **Peer-to-Peer**: `peer://computer-agent-proxy`, `peer://any-peer-id`
 
 **Example Models:**
+
 - `anthropic/claude-3-5-sonnet-20241022`
 - `openai/gpt-4`
 - `huggingface-local/microsoft/UI-TARS-7B`
diff --git a/libs/typescript/agent/src/client.ts b/libs/typescript/agent/src/client.ts
index d25e698b..2ae4da66 100644
--- a/libs/typescript/agent/src/client.ts
+++ b/libs/typescript/agent/src/client.ts
@@ -1,10 +1,5 @@
-import {Peer}  from "peerjs";
-import type {
-  AgentRequest,
-  AgentResponse,
-  ConnectionType,
-  AgentClientOptions,
-} from "./types";
+import { Peer } from 'peerjs';
+import type { AgentRequest, AgentResponse, ConnectionType, AgentClientOptions } from './types';
 
 export class AgentClient {
   private url: string;
@@ -22,14 +17,12 @@ export class AgentClient {
     };
 
     // Determine connection type from URL
-    if (url.startsWith("http://") || url.startsWith("https://")) {
-      this.connectionType = url.startsWith("https://") ? "https" : "http";
-    } else if (url.startsWith("peer://")) {
-      this.connectionType = "peer";
+    if (url.startsWith('http://') || url.startsWith('https://')) {
+      this.connectionType = url.startsWith('https://') ? 'https' : 'http';
+    } else if (url.startsWith('peer://')) {
+      this.connectionType = 'peer';
     } else {
-      throw new Error(
-        "Invalid URL format. Must start with http://, https://, or peer://"
-      );
+      throw new Error('Invalid URL format. Must start with http://, https://, or peer://');
     }
   }
 
@@ -42,10 +35,10 @@ export class AgentClient {
 
   private async sendRequest(request: AgentRequest): Promise<AgentResponse> {
     switch (this.connectionType) {
-      case "http":
-      case "https":
+      case 'http':
+      case 'https':
         return this.sendHttpRequest(request);
-      case "peer":
+      case 'peer':
         return this.sendPeerRequest(request);
       default:
         throw new Error(`Unsupported connection type: ${this.connectionType}`);
@@ -54,21 +47,18 @@ export class AgentClient {
 
   private async sendHttpRequest(request: AgentRequest): Promise<AgentResponse> {
     const controller = new AbortController();
-    const timeoutId = setTimeout(
-      () => controller.abort(),
-      this.options.timeout
-    );
+    const timeoutId = setTimeout(() => controller.abort(), this.options.timeout);
 
     try {
       const headers: Record<string, string> = {
-        "Content-Type": "application/json",
+        'Content-Type': 'application/json',
       };
       if (this.options.apiKey) {
-        headers["X-API-Key"] = this.options.apiKey;
+        headers['X-API-Key'] = this.options.apiKey;
       }
 
       const response = await fetch(`${this.url}/responses`, {
-        method: "POST",
+        method: 'POST',
         headers,
         body: JSON.stringify(request),
         signal: controller.signal,
@@ -93,7 +83,7 @@ export class AgentClient {
 
   private async sendPeerRequest(request: AgentRequest): Promise<AgentResponse> {
     // Extract peer ID from peer:// URL
-    const peerId = this.url.replace("peer://", "");
+    const peerId = this.url.replace('peer://', '');
 
     if (!this.peer) {
       // Initialize peer connection with default options as requested
@@ -101,36 +91,35 @@ export class AgentClient {
 
       return new Promise<AgentResponse>((resolve, reject) => {
         const timeout = setTimeout(() => {
-          reject(new Error("Peer connection timeout"));
+          reject(new Error('Peer connection timeout'));
         }, this.options.timeout);
 
-        this.peer!.on("open", () => {
+        this.peer!.on('open', () => {
           // Connect to the target peer
           this.connection = this.peer!.connect(peerId);
 
-          this.connection.on("open", () => {
+          this.connection.on('open', () => {
             // Send the request
             this.connection!.send(JSON.stringify(request));
           });
 
-          this.connection.on("data", (data: any) => {
+          this.connection.on('data', (data: any) => {
             clearTimeout(timeout);
             try {
-              const response =
-                typeof data === "string" ? JSON.parse(data) : data;
+              const response = typeof data === 'string' ? JSON.parse(data) : data;
               resolve(response as AgentResponse);
             } catch (error) {
-              reject(new Error("Failed to parse peer response"));
+              reject(new Error('Failed to parse peer response'));
             }
           });
 
-          this.connection.on("error", (error: any) => {
+          this.connection.on('error', (error: any) => {
             clearTimeout(timeout);
             reject(new Error(`Peer connection error: ${error}`));
           });
         });
 
-        this.peer!.on("error", (error: any) => {
+        this.peer!.on('error', (error: any) => {
           clearTimeout(timeout);
           reject(new Error(`Peer error: ${error}`));
         });
@@ -139,7 +128,7 @@ export class AgentClient {
       // Reuse existing connection
       return new Promise<AgentResponse>((resolve, reject) => {
         const timeout = setTimeout(() => {
-          reject(new Error("Peer request timeout"));
+          reject(new Error('Peer request timeout'));
         }, this.options.timeout);
 
         if (this.connection && this.connection.open) {
@@ -147,20 +136,19 @@ export class AgentClient {
 
           const handleData = (data: any) => {
             clearTimeout(timeout);
-            this.connection!.off("data", handleData);
+            this.connection!.off('data', handleData);
             try {
-              const response =
-                typeof data === "string" ? JSON.parse(data) : data;
+              const response = typeof data === 'string' ? JSON.parse(data) : data;
               resolve(response as AgentResponse);
             } catch (error) {
-              reject(new Error("Failed to parse peer response"));
+              reject(new Error('Failed to parse peer response'));
             }
           };
 
-          this.connection.on("data", handleData);
+          this.connection.on('data', handleData);
         } else {
           clearTimeout(timeout);
-          reject(new Error("Peer connection not available"));
+          reject(new Error('Peer connection not available'));
         }
       });
     }
@@ -168,18 +156,18 @@ export class AgentClient {
 
   // Health check method
   async health(): Promise<{ status: string }> {
-    if (this.connectionType === "peer") {
-      return { status: this.peer?.open ? "connected" : "disconnected" };
+    if (this.connectionType === 'peer') {
+      return { status: this.peer?.open ? 'connected' : 'disconnected' };
     }
 
     try {
       const response = await fetch(`${this.url}/health`);
       if (response.ok) {
-        return { status: "healthy" };
+        return { status: 'healthy' };
       }
-      return { status: "unhealthy" };
+      return { status: 'unhealthy' };
     } catch {
-      return { status: "unreachable" };
+      return { status: 'unreachable' };
     }
   }
 
diff --git a/libs/typescript/agent/src/types.ts b/libs/typescript/agent/src/types.ts
index 30e7340a..eec5b1f8 100644
--- a/libs/typescript/agent/src/types.ts
+++ b/libs/typescript/agent/src/types.ts
@@ -28,7 +28,6 @@ export interface AgentRequest {
 }
 // #endregion
 
-
 // #region Response
 // Response types
 export interface AgentResponse {
@@ -46,11 +45,9 @@ export interface Usage {
 }
 // #endregion
 
-
-
 // #region Messages
 // Agent message types - can be one of several different message types
-export type AgentMessage = 
+export type AgentMessage =
   | UserMessage
   | AssistantMessage
   | ReasoningMessage
@@ -104,8 +101,6 @@ export interface FunctionCallOutputMessage {
 }
 // #endregion
 
-
-
 // #region Message Content
 export interface InputContent {
   type: 'input_image' | 'input_text';
@@ -126,14 +121,10 @@ export interface ComputerResultContent {
 }
 // #endregion
 
-
-
 // #region Actions
-export type ComputerAction = 
-  | ComputerActionOpenAI
-  | ComputerActionAnthropic;
+export type ComputerAction = ComputerActionOpenAI | ComputerActionAnthropic;
 // OpenAI Computer Actions
-export type ComputerActionOpenAI = 
+export type ComputerActionOpenAI =
   | ClickAction
   | DoubleClickAction
   | DragAction
@@ -187,9 +178,7 @@ export interface WaitAction {
   type: 'wait';
 }
 // Anthropic Computer Actions
-export type ComputerActionAnthropic = 
-  | LeftMouseDownAction
-  | LeftMouseUpAction;
+export type ComputerActionAnthropic = LeftMouseDownAction | LeftMouseUpAction;
 export interface LeftMouseDownAction {
   type: 'left_mouse_down';
   x: number;
@@ -200,4 +189,4 @@ export interface LeftMouseUpAction {
   x: number;
   y: number;
 }
-// #endregion
\ No newline at end of file
+// #endregion
diff --git a/libs/typescript/agent/tsconfig.json b/libs/typescript/agent/tsconfig.json
index 8d56b691..cdcd74de 100644
--- a/libs/typescript/agent/tsconfig.json
+++ b/libs/typescript/agent/tsconfig.json
@@ -1,28 +1,22 @@
 {
-    "compilerOptions": {
-        "target": "esnext",
-        "lib": [
-            "es2023"
-        ],
-        "moduleDetection": "force",
-        "module": "preserve",
-        "moduleResolution": "bundler",
-        "allowImportingTsExtensions": true,
-        "resolveJsonModule": true,
-        "types": [
-            "node"
-        ],
-        "allowSyntheticDefaultImports": true,
-        "strict": true,
-        "noUnusedLocals": true,
-        "declaration": true,
-        "emitDeclarationOnly": true,
-        "esModuleInterop": true,
-        "isolatedModules": true,
-        "verbatimModuleSyntax": true,
-        "skipLibCheck": true
-    },
-    "include": [
-        "src"
-    ]
-}
\ No newline at end of file
+  "compilerOptions": {
+    "target": "esnext",
+    "lib": ["es2023"],
+    "moduleDetection": "force",
+    "module": "preserve",
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "resolveJsonModule": true,
+    "types": ["node"],
+    "allowSyntheticDefaultImports": true,
+    "strict": true,
+    "noUnusedLocals": true,
+    "declaration": true,
+    "emitDeclarationOnly": true,
+    "esModuleInterop": true,
+    "isolatedModules": true,
+    "verbatimModuleSyntax": true,
+    "skipLibCheck": true
+  },
+  "include": ["src"]
+}
diff --git a/libs/typescript/agent/tsdown.config.ts b/libs/typescript/agent/tsdown.config.ts
index b837b6ee..efbd5ff2 100644
--- a/libs/typescript/agent/tsdown.config.ts
+++ b/libs/typescript/agent/tsdown.config.ts
@@ -1,12 +1,12 @@
-import { defineConfig } from "tsdown";
+import { defineConfig } from 'tsdown';
 
 export default defineConfig({
-  entry: ["src/index.ts"],
-  format: ["module"],
-  platform: "browser",
+  entry: ['src/index.ts'],
+  format: ['module'],
+  platform: 'browser',
   dts: true,
   clean: true,
-  // Remove if we don't need to support including the library via '<script/>' tags. 
+  // Remove if we don't need to support including the library via '<script/>' tags.
   // noExternal bundles this list of libraries within the final 'dist'
-  noExternal: ['peerjs']
+  noExternal: ['peerjs'],
 });
diff --git a/libs/typescript/agent/vitest.config.ts b/libs/typescript/agent/vitest.config.ts
index 56feb5b7..a9f5456f 100644
--- a/libs/typescript/agent/vitest.config.ts
+++ b/libs/typescript/agent/vitest.config.ts
@@ -1,7 +1,7 @@
-import { defineConfig } from 'vitest/config'
+import { defineConfig } from 'vitest/config';
 
 export default defineConfig({
   test: {
     environment: 'happy-dom',
   },
-})
+});
diff --git a/libs/typescript/computer/README.md b/libs/typescript/computer/README.md
index 2505ee63..376734a0 100644
--- a/libs/typescript/computer/README.md
+++ b/libs/typescript/computer/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![TypeScript](https://img.shields.io/badge/TypeScript-333333?logo=typescript&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![NPM](https://img.shields.io/npm/v/@trycua/computer?color=333333)](https://www.npmjs.com/package/@trycua/computer)
+[![TypeScript](https://img.shields.io/badge/TypeScript-333333?logo=typescript&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![NPM](https://img.shields.io/npm/v/@trycua/computer?color=333333)](https://www.npmjs.com/package/@trycua/computer)
+
 </h1>
 </div>
 
@@ -30,7 +31,7 @@ import { Computer, OSType } from '@trycua/computer';
 const computer = new Computer({
   osType: OSType.LINUX,
   name: 's-linux-vm_id',
-  apiKey: 'your-api-key'
+  apiKey: 'your-api-key',
 });
 
 // Start the computer
diff --git a/libs/typescript/computer/src/computer/providers/base.ts b/libs/typescript/computer/src/computer/providers/base.ts
index ffd6da2d..5e50b211 100644
--- a/libs/typescript/computer/src/computer/providers/base.ts
+++ b/libs/typescript/computer/src/computer/providers/base.ts
@@ -1,117 +1,115 @@
-import os from "node:os";
-import { Telemetry } from "@trycua/core";
-import pino from "pino";
-import type { OSType } from "../../types";
-import type { BaseComputerConfig, Display, VMProviderType } from "../types";
+import os from 'node:os';
+import { Telemetry } from '@trycua/core';
+import pino from 'pino';
+import type { OSType } from '../../types';
+import type { BaseComputerConfig, Display, VMProviderType } from '../types';
 
-const logger = pino({ name: "computer.provider_base" });
+const logger = pino({ name: 'computer.provider_base' });
 
 /**
  * Base Computer class with shared functionality
  */
 export abstract class BaseComputer {
-	protected name: string;
-	protected osType: OSType;
-	protected vmProvider?: VMProviderType;
-	protected telemetry: Telemetry;
+  protected name: string;
+  protected osType: OSType;
+  protected vmProvider?: VMProviderType;
+  protected telemetry: Telemetry;
 
-	constructor(config: BaseComputerConfig) {
-		this.name = config.name;
-		this.osType = config.osType;
-		this.telemetry = new Telemetry();
-		this.telemetry.recordEvent("module_init", {
-			module: "computer",
-			version: process.env.npm_package_version,
-			node_version: process.version,
-		});
+  constructor(config: BaseComputerConfig) {
+    this.name = config.name;
+    this.osType = config.osType;
+    this.telemetry = new Telemetry();
+    this.telemetry.recordEvent('module_init', {
+      module: 'computer',
+      version: process.env.npm_package_version,
+      node_version: process.version,
+    });
 
-		this.telemetry.recordEvent("computer_initialized", {
-			os: os.platform(),
-			os_version: os.version(),
-			node_version: process.version,
-		});
-	}
+    this.telemetry.recordEvent('computer_initialized', {
+      os: os.platform(),
+      os_version: os.version(),
+      node_version: process.version,
+    });
+  }
 
-	/**
-	 * Get the name of the computer
-	 */
-	getName(): string {
-		return this.name;
-	}
+  /**
+   * Get the name of the computer
+   */
+  getName(): string {
+    return this.name;
+  }
 
-	/**
-	 * Get the OS type of the computer
-	 */
-	getOSType(): OSType {
-		return this.osType;
-	}
+  /**
+   * Get the OS type of the computer
+   */
+  getOSType(): OSType {
+    return this.osType;
+  }
 
-	/**
-	 * Get the VM provider type
-	 */
-	getVMProviderType(): VMProviderType | undefined {
-		return this.vmProvider;
-	}
+  /**
+   * Get the VM provider type
+   */
+  getVMProviderType(): VMProviderType | undefined {
+    return this.vmProvider;
+  }
 
-	/**
-	 * Shared method available to all computer types
-	 */
-	async disconnect(): Promise<void> {
-		logger.info(`Disconnecting from ${this.name}`);
-		// Implementation would go here
-	}
+  /**
+   * Shared method available to all computer types
+   */
+  async disconnect(): Promise<void> {
+    logger.info(`Disconnecting from ${this.name}`);
+    // Implementation would go here
+  }
 
-	/**
-	 * Parse display string into Display object
-	 * @param display Display string in format "WIDTHxHEIGHT"
-	 * @returns Display object
-	 */
-	public static parseDisplayString(display: string): Display {
-		const match = display.match(/^(\d+)x(\d+)$/);
-		if (!match) {
-			throw new Error(
-				`Invalid display format: ${display}. Expected format: WIDTHxHEIGHT`,
-			);
-		}
+  /**
+   * Parse display string into Display object
+   * @param display Display string in format "WIDTHxHEIGHT"
+   * @returns Display object
+   */
+  public static parseDisplayString(display: string): Display {
+    const match = display.match(/^(\d+)x(\d+)$/);
+    if (!match) {
+      throw new Error(`Invalid display format: ${display}. Expected format: WIDTHxHEIGHT`);
+    }
 
-		return {
-			width: Number.parseInt(match[1], 10),
-			height: Number.parseInt(match[2], 10),
-		};
-	}
+    return {
+      width: Number.parseInt(match[1], 10),
+      height: Number.parseInt(match[2], 10),
+    };
+  }
 
-	/**
-	 * Parse memory string to MB integer.
-	 *
-	 * Examples:
-	 *   "8GB" -> 8192
-	 *   "1024MB" -> 1024
-	 *   "512" -> 512
-	 *
-	 * @param memoryStr - Memory string to parse
-	 * @returns Memory value in MB
-	 */
-	public static parseMemoryString(memoryStr: string): number {
-		if (!memoryStr) {
-			return 0;
-		}
+  /**
+   * Parse memory string to MB integer.
+   *
+   * Examples:
+   *   "8GB" -> 8192
+   *   "1024MB" -> 1024
+   *   "512" -> 512
+   *
+   * @param memoryStr - Memory string to parse
+   * @returns Memory value in MB
+   */
+  public static parseMemoryString(memoryStr: string): number {
+    if (!memoryStr) {
+      return 0;
+    }
 
-		// Convert to uppercase for case-insensitive matching
-		const upperStr = memoryStr.toUpperCase().trim();
+    // Convert to uppercase for case-insensitive matching
+    const upperStr = memoryStr.toUpperCase().trim();
 
-		// Extract numeric value and unit
-		const match = upperStr.match(/^(\d+(?:\.\d+)?)\s*(GB|MB)?$/);
-		if (!match) {
-			throw new Error(`Invalid memory format: ${memoryStr}`);
-		}
+    // Extract numeric value and unit
+    const match = upperStr.match(/^(\d+(?:\.\d+)?)\s*(GB|MB)?$/);
+    if (!match) {
+      throw new Error(`Invalid memory format: ${memoryStr}`);
+    }
 
-		const value = Number.parseFloat(match[1]);
-		const unit = match[2] || "MB"; // Default to MB if no unit specified
+    const value = Number.parseFloat(match[1]);
+    const unit = match[2] || 'MB'; // Default to MB if no unit specified
 
-		// Convert to MB
-		if (unit === "GB") {
-			return Math.round(value * 1024);
-		}
-		return Math.round(value);
-	}
+    // Convert to MB
+    if (unit === 'GB') {
+      return Math.round(value * 1024);
+    }
+    return Math.round(value);
+  }
 }
diff --git a/libs/typescript/computer/src/computer/providers/cloud.ts b/libs/typescript/computer/src/computer/providers/cloud.ts
index 5614fb64..4c79e68e 100644
--- a/libs/typescript/computer/src/computer/providers/cloud.ts
+++ b/libs/typescript/computer/src/computer/providers/cloud.ts
@@ -1,8 +1,5 @@
 import pino from 'pino';
-import {
-  type BaseComputerInterface,
-  InterfaceFactory,
-} from '../../interface/index';
+import { type BaseComputerInterface, InterfaceFactory } from '../../interface/index';
 import type { CloudComputerConfig, VMProviderType } from '../types';
 import { BaseComputer } from './base';
 
diff --git a/libs/typescript/computer/src/interface/base.ts b/libs/typescript/computer/src/interface/base.ts
index 21b63389..4cd85f18 100644
--- a/libs/typescript/computer/src/interface/base.ts
+++ b/libs/typescript/computer/src/interface/base.ts
@@ -98,9 +98,7 @@ export abstract class BaseComputerInterface {
       } catch (error) {
         console.log(error);
         // Wait a bit before retrying
-        this.logger.error(
-          `Error connecting to websocket: ${JSON.stringify(error)}`
-        );
+        this.logger.error(`Error connecting to websocket: ${JSON.stringify(error)}`);
         await new Promise((resolve) => setTimeout(resolve, 1000));
       }
     }
@@ -158,17 +156,12 @@ export abstract class BaseComputerInterface {
   public async connect(): Promise<void> {
     // If the WebSocket is already open, check if we need to authenticate
     if (this.ws.readyState === WebSocket.OPEN) {
-      this.logger.info(
-        'Websocket is open, ensuring authentication is complete.'
-      );
+      this.logger.info('Websocket is open, ensuring authentication is complete.');
       return this.authenticate();
     }
 
     // If the WebSocket is closed or closing, reinitialize it
-    if (
-      this.ws.readyState === WebSocket.CLOSED ||
-      this.ws.readyState === WebSocket.CLOSING
-    ) {
+    if (this.ws.readyState === WebSocket.CLOSED || this.ws.readyState === WebSocket.CLOSING) {
       this.logger.info('Websocket is closed. Reinitializing connection.');
       const headers: { [key: string]: string } = {};
       if (this.apiKey && this.vmName) {
@@ -224,45 +217,39 @@ export abstract class BaseComputerInterface {
     params: { [key: string]: unknown } = {}
   ): Promise<{ [key: string]: unknown }> {
     // Create a new promise for this specific command
-    const commandPromise = new Promise<{ [key: string]: unknown }>(
-      (resolve, reject) => {
-        // Chain it to the previous commands
-        const executeCommand = async (): Promise<{
-          [key: string]: unknown;
-        }> => {
-          if (!this.ws || this.ws.readyState !== WebSocket.OPEN) {
-            await this.connect();
-          }
+    const commandPromise = new Promise<{ [key: string]: unknown }>((resolve, reject) => {
+      // Chain it to the previous commands
+      const executeCommand = async (): Promise<{
+        [key: string]: unknown;
+      }> => {
+        if (!this.ws || this.ws.readyState !== WebSocket.OPEN) {
+          await this.connect();
+        }
 
-          return new Promise<{ [key: string]: unknown }>(
-            (innerResolve, innerReject) => {
-              const messageHandler = (data: WebSocket.RawData) => {
-                try {
-                  const response = JSON.parse(data.toString());
-                  if (response.error) {
-                    innerReject(new Error(response.error));
-                  } else {
-                    innerResolve(response);
-                  }
-                } catch (error) {
-                  innerReject(error);
-                }
-                this.ws.off('message', messageHandler);
-              };
-
-              this.ws.on('message', messageHandler);
-              const wsCommand = { command, params };
-              this.ws.send(JSON.stringify(wsCommand));
+        return new Promise<{ [key: string]: unknown }>((innerResolve, innerReject) => {
+          const messageHandler = (data: WebSocket.RawData) => {
+            try {
+              const response = JSON.parse(data.toString());
+              if (response.error) {
+                innerReject(new Error(response.error));
+              } else {
+                innerResolve(response);
+              }
+            } catch (error) {
+              innerReject(error);
             }
-          );
-        };
+            this.ws.off('message', messageHandler);
+          };
 
-        // Add this command to the lock chain
-        this.commandLock = this.commandLock.then(() =>
-          executeCommand().then(resolve, reject)
-        );
-      }
-    );
+          this.ws.on('message', messageHandler);
+          const wsCommand = { command, params };
+          this.ws.send(JSON.stringify(wsCommand));
+        });
+      };
+
+      // Add this command to the lock chain
+      this.commandLock = this.commandLock.then(() => executeCommand().then(resolve, reject));
+    });
 
     return commandPromise;
   }
@@ -297,22 +284,13 @@ export abstract class BaseComputerInterface {
   }
 
   // Mouse Actions
-  abstract mouseDown(
-    x?: number,
-    y?: number,
-    button?: MouseButton
-  ): Promise<void>;
+  abstract mouseDown(x?: number, y?: number, button?: MouseButton): Promise<void>;
   abstract mouseUp(x?: number, y?: number, button?: MouseButton): Promise<void>;
   abstract leftClick(x?: number, y?: number): Promise<void>;
   abstract rightClick(x?: number, y?: number): Promise<void>;
   abstract doubleClick(x?: number, y?: number): Promise<void>;
   abstract moveCursor(x: number, y: number): Promise<void>;
-  abstract dragTo(
-    x: number,
-    y: number,
-    button?: MouseButton,
-    duration?: number
-  ): Promise<void>;
+  abstract dragTo(x: number, y: number, button?: MouseButton, duration?: number): Promise<void>;
   abstract drag(
     path: Array<[number, number]>,
     button?: MouseButton,
@@ -356,8 +334,5 @@ export abstract class BaseComputerInterface {
   // Accessibility Actions
   abstract getAccessibilityTree(): Promise<AccessibilityNode>;
   abstract toScreenCoordinates(x: number, y: number): Promise<[number, number]>;
-  abstract toScreenshotCoordinates(
-    x: number,
-    y: number
-  ): Promise<[number, number]>;
+  abstract toScreenshotCoordinates(x: number, y: number): Promise<[number, number]>;
 }
diff --git a/libs/typescript/computer/src/interface/factory.ts b/libs/typescript/computer/src/interface/factory.ts
index 60864f0e..24dc72ad 100644
--- a/libs/typescript/computer/src/interface/factory.ts
+++ b/libs/typescript/computer/src/interface/factory.ts
@@ -27,29 +27,11 @@ export const InterfaceFactory = {
   ): BaseComputerInterface {
     switch (os) {
       case 'macos':
-        return new MacOSComputerInterface(
-          ipAddress,
-          'lume',
-          'lume',
-          apiKey,
-          vmName
-        );
+        return new MacOSComputerInterface(ipAddress, 'lume', 'lume', apiKey, vmName);
       case 'linux':
-        return new LinuxComputerInterface(
-          ipAddress,
-          'lume',
-          'lume',
-          apiKey,
-          vmName
-        );
+        return new LinuxComputerInterface(ipAddress, 'lume', 'lume', apiKey, vmName);
       case 'windows':
-        return new WindowsComputerInterface(
-          ipAddress,
-          'lume',
-          'lume',
-          apiKey,
-          vmName
-        );
+        return new WindowsComputerInterface(ipAddress, 'lume', 'lume', apiKey, vmName);
       default:
         throw new Error(`Unsupported OS type: ${os}`);
     }
diff --git a/libs/typescript/computer/src/interface/macos.ts b/libs/typescript/computer/src/interface/macos.ts
index 13310b2d..c1c05454 100644
--- a/libs/typescript/computer/src/interface/macos.ts
+++ b/libs/typescript/computer/src/interface/macos.ts
@@ -15,11 +15,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
    * @param {MouseButton} [button='left'] - Mouse button to press down
    * @returns {Promise<void>}
    */
-  async mouseDown(
-    x?: number,
-    y?: number,
-    button: MouseButton = 'left'
-  ): Promise<void> {
+  async mouseDown(x?: number, y?: number, button: MouseButton = 'left'): Promise<void> {
     await this.sendCommand('mouse_down', { x, y, button });
   }
 
@@ -30,11 +26,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
    * @param {MouseButton} [button='left'] - Mouse button to release
    * @returns {Promise<void>}
    */
-  async mouseUp(
-    x?: number,
-    y?: number,
-    button: MouseButton = 'left'
-  ): Promise<void> {
+  async mouseUp(x?: number, y?: number, button: MouseButton = 'left'): Promise<void> {
     await this.sendCommand('mouse_up', { x, y, button });
   }
 
@@ -86,12 +78,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
    * @param {number} [duration=0.5] - Duration of the drag operation in seconds
    * @returns {Promise<void>}
    */
-  async dragTo(
-    x: number,
-    y: number,
-    button: MouseButton = 'left',
-    duration = 0.5
-  ): Promise<void> {
+  async dragTo(x: number, y: number, button: MouseButton = 'left', duration = 0.5): Promise<void> {
     await this.sendCommand('drag_to', { x, y, button, duration });
   }
 
@@ -326,9 +313,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
       });
 
       if (!response.success) {
-        throw new Error(
-          (response.error as string) || 'Failed to read file chunk'
-        );
+        throw new Error((response.error as string) || 'Failed to read file chunk');
       }
 
       const chunkData = Buffer.from(response.content_b64 as string, 'base64');
@@ -374,9 +359,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
       });
 
       if (!response.success) {
-        throw new Error(
-          (response.error as string) || 'Failed to write file chunk'
-        );
+        throw new Error((response.error as string) || 'Failed to write file chunk');
       }
 
       currentOffset = chunkEnd;
@@ -491,9 +474,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
   async createDir(path: string): Promise<void> {
     const response = await this.sendCommand('create_dir', { path });
     if (!response.success) {
-      throw new Error(
-        (response.error as string) || 'Failed to create directory'
-      );
+      throw new Error((response.error as string) || 'Failed to create directory');
     }
   }
 
@@ -506,9 +487,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
   async deleteDir(path: string): Promise<void> {
     const response = await this.sendCommand('delete_dir', { path });
     if (!response.success) {
-      throw new Error(
-        (response.error as string) || 'Failed to delete directory'
-      );
+      throw new Error((response.error as string) || 'Failed to delete directory');
     }
   }
 
@@ -523,10 +502,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
     if (!response.success) {
       throw new Error((response.error as string) || 'Failed to run command');
     }
-    return [
-      (response.stdout as string) || '',
-      (response.stderr as string) || '',
-    ];
+    return [(response.stdout as string) || '', (response.stderr as string) || ''];
   }
 
   // Accessibility Actions
@@ -538,9 +514,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
   async getAccessibilityTree(): Promise<AccessibilityNode> {
     const response = await this.sendCommand('get_accessibility_tree');
     if (!response.success) {
-      throw new Error(
-        (response.error as string) || 'Failed to get accessibility tree'
-      );
+      throw new Error((response.error as string) || 'Failed to get accessibility tree');
     }
     return response as unknown as AccessibilityNode;
   }
@@ -567,10 +541,7 @@ export class MacOSComputerInterface extends BaseComputerInterface {
    * @returns {Promise<[number, number]>} Converted screenshot coordinates as [x, y]
    * @throws {Error} If coordinate conversion fails
    */
-  async toScreenshotCoordinates(
-    x: number,
-    y: number
-  ): Promise<[number, number]> {
+  async toScreenshotCoordinates(x: number, y: number): Promise<[number, number]> {
     const response = await this.sendCommand('to_screenshot_coordinates', {
       x,
       y,
diff --git a/libs/typescript/computer/tests/interface/factory.test.ts b/libs/typescript/computer/tests/interface/factory.test.ts
index e5f3296a..247f43b0 100644
--- a/libs/typescript/computer/tests/interface/factory.test.ts
+++ b/libs/typescript/computer/tests/interface/factory.test.ts
@@ -60,10 +60,7 @@ describe('InterfaceFactory', () => {
     });
 
     it('should create interface without API key and VM name', () => {
-      const interface_ = InterfaceFactory.createInterfaceForOS(
-        OSType.MACOS,
-        testParams.ipAddress
-      );
+      const interface_ = InterfaceFactory.createInterfaceForOS(OSType.MACOS, testParams.ipAddress);
 
       expect(interface_).toBeInstanceOf(MacOSComputerInterface);
     });
diff --git a/libs/typescript/computer/tests/interface/index.test.ts b/libs/typescript/computer/tests/interface/index.test.ts
index 1a0cb8ef..8ddbad32 100644
--- a/libs/typescript/computer/tests/interface/index.test.ts
+++ b/libs/typescript/computer/tests/interface/index.test.ts
@@ -4,9 +4,7 @@ import * as InterfaceExports from '../../src/interface/index.ts';
 describe('Interface Module Exports', () => {
   it('should export InterfaceFactory', () => {
     expect(InterfaceExports.InterfaceFactory).toBeDefined();
-    expect(
-      InterfaceExports.InterfaceFactory.createInterfaceForOS
-    ).toBeDefined();
+    expect(InterfaceExports.InterfaceFactory.createInterfaceForOS).toBeDefined();
   });
 
   it('should export BaseComputerInterface', () => {
diff --git a/libs/typescript/computer/tests/interface/macos.test.ts b/libs/typescript/computer/tests/interface/macos.test.ts
index e655254f..2a0fc57a 100644
--- a/libs/typescript/computer/tests/interface/macos.test.ts
+++ b/libs/typescript/computer/tests/interface/macos.test.ts
@@ -51,9 +51,7 @@ describe('MacOSComputerInterface', () => {
             case 'screenshot':
               ws.send(
                 JSON.stringify({
-                  image_data: Buffer.from('fake-screenshot-data').toString(
-                    'base64'
-                  ),
+                  image_data: Buffer.from('fake-screenshot-data').toString('base64'),
                   success: true,
                 })
               );
@@ -885,9 +883,7 @@ describe('MacOSComputerInterface', () => {
       await macosInterface.connect();
 
       // Command should throw error
-      await expect(macosInterface.leftClick(100, 100)).rejects.toThrow(
-        'Command failed'
-      );
+      await expect(macosInterface.leftClick(100, 100)).rejects.toThrow('Command failed');
 
       await macosInterface.disconnect();
       await new Promise<void>((resolve) => {
diff --git a/libs/typescript/core/README.md b/libs/typescript/core/README.md
index aecde720..d8e50a69 100644
--- a/libs/typescript/core/README.md
+++ b/libs/typescript/core/README.md
@@ -8,10 +8,11 @@
     </picture>
   </div>
 
-  [![TypeScript](https://img.shields.io/badge/TypeScript-333333?logo=typescript&logoColor=white&labelColor=333333)](#)
-  [![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
-  [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
-  [![NPM](https://img.shields.io/npm/v/@trycua/core?color=333333)](https://www.npmjs.com/package/@trycua/core)
+[![TypeScript](https://img.shields.io/badge/TypeScript-333333?logo=typescript&logoColor=white&labelColor=333333)](#)
+[![macOS](https://img.shields.io/badge/macOS-000000?logo=apple&logoColor=F0F0F0)](#)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?&logo=discord&logoColor=white)](https://discord.com/invite/mVnXXpdE85)
+[![NPM](https://img.shields.io/npm/v/@trycua/core?color=333333)](https://www.npmjs.com/package/@trycua/core)
+
 </h1>
 </div>
 
diff --git a/libs/typescript/core/src/telemetry/clients/posthog.ts b/libs/typescript/core/src/telemetry/clients/posthog.ts
index e42bc449..7b14d162 100644
--- a/libs/typescript/core/src/telemetry/clients/posthog.ts
+++ b/libs/typescript/core/src/telemetry/clients/posthog.ts
@@ -15,8 +15,7 @@ export const TELEMETRY_SAMPLE_RATE = 100; // 100% sampling rate
 // Public PostHog config for anonymous telemetry
 // These values are intentionally public and meant for anonymous telemetry only
 // https://posthog.com/docs/product-analytics/troubleshooting#is-it-ok-for-my-api-key-to-be-exposed-and-public
-export const PUBLIC_POSTHOG_API_KEY =
-  'phc_eSkLnbLxsnYFaXksif1ksbrNzYlJShr35miFLDppF14';
+export const PUBLIC_POSTHOG_API_KEY = 'phc_eSkLnbLxsnYFaXksif1ksbrNzYlJShr35miFLDppF14';
 export const PUBLIC_POSTHOG_HOST = 'https://eu.i.posthog.com';
 
 export class PostHogTelemetryClient {
@@ -50,9 +49,7 @@ export class PostHogTelemetryClient {
     // CUA_TELEMETRY_DISABLED=1 to disable telemetry (new, more explicit way)
     const telemetryDisabled =
       process.env.CUA_TELEMETRY?.toLowerCase() === 'off' ||
-      ['1', 'true', 'yes', 'on'].includes(
-        process.env.CUA_TELEMETRY_DISABLED?.toLowerCase() || ''
-      );
+      ['1', 'true', 'yes', 'on'].includes(process.env.CUA_TELEMETRY_DISABLED?.toLowerCase() || '');
 
     this.config.enabled = !telemetryDisabled;
     this.config.sampleRate = Number.parseFloat(
@@ -64,9 +61,7 @@ export class PostHogTelemetryClient {
 
     // Log telemetry status on startup
     if (this.config.enabled) {
-      this.logger.info(
-        `Telemetry enabled (sampling at ${this.config.sampleRate}%)`
-      );
+      this.logger.info(`Telemetry enabled (sampling at ${this.config.sampleRate}%)`);
       // Initialize PostHog client if config is available
       this._initializePosthog();
     } else {
@@ -150,10 +145,7 @@ export class PostHogTelemetryClient {
   /**
    * Capture an event with PostHog.
    */
-  private _captureEvent(
-    eventName: string,
-    properties?: Record<string, unknown>
-  ): void {
+  private _captureEvent(eventName: string, properties?: Record<string, unknown>): void {
     if (!this.posthogClient) {
       return;
     }
diff --git a/libs/xfce/README.md b/libs/xfce/README.md
index 347527ca..40170db7 100644
--- a/libs/xfce/README.md
+++ b/libs/xfce/README.md
@@ -155,14 +155,14 @@ Both provide the same API and functionality - the provider automatically configu
 
 ## Environment Variables
 
-| Variable | Default | Description |
-|----------|---------|-------------|
-| `VNC_RESOLUTION` | `1024x768` | Screen resolution |
-| `VNC_COL_DEPTH` | `24` | Color depth |
-| `VNC_PORT` | `5901` | VNC server port |
-| `NOVNC_PORT` | `6901` | noVNC web interface port |
-| `API_PORT` | `8000` | Computer-server API port |
-| `DISPLAY` | `:1` | X11 display number |
+| Variable         | Default    | Description              |
+| ---------------- | ---------- | ------------------------ |
+| `VNC_RESOLUTION` | `1024x768` | Screen resolution        |
+| `VNC_COL_DEPTH`  | `24`       | Color depth              |
+| `VNC_PORT`       | `5901`     | VNC server port          |
+| `NOVNC_PORT`     | `6901`     | noVNC web interface port |
+| `API_PORT`       | `8000`     | Computer-server API port |
+| `DISPLAY`        | `:1`       | X11 display number       |
 
 ## Exposed Ports
 
@@ -185,11 +185,13 @@ Both provide the same API and functionality - the provider automatically configu
 ## Creating Snapshots
 
 ### Filesystem Snapshot
+
 ```bash
 docker commit <container_id> cua-xfce-snapshot:latest
 ```
 
 ### Running from Snapshot
+
 ```bash
 docker run --rm -it \
   --shm-size=512m \
@@ -200,14 +202,14 @@ docker run --rm -it \
 
 ## Comparison with Kasm Container
 
-| Feature | Kasm Container | Docker XFCE Container |
-|---------|---------------|----------------------|
-| Base Image | KasmWeb Ubuntu | Vanilla Ubuntu |
-| VNC Server | KasmVNC | TigerVNC |
-| Dependencies | Higher | Lower |
-| Configuration | Pre-configured | Minimal |
-| Size | Larger | Smaller |
-| Maintenance | Depends on Kasm | Independent |
+| Feature       | Kasm Container  | Docker XFCE Container |
+| ------------- | --------------- | --------------------- |
+| Base Image    | KasmWeb Ubuntu  | Vanilla Ubuntu        |
+| VNC Server    | KasmVNC         | TigerVNC              |
+| Dependencies  | Higher          | Lower                 |
+| Configuration | Pre-configured  | Minimal               |
+| Size          | Larger          | Smaller               |
+| Maintenance   | Depends on Kasm | Independent           |
 
 ## Process Management
 
@@ -222,24 +224,31 @@ All processes are automatically restarted on failure.
 ## Troubleshooting
 
 ### VNC server won't start
+
 Check if X11 lock files exist:
+
 ```bash
 docker exec <container_id> rm -rf /tmp/.X1-lock /tmp/.X11-unix/X1
 ```
 
 ### noVNC shows black screen
+
 Ensure VNC server is running:
+
 ```bash
 docker exec <container_id> supervisorctl status vncserver
 ```
 
 ### Computer-server not responding
+
 Check if X server is accessible:
+
 ```bash
 docker exec <container_id> env DISPLAY=:1 xdpyinfo
 ```
 
 ### View logs
+
 ```bash
 docker exec <container_id> tail -f /var/log/supervisor/supervisord.log
 docker exec <container_id> supervisorctl status
@@ -248,12 +257,14 @@ docker exec <container_id> supervisorctl status
 ## Integration with CUA System
 
 This container provides the same functionality as the Kasm container but with:
+
 - **Reduced dependencies**: No reliance on KasmWeb infrastructure
 - **Smaller image size**: Minimal base configuration
 - **Full control**: Direct access to all components
 - **Easy customization**: Simple to modify and extend
 
 The container integrates seamlessly with:
+
 - CUA Computer library (via WebSocket API)
 - Docker provider for lifecycle management
 - Standard VNC clients for debugging
diff --git a/notebooks/README.md b/notebooks/README.md
index 25978415..e0a18cd3 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -5,15 +5,18 @@ This folder contains Jupyter notebooks that demonstrate the core functionality o
 ## Available Notebooks
 
 ### Core Components
+
 - **`computer_nb.ipynb`** - Demonstrates the Computer API for programmatically operating sandbox VMs using either Cua Cloud Sandbox or local Lume VMs on Apple Silicon macOS systems
 - **`agent_nb.ipynb`** - Shows how to use CUA's Agent to run automated workflows in virtual sandboxes with various AI models (OpenAI, Anthropic, local models)
 - **`pylume_nb.ipynb`** - Quickstart guide for the pylume Python library, which handles VM creation, management, and image operations
 - **`computer_server_nb.ipynb`** - Demonstrates how to host and configure the Computer server that powers the Computer API
 
 ### Evaluation & Benchmarking
+
 - **`eval_osworld.ipynb`** - Shows ComputerAgent integration with HUD for OSWorld benchmarking, supporting both Claude and OpenAI models
 
 ### Tutorials
+
 - **`blog/`** - Tutorial notebooks from blog posts:
   - `build-your-own-operator-on-macos-1.ipynb` - Part 1: Building a CUA operator using OpenAI's computer-use-preview model
   - `build-your-own-operator-on-macos-2.ipynb` - Part 2: Using the cua-agent package for more advanced automation
diff --git a/pyrightconfig.json b/pyrightconfig.json
index 3727e40d..382f4b60 100644
--- a/pyrightconfig.json
+++ b/pyrightconfig.json
@@ -1,13 +1,11 @@
 {
-  "include": [
-    "**/*.py"
-  ],
+  "include": ["**/*.py"],
   "exclude": [
     "**/node_modules/**",
     "**/__pycache__/**",
     "**/.*/**",
     "**/venv/**",
-    "**/.venv/**", 
+    "**/.venv/**",
     "**/dist/**",
     "**/build/**",
     ".pdm-build/**",
diff --git a/samples/community/global-online/README.md b/samples/community/global-online/README.md
index 137cebe6..82ddd44e 100644
--- a/samples/community/global-online/README.md
+++ b/samples/community/global-online/README.md
@@ -1,3 +1,3 @@
 # Global Online Hackathon Submission
 
-In construction 🏗  ️
\ No newline at end of file
+In construction 🏗 ️
diff --git a/samples/community/hack-the-north/README.md b/samples/community/hack-the-north/README.md
index b25f7a8d..5d4fef0c 100644
--- a/samples/community/hack-the-north/README.md
+++ b/samples/community/hack-the-north/README.md
@@ -1,3 +1,3 @@
 # Hack the North Hackathon Submission
 
-In construction 🏗️
\ No newline at end of file
+In construction 🏗️
diff --git a/tests/shell_cmd.py b/tests/shell_cmd.py
index 6062e53e..f6712ca5 100644
--- a/tests/shell_cmd.py
+++ b/tests/shell_cmd.py
@@ -6,12 +6,13 @@ Required environment variables:
 - CUA_CONTAINER_NAME: Name of the container to use
 """
 
-import os
 import asyncio
-import pytest
-from pathlib import Path
+import os
 import sys
 import traceback
+from pathlib import Path
+
+import pytest
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -30,6 +31,7 @@ for path in pythonpath.split(":"):
 
 from computer import Computer, VMProviderType
 
+
 @pytest.fixture(scope="session")
 async def computer():
     """Shared Computer instance for all test cases."""
@@ -40,7 +42,7 @@ async def computer():
         name=str(os.getenv("CUA_CONTAINER_NAME")),
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     try:
         await computer.run()
         yield computer
@@ -53,7 +55,7 @@ async def computer():
 async def test_cmd_echo_command(computer):
     """Test basic echo command with cmd.exe."""
     result = await computer.interface.run_command("echo Hello World")
-    
+
     assert result.stdout.strip() == "Hello World"
     assert result.stderr == ""
     assert result.returncode == 0
@@ -63,7 +65,7 @@ async def test_cmd_echo_command(computer):
 async def test_cmd_dir_command(computer):
     """Test dir command to list directory contents."""
     result = await computer.interface.run_command("dir C:\\")
-    
+
     assert result.returncode == 0
     assert result.stderr == ""
     assert "Directory of C:\\" in result.stdout
@@ -74,12 +76,14 @@ async def test_cmd_dir_command(computer):
 async def test_cmd_command_with_error(computer):
     """Test command that produces an error."""
     result = await computer.interface.run_command("dir C:\\nonexistent_directory_12345")
-    
+
     assert result.returncode != 0
     assert result.stdout == ""
-    assert ("File Not Found" in result.stderr or 
-            "cannot find the path" in result.stderr or
-            "The system cannot find" in result.stderr)
+    assert (
+        "File Not Found" in result.stderr
+        or "cannot find the path" in result.stderr
+        or "The system cannot find" in result.stderr
+    )
 
 
 if __name__ == "__main__":
diff --git a/tests/test_files.py b/tests/test_files.py
index b0ae9c60..43655311 100644
--- a/tests/test_files.py
+++ b/tests/test_files.py
@@ -6,12 +6,13 @@ Required environment variables:
 - CUA_CONTAINER_NAME: Name of the container to use
 """
 
-import os
 import asyncio
-import pytest
-from pathlib import Path
+import os
 import sys
 import traceback
+from pathlib import Path
+
+import pytest
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -30,6 +31,7 @@ for path in pythonpath.split(":"):
 
 from computer import Computer, VMProviderType
 
+
 @pytest.fixture(scope="session")
 async def computer():
     """Shared Computer instance for all test cases."""
@@ -40,19 +42,20 @@ async def computer():
         name=str(os.getenv("CUA_CONTAINER_NAME")),
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     # Create a local macOS computer with Cua
     # computer = Computer()
-    
+
     # Connect to host computer
     # computer = Computer(use_host_computer_server=True)
-    
+
     try:
         await computer.run()
         yield computer
     finally:
         await computer.disconnect()
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_file_exists(computer):
     tmp_path = "test_file_exists.txt"
@@ -142,14 +145,14 @@ async def test_read_bytes_basic(computer):
     """Test basic read_bytes functionality."""
     tmp_path = "test_read_bytes.bin"
     test_data = b"Hello, World! This is binary data \x00\x01\x02\x03"
-    
+
     # Write binary data using write_text (assuming it handles bytes)
-    await computer.interface.write_text(tmp_path, test_data.decode('latin-1'))
-    
+    await computer.interface.write_text(tmp_path, test_data.decode("latin-1"))
+
     # Read all bytes
     read_data = await computer.interface.read_bytes(tmp_path)
     assert read_data == test_data, "Binary data should match"
-    
+
     await computer.interface.delete_file(tmp_path)
 
 
@@ -158,25 +161,31 @@ async def test_read_bytes_with_offset_and_length(computer):
     """Test read_bytes with offset and length parameters."""
     tmp_path = "test_read_bytes_offset.bin"
     test_data = b"0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ"
-    
+
     # Write test data
-    await computer.interface.write_text(tmp_path, test_data.decode('latin-1'))
-    
+    await computer.interface.write_text(tmp_path, test_data.decode("latin-1"))
+
     # Test reading with offset only
     read_data = await computer.interface.read_bytes(tmp_path, offset=5)
     expected = test_data[5:]
-    assert read_data == expected, f"Data from offset 5 should match. Got: {read_data}, Expected: {expected}"
-    
+    assert (
+        read_data == expected
+    ), f"Data from offset 5 should match. Got: {read_data}, Expected: {expected}"
+
     # Test reading with offset and length
     read_data = await computer.interface.read_bytes(tmp_path, offset=10, length=5)
     expected = test_data[10:15]
-    assert read_data == expected, f"Data from offset 10, length 5 should match. Got: {read_data}, Expected: {expected}"
-    
+    assert (
+        read_data == expected
+    ), f"Data from offset 10, length 5 should match. Got: {read_data}, Expected: {expected}"
+
     # Test reading from beginning with length
     read_data = await computer.interface.read_bytes(tmp_path, offset=0, length=10)
     expected = test_data[:10]
-    assert read_data == expected, f"Data from beginning, length 10 should match. Got: {read_data}, Expected: {expected}"
-    
+    assert (
+        read_data == expected
+    ), f"Data from beginning, length 10 should match. Got: {read_data}, Expected: {expected}"
+
     await computer.interface.delete_file(tmp_path)
 
 
@@ -185,12 +194,12 @@ async def test_get_file_size(computer):
     """Test get_file_size functionality."""
     tmp_path = "test_file_size.txt"
     test_content = "A" * 1000  # 1000 bytes
-    
+
     await computer.interface.write_text(tmp_path, test_content)
-    
+
     file_size = await computer.interface.get_file_size(tmp_path)
     assert file_size == 1000, f"File size should be 1000 bytes, got {file_size}"
-    
+
     await computer.interface.delete_file(tmp_path)
 
 
@@ -198,200 +207,213 @@ async def test_get_file_size(computer):
 async def test_read_large_file(computer):
     """Test reading a file larger than 10MB to verify chunked reading."""
     tmp_path = "test_large_file.bin"
-    
+
     # Create a file larger than 10MB (10 * 1024 * 1024 = 10,485,760 bytes)
     total_size = 12 * 1024 * 1024  # 12MB
-    
+
     print(f"Creating large file of {total_size} bytes ({total_size / (1024*1024):.1f}MB)...")
-    
+
     # Create large file content (this will test the chunked writing functionality)
     large_content = b"X" * total_size
-    
+
     # Write the large file using write_bytes (will automatically use chunked writing)
     await computer.interface.write_bytes(tmp_path, large_content)
-    
+
     # Verify file size
     file_size = await computer.interface.get_file_size(tmp_path)
     assert file_size == total_size, f"Large file size should be {total_size} bytes, got {file_size}"
-    
+
     print(f"Large file created successfully: {file_size} bytes")
-    
+
     # Test reading the entire large file (should use chunked reading)
     print("Reading large file...")
     read_data = await computer.interface.read_bytes(tmp_path)
-    assert len(read_data) == total_size, f"Read data size should match file size. Got {len(read_data)}, expected {total_size}"
-    
+    assert (
+        len(read_data) == total_size
+    ), f"Read data size should match file size. Got {len(read_data)}, expected {total_size}"
+
     # Verify content (should be all 'X' characters)
     expected_data = b"X" * total_size
     assert read_data == expected_data, "Large file content should be all 'X' characters"
-    
+
     print("Large file read successfully!")
-    
+
     # Test reading with offset and length on large file
     offset = 5 * 1024 * 1024  # 5MB offset
     length = 2 * 1024 * 1024  # 2MB length
     read_data = await computer.interface.read_bytes(tmp_path, offset=offset, length=length)
     assert len(read_data) == length, f"Partial read size should be {length}, got {len(read_data)}"
     assert read_data == b"X" * length, "Partial read content should be all 'X' characters"
-    
+
     print("Large file partial read successful!")
-    
+
     # Clean up
     await computer.interface.delete_file(tmp_path)
     print("Large file test completed successfully!")
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_read_write_text_with_encoding(computer):
     """Test reading and writing text files with different encodings."""
     print("Testing text file operations with different encodings...")
-    
+
     tmp_path = "test_encoding.txt"
-    
+
     # Test UTF-8 encoding (default)
     utf8_content = "Hello, 世界! 🌍 Ñoño café"
-    await computer.interface.write_text(tmp_path, utf8_content, encoding='utf-8')
-    read_utf8 = await computer.interface.read_text(tmp_path, encoding='utf-8')
+    await computer.interface.write_text(tmp_path, utf8_content, encoding="utf-8")
+    read_utf8 = await computer.interface.read_text(tmp_path, encoding="utf-8")
     assert read_utf8 == utf8_content, "UTF-8 content should match"
-    
+
     # Test ASCII encoding
     ascii_content = "Hello, World! Simple ASCII text."
-    await computer.interface.write_text(tmp_path, ascii_content, encoding='ascii')
-    read_ascii = await computer.interface.read_text(tmp_path, encoding='ascii')
+    await computer.interface.write_text(tmp_path, ascii_content, encoding="ascii")
+    read_ascii = await computer.interface.read_text(tmp_path, encoding="ascii")
     assert read_ascii == ascii_content, "ASCII content should match"
-    
+
     # Test Latin-1 encoding
     latin1_content = "Café, naïve, résumé"
-    await computer.interface.write_text(tmp_path, latin1_content, encoding='latin-1')
-    read_latin1 = await computer.interface.read_text(tmp_path, encoding='latin-1')
+    await computer.interface.write_text(tmp_path, latin1_content, encoding="latin-1")
+    read_latin1 = await computer.interface.read_text(tmp_path, encoding="latin-1")
     assert read_latin1 == latin1_content, "Latin-1 content should match"
-    
+
     # Clean up
     await computer.interface.delete_file(tmp_path)
     print("Text encoding test completed successfully!")
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_write_text_append_mode(computer):
     """Test appending text to files."""
     print("Testing text file append mode...")
-    
+
     tmp_path = "test_append.txt"
-    
+
     # Write initial content
     initial_content = "First line\n"
     await computer.interface.write_text(tmp_path, initial_content)
-    
+
     # Append more content
     append_content = "Second line\n"
     await computer.interface.write_text(tmp_path, append_content, append=True)
-    
+
     # Read and verify
     final_content = await computer.interface.read_text(tmp_path)
     expected_content = initial_content + append_content
-    assert final_content == expected_content, f"Expected '{expected_content}', got '{final_content}'"
-    
+    assert (
+        final_content == expected_content
+    ), f"Expected '{expected_content}', got '{final_content}'"
+
     # Append one more line
     third_content = "Third line\n"
     await computer.interface.write_text(tmp_path, third_content, append=True)
-    
+
     # Read and verify final result
     final_content = await computer.interface.read_text(tmp_path)
     expected_content = initial_content + append_content + third_content
-    assert final_content == expected_content, f"Expected '{expected_content}', got '{final_content}'"
-    
+    assert (
+        final_content == expected_content
+    ), f"Expected '{expected_content}', got '{final_content}'"
+
     # Clean up
     await computer.interface.delete_file(tmp_path)
     print("Text append test completed successfully!")
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_large_text_file(computer):
     """Test reading and writing large text files (>5MB) to verify chunked operations."""
     print("Testing large text file operations...")
-    
+
     tmp_path = "test_large_text.txt"
-    
+
     # Create a large text content (approximately 6MB)
     # Each line is about 100 characters, so 60,000 lines ≈ 6MB
     line_template = "This is line {:06d} with some additional text to make it longer and reach about 100 chars.\n"
     large_content = ""
     num_lines = 60000
-    
+
     print(f"Generating large text content with {num_lines} lines...")
     for i in range(num_lines):
         large_content += line_template.format(i)
-    
-    content_size_mb = len(large_content.encode('utf-8')) / (1024 * 1024)
+
+    content_size_mb = len(large_content.encode("utf-8")) / (1024 * 1024)
     print(f"Generated text content size: {content_size_mb:.2f} MB")
-    
+
     # Write the large text file
     print("Writing large text file...")
     await computer.interface.write_text(tmp_path, large_content)
-    
+
     # Read the entire file back
     print("Reading large text file...")
     read_content = await computer.interface.read_text(tmp_path)
-    
+
     # Verify content matches
     assert read_content == large_content, "Large text file content should match exactly"
-    
+
     # Test partial reading by reading as bytes and decoding specific portions
     print("Testing partial text reading...")
-    
+
     # Read first 1000 characters worth of bytes
     first_1000_chars = large_content[:1000]
-    first_1000_bytes = first_1000_chars.encode('utf-8')
-    read_bytes = await computer.interface.read_bytes(tmp_path, offset=0, length=len(first_1000_bytes))
-    decoded_partial = read_bytes.decode('utf-8')
+    first_1000_bytes = first_1000_chars.encode("utf-8")
+    read_bytes = await computer.interface.read_bytes(
+        tmp_path, offset=0, length=len(first_1000_bytes)
+    )
+    decoded_partial = read_bytes.decode("utf-8")
     assert decoded_partial == first_1000_chars, "Partial text reading should match"
-    
+
     # Test appending to large file
     print("Testing append to large text file...")
     append_text = "\n--- APPENDED CONTENT ---\nThis content was appended to the large file.\n"
     await computer.interface.write_text(tmp_path, append_text, append=True)
-    
+
     # Read and verify appended content
     final_content = await computer.interface.read_text(tmp_path)
     expected_final = large_content + append_text
     assert final_content == expected_final, "Appended large text file should match"
-    
+
     # Clean up
     await computer.interface.delete_file(tmp_path)
     print("Large text file test completed successfully!")
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_text_file_edge_cases(computer):
     """Test edge cases for text file operations."""
     print("Testing text file edge cases...")
-    
+
     tmp_path = "test_edge_cases.txt"
-    
+
     # Test empty file
     empty_content = ""
     await computer.interface.write_text(tmp_path, empty_content)
     read_empty = await computer.interface.read_text(tmp_path)
     assert read_empty == empty_content, "Empty file should return empty string"
-    
+
     # Test file with only whitespace
     whitespace_content = "   \n\t\r\n   \n"
     await computer.interface.write_text(tmp_path, whitespace_content)
     read_whitespace = await computer.interface.read_text(tmp_path)
     assert read_whitespace == whitespace_content, "Whitespace content should be preserved"
-    
+
     # Test file with special characters and newlines
     special_content = "Line 1\nLine 2\r\nLine 3\tTabbed\nSpecial: !@#$%^&*()\n"
     await computer.interface.write_text(tmp_path, special_content)
     read_special = await computer.interface.read_text(tmp_path)
     assert read_special == special_content, "Special characters should be preserved"
-    
+
     # Test very long single line (no newlines)
     long_line = "A" * 10000  # 10KB single line
     await computer.interface.write_text(tmp_path, long_line)
     read_long_line = await computer.interface.read_text(tmp_path)
     assert read_long_line == long_line, "Long single line should be preserved"
-    
+
     # Clean up
     await computer.interface.delete_file(tmp_path)
     print("Text file edge cases test completed successfully!")
 
+
 if __name__ == "__main__":
     # Run tests directly
     pytest.main([__file__, "-v"])
diff --git a/tests/test_mcp_server_session_management.py b/tests/test_mcp_server_session_management.py
index febddd15..5a5c9fb3 100644
--- a/tests/test_mcp_server_session_management.py
+++ b/tests/test_mcp_server_session_management.py
@@ -7,14 +7,16 @@ This module tests the new concurrent session management and resource lifecycle f
 import asyncio
 import importlib.util
 import sys
-import types
 import time
+import types
 from pathlib import Path
 
 import pytest
 
 
-def _install_stub_module(name: str, module: types.ModuleType, registry: dict[str, types.ModuleType | None]) -> None:
+def _install_stub_module(
+    name: str, module: types.ModuleType, registry: dict[str, types.ModuleType | None]
+) -> None:
     registry[name] = sys.modules.get(name)
     sys.modules[name] = module
 
@@ -112,7 +114,7 @@ def server_module():
                     {
                         "type": "message",
                         "role": "assistant",
-                        "content": [{"type": "output_text", "text": "Task completed"}]
+                        "content": [{"type": "output_text", "text": "Task completed"}],
                     }
                 ]
             }
@@ -142,7 +144,7 @@ def server_module():
             """Context manager that returns a session."""
             if session_id is None:
                 session_id = "test-session-123"
-            
+
             async with self._session_lock:
                 if session_id not in self._sessions:
                     computer = _StubComputer()
@@ -150,10 +152,10 @@ def server_module():
                         session_id=session_id,
                         computer=computer,
                         created_at=time.time(),
-                        last_activity=time.time()
+                        last_activity=time.time(),
                     )
                     self._sessions[session_id] = session
-                
+
                 return self._sessions[session_id]
 
         async def register_task(self, session_id: str, task_id: str):
@@ -170,7 +172,7 @@ def server_module():
             return {
                 "total_sessions": len(self._sessions),
                 "max_concurrent": 10,
-                "sessions": {sid: {"active_tasks": 0} for sid in self._sessions}
+                "sessions": {sid: {"active_tasks": 0} for sid in self._sessions},
             }
 
     _stub_session_manager = _StubSessionManager()
@@ -216,7 +218,7 @@ def server_module():
 
 class FakeContext:
     """Fake context for testing."""
-    
+
     def __init__(self) -> None:
         self.events: list[tuple] = []
         self.progress_updates: list[float] = []
@@ -245,10 +247,11 @@ class FakeContext:
 
 def test_screenshot_cua_with_session_id(server_module):
     """Test that screenshot_cua works with session management."""
+
     async def _run_test():
         ctx = FakeContext()
         result = await server_module.screenshot_cua(ctx, session_id="test-session")
-        
+
         assert result.format == "png"
         assert result.data == b"test-screenshot-data"
 
@@ -257,10 +260,11 @@ def test_screenshot_cua_with_session_id(server_module):
 
 def test_screenshot_cua_creates_new_session(server_module):
     """Test that screenshot_cua creates a new session when none provided."""
+
     async def _run_test():
         ctx = FakeContext()
         result = await server_module.screenshot_cua(ctx)
-        
+
         assert result.format == "png"
         assert result.data == b"test-screenshot-data"
 
@@ -269,13 +273,14 @@ def test_screenshot_cua_creates_new_session(server_module):
 
 def test_run_cua_task_with_session_management(server_module):
     """Test that run_cua_task works with session management."""
+
     async def _run_test():
         ctx = FakeContext()
         task = "Test task"
         session_id = "test-session-456"
-        
+
         text_result, image = await server_module.run_cua_task(ctx, task, session_id)
-        
+
         assert "Task completed" in text_result
         assert image.format == "png"
         assert image.data == b"test-screenshot-data"
@@ -285,12 +290,13 @@ def test_run_cua_task_with_session_management(server_module):
 
 def test_run_multi_cua_tasks_sequential(server_module):
     """Test that run_multi_cua_tasks works sequentially."""
+
     async def _run_test():
         ctx = FakeContext()
         tasks = ["Task 1", "Task 2", "Task 3"]
-        
+
         results = await server_module.run_multi_cua_tasks(ctx, tasks, concurrent=False)
-        
+
         assert len(results) == 3
         for i, (text, image) in enumerate(results):
             assert "Task completed" in text
@@ -301,12 +307,13 @@ def test_run_multi_cua_tasks_sequential(server_module):
 
 def test_run_multi_cua_tasks_concurrent(server_module):
     """Test that run_multi_cua_tasks works concurrently."""
+
     async def _run_test():
         ctx = FakeContext()
         tasks = ["Task 1", "Task 2", "Task 3"]
-        
+
         results = await server_module.run_multi_cua_tasks(ctx, tasks, concurrent=True)
-        
+
         assert len(results) == 3
         for i, (text, image) in enumerate(results):
             assert "Task completed" in text
@@ -317,10 +324,11 @@ def test_run_multi_cua_tasks_concurrent(server_module):
 
 def test_get_session_stats(server_module):
     """Test that get_session_stats returns proper statistics."""
+
     async def _run_test():
         ctx = FakeContext()
         stats = await server_module.get_session_stats()
-        
+
         assert "total_sessions" in stats
         assert "max_concurrent" in stats
         assert "sessions" in stats
@@ -330,12 +338,13 @@ def test_get_session_stats(server_module):
 
 def test_cleanup_session(server_module):
     """Test that cleanup_session works properly."""
+
     async def _run_test():
         ctx = FakeContext()
         session_id = "test-cleanup-session"
-        
+
         result = await server_module.cleanup_session(ctx, session_id)
-        
+
         assert f"Session {session_id} cleanup initiated" in result
 
     asyncio.run(_run_test())
@@ -343,9 +352,10 @@ def test_cleanup_session(server_module):
 
 def test_concurrent_sessions_isolation(server_module):
     """Test that concurrent sessions are properly isolated."""
+
     async def _run_test():
         ctx = FakeContext()
-        
+
         # Run multiple tasks with different session IDs concurrently
         task1 = asyncio.create_task(
             server_module.run_cua_task(ctx, "Task for session 1", "session-1")
@@ -353,9 +363,9 @@ def test_concurrent_sessions_isolation(server_module):
         task2 = asyncio.create_task(
             server_module.run_cua_task(ctx, "Task for session 2", "session-2")
         )
-        
+
         results = await asyncio.gather(task1, task2)
-        
+
         assert len(results) == 2
         for text, image in results:
             assert "Task completed" in text
@@ -366,16 +376,17 @@ def test_concurrent_sessions_isolation(server_module):
 
 def test_session_reuse_with_same_id(server_module):
     """Test that sessions are reused when the same session ID is provided."""
+
     async def _run_test():
         ctx = FakeContext()
         session_id = "reuse-session"
-        
+
         # First call
         result1 = await server_module.screenshot_cua(ctx, session_id)
-        
+
         # Second call with same session ID
         result2 = await server_module.screenshot_cua(ctx, session_id)
-        
+
         assert result1.format == result2.format
         assert result1.data == result2.data
 
@@ -384,6 +395,7 @@ def test_session_reuse_with_same_id(server_module):
 
 def test_error_handling_with_session_management(server_module):
     """Test that errors are handled properly with session management."""
+
     async def _run_test():
         # Mock an agent that raises an exception
         class _FailingAgent:
@@ -396,16 +408,16 @@ def test_error_handling_with_session_management(server_module):
         # Replace the ComputerAgent with our failing one
         original_agent = server_module.ComputerAgent
         server_module.ComputerAgent = _FailingAgent
-        
+
         try:
             ctx = FakeContext()
             task = "This will fail"
-            
+
             text_result, image = await server_module.run_cua_task(ctx, task, "error-session")
-            
+
             assert "Error during task execution" in text_result
             assert image.format == "png"
-            
+
         finally:
             # Restore original agent
             server_module.ComputerAgent = original_agent
diff --git a/tests/test_mcp_server_streaming.py b/tests/test_mcp_server_streaming.py
index ed84cbfe..68aaa555 100644
--- a/tests/test_mcp_server_streaming.py
+++ b/tests/test_mcp_server_streaming.py
@@ -7,7 +7,9 @@ from pathlib import Path
 import pytest
 
 
-def _install_stub_module(name: str, module: types.ModuleType, registry: dict[str, types.ModuleType | None]) -> None:
+def _install_stub_module(
+    name: str, module: types.ModuleType, registry: dict[str, types.ModuleType | None]
+) -> None:
     registry[name] = sys.modules.get(name)
     sys.modules[name] = module
 
@@ -182,9 +184,7 @@ def test_run_cua_task_streams_partial_results(server_module):
                         {
                             "type": "message",
                             "role": "assistant",
-                            "content": [
-                                {"type": "output_text", "text": "First chunk"}
-                            ],
+                            "content": [{"type": "output_text", "text": "First chunk"}],
                         }
                     ]
                 },
@@ -202,9 +202,7 @@ def test_run_cua_task_streams_partial_results(server_module):
                         {
                             "type": "computer_call_output",
                             "call_id": "call_1",
-                            "output": [
-                                {"type": "text", "text": "Tool completed"}
-                            ],
+                            "output": [{"type": "text", "text": "Tool completed"}],
                         },
                     ]
                 },
@@ -300,4 +298,4 @@ def test_run_multi_cua_tasks_reports_progress(server_module, monkeypatch):
         assert ctx.progress_updates[-1] == pytest.approx(1.0)
         assert len(ctx.progress_updates) == 6
 
-    asyncio.run(_run_test())
\ No newline at end of file
+    asyncio.run(_run_test())
diff --git a/tests/test_shell_bash.py b/tests/test_shell_bash.py
index ca7f8e1f..895d7da5 100644
--- a/tests/test_shell_bash.py
+++ b/tests/test_shell_bash.py
@@ -6,12 +6,13 @@ Required environment variables:
 - CUA_CONTAINER_NAME: Name of the container to use
 """
 
-import os
 import asyncio
-import pytest
-from pathlib import Path
+import os
 import sys
 import traceback
+from pathlib import Path
+
+import pytest
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -30,6 +31,7 @@ for path in pythonpath.split(":"):
 
 from computer import Computer, VMProviderType
 
+
 @pytest.fixture(scope="session")
 async def computer():
     """Shared Computer instance for all test cases."""
@@ -40,7 +42,7 @@ async def computer():
         name=str(os.getenv("CUA_CONTAINER_NAME")),
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     try:
         await computer.run()
         yield computer
@@ -53,7 +55,7 @@ async def computer():
 async def test_bash_echo_command(computer):
     """Test basic echo command with bash."""
     result = await computer.interface.run_command("echo 'Hello World'")
-    
+
     assert result.stdout.strip() == "Hello World"
     assert result.stderr == ""
     assert result.returncode == 0
@@ -63,19 +65,19 @@ async def test_bash_echo_command(computer):
 async def test_bash_ls_command(computer):
     """Test ls command to list directory contents."""
     result = await computer.interface.run_command("ls -la /tmp")
-    
+
     assert result.returncode == 0
     assert result.stderr == ""
     assert "total" in result.stdout  # ls -la typically starts with "total"
-    assert "." in result.stdout      # Current directory entry
-    assert ".." in result.stdout     # Parent directory entry
+    assert "." in result.stdout  # Current directory entry
+    assert ".." in result.stdout  # Parent directory entry
 
 
 @pytest.mark.asyncio(loop_scope="session")
 async def test_bash_command_with_error(computer):
     """Test command that produces an error."""
     result = await computer.interface.run_command("ls /nonexistent_directory_12345")
-    
+
     assert result.returncode != 0
     assert result.stdout == ""
     assert "No such file or directory" in result.stderr or "cannot access" in result.stderr
diff --git a/tests/test_telemetry.py b/tests/test_telemetry.py
index 80a78779..4c7f9865 100644
--- a/tests/test_telemetry.py
+++ b/tests/test_telemetry.py
@@ -4,9 +4,10 @@ Required environment variables:
 """
 
 import os
-import pytest
-from pathlib import Path
 import sys
+from pathlib import Path
+
+import pytest
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -23,34 +24,35 @@ for path in pythonpath.split(":"):
         sys.path.insert(0, path)  # Insert at beginning to prioritize
         print(f"Added to sys.path: {path}")
 
-from core.telemetry import record_event, is_telemetry_enabled, destroy_telemetry_client
+from core.telemetry import destroy_telemetry_client, is_telemetry_enabled, record_event
 
 
 class TestTelemetry:
     def setup_method(self):
         """Reset environment variables before each test"""
-        os.environ.pop('CUA_TELEMETRY', None)
-        os.environ.pop('CUA_TELEMETRY_ENABLED', None)
+        os.environ.pop("CUA_TELEMETRY", None)
+        os.environ.pop("CUA_TELEMETRY_ENABLED", None)
         destroy_telemetry_client()
-    
+
     def test_telemetry_disabled_when_cua_telemetry_is_off(self):
         """Should return false when CUA_TELEMETRY is off"""
-        os.environ['CUA_TELEMETRY'] = 'off'
+        os.environ["CUA_TELEMETRY"] = "off"
         assert is_telemetry_enabled() is False
-    
+
     def test_telemetry_enabled_when_cua_telemetry_not_set(self):
         """Should return true when CUA_TELEMETRY is not set"""
         assert is_telemetry_enabled() is True
-    
+
     def test_telemetry_disabled_when_cua_telemetry_enabled_is_0(self):
         """Should return false if CUA_TELEMETRY_ENABLED is 0"""
-        os.environ['CUA_TELEMETRY_ENABLED'] = '0'
+        os.environ["CUA_TELEMETRY_ENABLED"] = "0"
         assert is_telemetry_enabled() is False
-    
+
     def test_send_test_event_to_posthog(self):
         """Should send a test event to PostHog"""
         # This should not raise an exception
-        record_event('test_telemetry', {'message': 'Hello, world!'})
+        record_event("test_telemetry", {"message": "Hello, world!"})
+
 
 if __name__ == "__main__":
     # Run tests directly
diff --git a/tests/test_venv.py b/tests/test_venv.py
index 8479e28f..abd7e70b 100644
--- a/tests/test_venv.py
+++ b/tests/test_venv.py
@@ -7,12 +7,13 @@ Required environment variables:
 - CUA_CONTAINER_NAME: Name of the container to use
 """
 
-import os
 import asyncio
-import pytest
-from pathlib import Path
+import os
 import sys
 import traceback
+from pathlib import Path
+
+import pytest
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -43,10 +44,10 @@ async def computer():
         name=str(os.getenv("CUA_CONTAINER_NAME")),
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     # # Create a local macOS computer with Cua
     # computer = Computer()
-    
+
     try:
         await computer.run()
         yield computer
@@ -60,137 +61,146 @@ async def test_venv_install(computer):
     """Test virtual environment creation and package installation."""
     # Create a test virtual environment and install requests
     stdout, _ = await computer.venv_install("test_env", ["requests"])
-    
+
     # Check that installation was successful (no major errors)
     assert "Successfully installed" in stdout or "Requirement already satisfied" in stdout
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_venv_cmd(computer):
     """Test executing shell commands in virtual environment."""
     # Test Python version check
     stdout, _ = await computer.venv_cmd("test_env", "python --version")
-    
+
     assert "Python" in stdout
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_venv_exec(computer):
     """Test executing Python functions in virtual environment."""
+
     def test_function(message="Hello World"):
         import sys
+
         return f"Python {sys.version_info.major}.{sys.version_info.minor}: {message}"
-    
+
     result = await computer.venv_exec("test_env", test_function, message="Test successful!")
-    
+
     assert "Python" in result
     assert "Test successful!" in result
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_venv_exec_with_package(computer):
     """Test executing Python functions that use installed packages."""
+
     def test_requests():
         import requests
+
         return f"requests version: {requests.__version__}"
-    
+
     result = await computer.venv_exec("test_env", test_requests)
-    
+
     assert "requests version:" in result
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_venv_exec_error_handling(computer):
     """Test error handling in venv_exec."""
+
     def test_error():
         raise ValueError("This is a test error")
-    
+
     with pytest.raises(ValueError, match="This is a test error"):
         await computer.venv_exec("test_env", test_error)
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_venv_exec_with_args_kwargs(computer):
     """Test executing Python functions with args and kwargs that return an object."""
+
     def create_data_object(name, age, *hobbies, **metadata):
         return {
             "name": name,
             "age": age,
             "hobbies": list(hobbies),
             "metadata": metadata,
-            "status": "active"
+            "status": "active",
         }
-    
+
     args = ["Alice", 25, "reading", "coding"]
     kwargs = {"location": "New York", "department": "Engineering"}
 
-    result = await computer.venv_exec(
-        "test_env", 
-        create_data_object, 
-        *args, 
-        **kwargs
-    )
-    
+    result = await computer.venv_exec("test_env", create_data_object, *args, **kwargs)
+
     assert result["name"] == "Alice"
     assert result["age"] == 25
     assert result["hobbies"] == ["reading", "coding"]
     assert result["metadata"]["location"] == "New York"
     assert result["status"] == "active"
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_venv_exec_stdout_capture(computer, capfd):
     """Test capturing stdout from Python functions executed in virtual environment."""
+
     def hello_world_function():
         print("Hello World!")
         return "Function completed"
-    
+
     # Execute the function in the virtual environment
     result = await computer.venv_exec("test_env", hello_world_function)
-    
+
     # Capture stdout and stderr
     out, _ = capfd.readouterr()
-    
+
     # Assert the stdout contains our expected output
     assert out == "Hello World!\n\n"
     assert result == "Function completed"
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_remote_decorator(computer):
     """Test the remote decorator from computer.helpers module."""
     # Set the computer as default for the remote decorator
     set_default_computer(computer)
-    
+
     # Define a function with the remote decorator
     @sandboxed("test_env")
     def get_package_version():
-        import sys
         import platform
-        return {
-            "python_version": sys.version,
-            "platform": platform.platform(),
-            "success": True
-        }
-    
+        import sys
+
+        return {"python_version": sys.version, "platform": platform.platform(), "success": True}
+
     # Call the decorated function
     result = await get_package_version()
-    
+
     # Verify the function executed in the virtual environment
     assert "python_version" in result
     assert "platform" in result
     assert result["success"] == True
 
+
 @pytest.mark.asyncio(loop_scope="session")
 async def test_remote_decorator_with_custom_computer(computer):
     """Test the remote decorator with explicitly specified computer instance."""
+
     # Define a function with the remote decorator that explicitly specifies the computer
     @sandboxed("test_env", computer=computer)
     def get_system_info():
         import os
         import sys
+
         return {
             "python_version": sys.version,
             "environment_vars": dict(os.environ),
-            "working_directory": os.getcwd()
+            "working_directory": os.getcwd(),
         }
-    
+
     # Call the decorated function
     result = await get_system_info()
-    
+
     # Verify the function executed in the virtual environment
     assert "python_version" in result
     assert "environment_vars" in result
@@ -199,6 +209,7 @@ async def test_remote_decorator_with_custom_computer(computer):
     # than the current test process
     assert result["working_directory"] != os.getcwd()
 
+
 if __name__ == "__main__":
     # Run tests directly
     pytest.main([__file__, "-v"])
diff --git a/tests/test_watchdog.py b/tests/test_watchdog.py
index c5a014e6..c499c170 100644
--- a/tests/test_watchdog.py
+++ b/tests/test_watchdog.py
@@ -6,13 +6,14 @@ Required environment variables:
 - CUA_CONTAINER_NAME: Name of the container to use
 """
 
-import os
 import asyncio
-import pytest
-from pathlib import Path
+import os
 import sys
-import traceback
 import time
+import traceback
+from pathlib import Path
+
+import pytest
 
 # Load environment variables from .env file
 project_root = Path(__file__).parent.parent
@@ -31,6 +32,7 @@ for path in pythonpath.split(":"):
 
 from computer import Computer, VMProviderType
 
+
 @pytest.fixture(scope="session")
 async def computer():
     """Shared Computer instance for all test cases."""
@@ -41,7 +43,7 @@ async def computer():
         name=str(os.getenv("CUA_CONTAINER_NAME")),
         provider_type=VMProviderType.CLOUD,
     )
-    
+
     try:
         await computer.run()
         yield computer
@@ -55,7 +57,7 @@ async def test_simple_server_ping(computer):
     Simple test to verify server connectivity before running watchdog tests.
     """
     print("Testing basic server connectivity...")
-    
+
     try:
         result = await computer.interface.run_command("echo 'Server ping test'")
         print(f"Ping successful: {result}")
@@ -70,15 +72,15 @@ async def test_simple_server_ping(computer):
 async def test_watchdog_recovery_after_hanging_command(computer):
     """
     Test that the watchdog can recover the server after a hanging command.
-    
+
     This test runs two concurrent tasks:
     1. A long-running command that hangs the server (sleep 300 = 5 minutes)
     2. Periodic ping commands every 30 seconds to test server responsiveness
-    
+
     The watchdog should detect the unresponsive server and restart it.
     """
     print("Starting watchdog recovery test...")
-    
+
     async def hanging_command():
         """Execute a command that sleeps forever to hang the server."""
         try:
@@ -90,65 +92,69 @@ async def test_watchdog_recovery_after_hanging_command(computer):
         except Exception as e:
             print(f"Hanging command interrupted (expected if watchdog restarts): {e}")
             return None  # Expected result when watchdog kills the process
-    
+
     async def ping_server():
         """Ping the server every 30 seconds with echo commands."""
         ping_count = 0
         successful_pings = 0
         failed_pings = 0
-        
+
         try:
             # Run pings for up to 4 minutes (8 pings at 30-second intervals)
             for i in range(8):
                 try:
                     ping_count += 1
                     print(f"Ping #{ping_count}: Sending echo command...")
-                    
+
                     start_time = time.time()
                     result = await asyncio.wait_for(
-                        computer.interface.run_command(f"echo 'Ping {ping_count} at {int(start_time)}'"),
-                        timeout=10.0  # 10 second timeout for each ping
+                        computer.interface.run_command(
+                            f"echo 'Ping {ping_count} at {int(start_time)}'"
+                        ),
+                        timeout=10.0,  # 10 second timeout for each ping
                     )
                     end_time = time.time()
-                    
-                    print(f"Ping #{ping_count} successful in {end_time - start_time:.2f}s: {result}")
+
+                    print(
+                        f"Ping #{ping_count} successful in {end_time - start_time:.2f}s: {result}"
+                    )
                     successful_pings += 1
-                    
+
                 except asyncio.TimeoutError:
                     print(f"Ping #{ping_count} timed out (server may be unresponsive)")
                     failed_pings += 1
                 except Exception as e:
                     print(f"Ping #{ping_count} failed with exception: {e}")
                     failed_pings += 1
-                
+
                 # Wait 30 seconds before next ping
                 if i < 7:  # Don't wait after the last ping
-                    print(f"Waiting 30 seconds before next ping...")
+                    print("Waiting 30 seconds before next ping...")
                     await asyncio.sleep(30)
-            
+
             print(f"Ping summary: {successful_pings} successful, {failed_pings} failed")
             return successful_pings, failed_pings
-            
+
         except Exception as e:
             print(f"Ping server function failed with critical error: {e}")
             traceback.print_exc()
             return successful_pings, failed_pings
-    
+
     # Run both tasks concurrently
     print("Starting concurrent tasks: hanging command and ping monitoring...")
-    
+
     try:
         # Use asyncio.gather to run both tasks concurrently
         hanging_task = asyncio.create_task(hanging_command())
         ping_task = asyncio.create_task(ping_server())
-        
+
         # Wait for both tasks to complete or timeout after 5 minutes
         done, pending = await asyncio.wait(
             [hanging_task, ping_task],
             timeout=300,  # 5 minute timeout
-            return_when=asyncio.ALL_COMPLETED
+            return_when=asyncio.ALL_COMPLETED,
         )
-        
+
         # Cancel any pending tasks
         for task in pending:
             task.cancel()
@@ -156,11 +162,11 @@ async def test_watchdog_recovery_after_hanging_command(computer):
                 await task
             except asyncio.CancelledError:
                 pass
-        
+
         # Get results from completed tasks
         ping_result = None
         hanging_result = None
-        
+
         if ping_task in done:
             try:
                 ping_result = await ping_task
@@ -168,7 +174,7 @@ async def test_watchdog_recovery_after_hanging_command(computer):
             except Exception as e:
                 print(f"Error getting ping task result: {e}")
                 traceback.print_exc()
-        
+
         if hanging_task in done:
             try:
                 hanging_result = await hanging_task
@@ -176,33 +182,45 @@ async def test_watchdog_recovery_after_hanging_command(computer):
             except Exception as e:
                 print(f"Error getting hanging task result: {e}")
                 traceback.print_exc()
-        
+
         # Analyze results
         if ping_result:
             successful_pings, failed_pings = ping_result
-            
+
             # Test passes if we had some successful pings, indicating recovery
-            assert successful_pings > 0, f"No successful pings detected. Server may not have recovered."
-            
+            assert (
+                successful_pings > 0
+            ), "No successful pings detected. Server may not have recovered."
+
             # Check if hanging command was killed (indicating watchdog restart)
             if hanging_result is None:
                 print("✅ SUCCESS: Hanging command was killed - watchdog restart detected")
             elif hanging_result is True:
-                print("⚠️  WARNING: Hanging command completed naturally - watchdog may not have restarted")
-            
+                print(
+                    "⚠️  WARNING: Hanging command completed naturally - watchdog may not have restarted"
+                )
+
             # If we had failures followed by successes, that indicates watchdog recovery
             if failed_pings > 0 and successful_pings > 0:
-                print("✅ SUCCESS: Watchdog recovery detected - server became unresponsive then recovered")
+                print(
+                    "✅ SUCCESS: Watchdog recovery detected - server became unresponsive then recovered"
+                )
                 # Additional check: hanging command should be None if watchdog worked
-                assert hanging_result is None, "Expected hanging command to be killed by watchdog restart"
+                assert (
+                    hanging_result is None
+                ), "Expected hanging command to be killed by watchdog restart"
             elif successful_pings > 0 and failed_pings == 0:
                 print("✅ SUCCESS: Server remained responsive throughout test")
-            
-            print(f"Test completed: {successful_pings} successful pings, {failed_pings} failed pings")
-            print(f"Hanging command result: {hanging_result} (None = killed by watchdog, True = completed naturally)")
+
+            print(
+                f"Test completed: {successful_pings} successful pings, {failed_pings} failed pings"
+            )
+            print(
+                f"Hanging command result: {hanging_result} (None = killed by watchdog, True = completed naturally)"
+            )
         else:
             pytest.fail("Ping task did not complete - unable to assess server recovery")
-            
+
     except Exception as e:
         print(f"Test failed with exception: {e}")
         traceback.print_exc()

From 6d5b36181be1cbfab5071ee0188640c91d26c907 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 12:01:08 -0700
Subject: [PATCH 154/220] Install dependencies in TypeScript workspace in CI

---
 .github/workflows/lint.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 7f2eabcb..c1d9ca2a 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -38,7 +38,9 @@ jobs:
           uv sync
 
       - name: Install Node dependencies
-        run: pnpm install --frozen-lockfile
+        run: |
+          pnpm install --frozen-lockfile
+          pnpm -C libs/typescript install --frozen-lockfile
 
       # Python checks (isort, black, ruff, mypy)
       - name: Python lint & typecheck

From 730619c2313657de8b0e287c7f966644e8262fcb Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 12:04:01 -0700
Subject: [PATCH 155/220] Run prettier via pnpm in CI

---
 .github/workflows/lint.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index c1d9ca2a..1be0c557 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -57,4 +57,4 @@ jobs:
 
       # JS/TS/Markdown/YAML checks
       - name: Prettier check
-        run: uv run prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"
+        run: pnpm prettier --check "**/*.{ts,tsx,js,jsx,json,md,yaml,yml}"

From 78190cad3ce195cb17a40117ad7a1ac23f48b149 Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Thu, 23 Oct 2025 02:24:34 +0530
Subject: [PATCH 156/220] fix: resolve Prettier formatter conflicts between
 pnpm and pre-commit

---
 .pre-commit-config.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 99b55c5b..e1523f92 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,6 +6,7 @@ repos:
         name: Prettier (TS/JS/JSON/Markdown/YAML)
         entry: prettier --write
         language: node
+        additional_dependencies: ["prettier@3.6.2"]
         files: \.(ts|tsx|js|jsx|json|md|yaml|yml)$
 
   - repo: local

From 21107cc5dc09aa428107e13b3a3955e36c53800d Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Thu, 23 Oct 2025 02:46:24 +0530
Subject: [PATCH 157/220] chore: Update Python version in lint workflow to 3.12

---
 .github/workflows/lint.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 1be0c557..b17bcd74 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -30,7 +30,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v4
         with:
-          python-version: 3.11
+          python-version: 3.12
 
       - name: Install Python dependencies
         run: |

From 25eb14f16e0e8509a32eaa208701c63f3d474e4f Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Thu, 23 Oct 2025 02:56:49 +0530
Subject: [PATCH 158/220] fix: apply updated Prettier formatting to blog posts
 and docs

---
 blog/build-your-own-operator-on-macos-1.md | 3 ---
 blog/build-your-own-operator-on-macos-2.md | 3 ---
 docs/src/app/(home)/[[...slug]]/page.tsx   | 4 ++--
 examples/computer-example-ts/README.md     | 1 -
 4 files changed, 2 insertions(+), 9 deletions(-)

diff --git a/blog/build-your-own-operator-on-macos-1.md b/blog/build-your-own-operator-on-macos-1.md
index 70336770..dd075e01 100644
--- a/blog/build-your-own-operator-on-macos-1.md
+++ b/blog/build-your-own-operator-on-macos-1.md
@@ -216,14 +216,12 @@ Each response contains:
 Let's break down the main components of our system and how they work together:
 
 1. **The Virtual Machine (VM)**
-
    - Think of this as a safe playground for our AI
    - It's a complete macOS system running inside your computer
    - Anything the AI does stays inside this VM, keeping your main system safe
    - We use `lume` to create and manage this VM
 
 2. **The Computer Interface (CUI)**
-
    - This is how we control the VM
    - It can move the mouse, type text, and take screenshots
    - Works like a remote control for the VM
@@ -303,7 +301,6 @@ This design keeps everything organized and safe. The AI can only interact with t
    ```
 
    **Important Storage Notes:**
-
    - Initial download requires 80GB of free space
    - After first run, space usage reduces to ~30GB due to macOS's sparse file system
    - VMs are stored in `~/.lume`
diff --git a/blog/build-your-own-operator-on-macos-2.md b/blog/build-your-own-operator-on-macos-2.md
index 05b8835e..bf521b75 100644
--- a/blog/build-your-own-operator-on-macos-2.md
+++ b/blog/build-your-own-operator-on-macos-2.md
@@ -77,7 +77,6 @@ Before running any code examples, let's set up a proper environment:
    ```
 
    **Option B: Using Anaconda Navigator UI**
-
    - Open Anaconda Navigator
    - Click on "Environments" in the left sidebar
    - Click the "Create" button at the bottom
@@ -119,7 +118,6 @@ Before running any code examples, let's set up a proper environment:
    ```
 
    **Option B: Use VS Code notebooks**
-
    - Open VS Code
    - Install the Python extension if you haven't already
    - Create a new file with a `.ipynb` extension (e.g., `cua_agent_tutorial.ipynb`)
@@ -345,7 +343,6 @@ One of the most powerful features of the framework is the ability to use local m
 **How to run this example:**
 
 1. First, you'll need to install Ollama for running local models:
-
    - Visit [ollama.com](https://ollama.com) and download the installer for your OS
    - Follow the installation instructions
    - Pull the Gemma 3 model:
diff --git a/docs/src/app/(home)/[[...slug]]/page.tsx b/docs/src/app/(home)/[[...slug]]/page.tsx
index 5ea83484..dc283204 100644
--- a/docs/src/app/(home)/[[...slug]]/page.tsx
+++ b/docs/src/app/(home)/[[...slug]]/page.tsx
@@ -154,8 +154,8 @@ export default async function Page(props: { params: Promise<{ slug?: string[] }>
                         {link.includes('python')
                           ? 'Python'
                           : link.includes('typescript')
-                          ? 'TypeScript'
-                          : `Source ${index + 1}`}
+                            ? 'TypeScript'
+                            : `Source ${index + 1}`}
                         <ExternalLink className="w-4 h-4 ml-auto" />
                       </a>
                     ))}
diff --git a/examples/computer-example-ts/README.md b/examples/computer-example-ts/README.md
index 2f6b6e9c..7e7fc81e 100644
--- a/examples/computer-example-ts/README.md
+++ b/examples/computer-example-ts/README.md
@@ -19,7 +19,6 @@ This example demonstrates how to control a Cua Cloud Sandbox using the OpenAI `c
 
 2. **Set up environment variables:**
    Create a `.env` file with the following variables:
-
    - `OPENAI_API_KEY` — your OpenAI API key
    - `CUA_API_KEY` — your Cua Cloud API key
    - `CUA_CONTAINER_NAME` — the name of your provisioned sandbox

From a38219d3ef294fc4b59db31715809fa4bb87e49e Mon Sep 17 00:00:00 2001
From: Aditya Bavadekar <bvkraditya@gmail.com>
Date: Thu, 23 Oct 2025 03:15:21 +0530
Subject: [PATCH 159/220] fix(python): standardize Python version across all
 packages

- Updated all `libs/python/*/pyproject.toml` files to require Python >=3.12
- Synchronized root `pyproject.toml` and regenerated `uv.lock`
---
 libs/python/computer-server/pyproject.toml |   2 +-
 libs/python/computer/pyproject.toml        |   2 +-
 libs/python/core/pyproject.toml            |   2 +-
 libs/python/mcp-server/pyproject.toml      |   2 +-
 libs/python/pylume/pyproject.toml          |   2 +-
 libs/python/som/pyproject.toml             |   2 +-
 uv.lock                                    | 923 ++++++++++++++++++++-
 7 files changed, 894 insertions(+), 41 deletions(-)

diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 01b40af0..ba78e224 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -12,7 +12,7 @@ authors = [
 ]
 readme = "README.md"
 license = { text = "MIT" }
-requires-python = ">=3.9"
+requires-python = ">=3.12"
 dependencies = [
     "fastapi>=0.111.0",
     "uvicorn[standard]>=0.27.0",
diff --git a/libs/python/computer/pyproject.toml b/libs/python/computer/pyproject.toml
index b659c0a1..cc5d17a8 100644
--- a/libs/python/computer/pyproject.toml
+++ b/libs/python/computer/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "cua-core>=0.1.0,<0.2.0",
     "pydantic>=2.11.1"
 ]
-requires-python = ">=3.11"
+requires-python = ">=3.12"
 
 [project.optional-dependencies]
 lume = [
diff --git a/libs/python/core/pyproject.toml b/libs/python/core/pyproject.toml
index d505b225..cf1ff6c7 100644
--- a/libs/python/core/pyproject.toml
+++ b/libs/python/core/pyproject.toml
@@ -15,7 +15,7 @@ dependencies = [
     "httpx>=0.24.0",
     "posthog>=3.20.0"
 ]
-requires-python = ">=3.11"
+requires-python = ">=3.12"
 
 [tool.pdm]
 distribution = true
diff --git a/libs/python/mcp-server/pyproject.toml b/libs/python/mcp-server/pyproject.toml
index 6e05da7f..3f2beb33 100644
--- a/libs/python/mcp-server/pyproject.toml
+++ b/libs/python/mcp-server/pyproject.toml
@@ -6,7 +6,7 @@ build-backend = "pdm.backend"
 name = "cua-mcp-server"
 description = "MCP Server for Computer-Use Agent (CUA)"
 readme = "README.md"
-requires-python = ">=3.11"
+requires-python = ">=3.12"
 version = "0.1.14"
 authors = [
     {name = "TryCua", email = "gh@trycua.com"}
diff --git a/libs/python/pylume/pyproject.toml b/libs/python/pylume/pyproject.toml
index b86d5575..976fe6ff 100644
--- a/libs/python/pylume/pyproject.toml
+++ b/libs/python/pylume/pyproject.toml
@@ -20,7 +20,7 @@ keywords = ["apple-silicon", "macos", "virtualization", "vm"]
 license = { text = "MIT" }
 name = "pylume"
 readme = "README.md"
-requires-python = ">=3.9"
+requires-python = ">=3.12"
 
 [tool.pdm.version]
 path = "pylume/__init__.py"
diff --git a/libs/python/som/pyproject.toml b/libs/python/som/pyproject.toml
index 95941538..d5fac5c9 100644
--- a/libs/python/som/pyproject.toml
+++ b/libs/python/som/pyproject.toml
@@ -24,7 +24,7 @@ dependencies = [
     "typing-extensions>=4.9.0",
     "pydantic>=2.6.3"
 ]
-requires-python = ">=3.11"
+requires-python = ">=3.12"
 readme = "README.md"
 license = {text = "AGPL-3.0-or-later"}
 keywords = ["computer-vision", "ocr", "ui-analysis", "icon-detection"]
diff --git a/uv.lock b/uv.lock
index d33f2821..244a86ab 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,11 +1,11 @@
 version = 1
 revision = 3
-requires-python = ">=3.12, <3.14"
+requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version >= '3.13' and sys_platform == 'darwin'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and sys_platform == 'win32'",
-    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')",
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform != 'win32'",
     "python_full_version < '3.13' and sys_platform == 'win32'",
     "python_full_version < '3.13' and sys_platform != 'win32'",
 ]
@@ -154,6 +154,40 @@ wheels = [
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From 8e443503eee526db9f72a9da52f4b2d84a7bf4b0 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 14:50:15 -0700
Subject: [PATCH 160/220] Migrate computer-server to new API url

---
 libs/python/computer-server/computer_server/main.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/computer-server/computer_server/main.py b/libs/python/computer-server/computer_server/main.py
index 721df77d..9c0c052b 100644
--- a/libs/python/computer-server/computer_server/main.py
+++ b/libs/python/computer-server/computer_server/main.py
@@ -183,7 +183,7 @@ class AuthenticationManager:
                 headers = {"Authorization": f"Bearer {api_key}"}
 
                 async with session.get(
-                    f"https://www.trycua.com/api/vm/auth?container_name={container_name}",
+                    f"https://www.cua.ai/api/vm/auth?container_name={container_name}",
                     headers=headers,
                 ) as resp:
                     is_valid = resp.status == 200 and bool((await resp.text()).strip())

From b08343ca4e01d4588f41433c3cddf60d6682b7ef Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 14:54:22 -0700
Subject: [PATCH 161/220] Bump cua-computer-server to v0.1.25

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index 831ffd2e..1f1d9539 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.24
+current_version = 0.1.25
 commit = True
 tag = True
 tag_name = computer-server-v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 01b40af0..e02ec700 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.24"
+version = "0.1.25"
 
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [

From 747f8f23f7650294dfc38f65bf81ba0315cfd76a Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 15:43:55 -0700
Subject: [PATCH 162/220] Move releasing packages section to Development.md.

---
 Development.md | 67 ++++++++++++++++++++++++++++++++++++++++++++++++++
 README.md      | 67 --------------------------------------------------
 2 files changed, 67 insertions(+), 67 deletions(-)

diff --git a/Development.md b/Development.md
index cfe21f6b..23b025de 100644
--- a/Development.md
+++ b/Development.md
@@ -346,3 +346,70 @@ For Swift code in the `libs/lume` directory:
 - Follow the [Swift API Design Guidelines](https://www.swift.org/documentation/api-design-guidelines/)
 - Use SwiftFormat for consistent formatting
 - Code will be automatically formatted on save when using the lume workspace
+
+## Releasing Packages
+
+Cua uses `bump2version` to manage package versions across all Python modules. A Makefile is provided to simplify the release process.
+
+### Prerequisites
+
+#### install `bump2version`
+
+using brew
+
+```
+brew install bumpversion
+```
+
+### View Current Versions
+
+```bash
+make show-versions
+```
+
+### Bump Package Versions
+
+To bump a specific package version:
+
+```bash
+# Patch version bump (e.g., 0.1.8 → 0.1.9)
+make bump-patch-core          # cua-core
+make bump-patch-pylume        # pylume
+make bump-patch-computer      # cua-computer
+make bump-patch-som           # cua-som
+make bump-patch-agent         # cua-agent
+make bump-patch-computer-server  # cua-computer-server
+make bump-patch-mcp-server    # cua-mcp-server
+
+# Minor version bump (e.g., 0.1.8 → 0.2.0)
+make bump-minor-core          # Replace 'core' with any package name
+
+# Major version bump (e.g., 0.1.8 → 1.0.0)
+make bump-major-core          # Replace 'core' with any package name
+```
+
+### Dry Run (Test Before Bumping)
+
+To preview changes without modifying files:
+
+```bash
+make dry-run-patch-core       # Test patch bump for cua-core
+make dry-run-minor-pylume     # Test minor bump for pylume
+make dry-run-major-agent      # Test major bump for cua-agent
+```
+
+### Bump All Packages (Use with Caution)
+
+```bash
+make bump-all-patch           # Bumps patch version for ALL packages
+```
+
+### After Bumping
+
+After running any bump command, push your changes:
+
+```bash
+git push origin main && git push origin --tags
+```
+
+For more details, run `make help` or see the [Makefile](./Makefile).
diff --git a/README.md b/README.md
index 2f9429cc..a937839c 100644
--- a/README.md
+++ b/README.md
@@ -215,73 +215,6 @@ Some optional extras for this project depend on third-party packages that are li
 
 When you choose to install and use such optional extras, your use, modification, and distribution of those third-party components are governed by their respective licenses (e.g., AGPL-3.0 for `ultralytics`).
 
-## Releasing Packages
-
-Cua uses `bump2version` to manage package versions across all Python modules. A Makefile is provided to simplify the release process.
-
-### Prerequisites
-
-#### install `bump2version`
-
-using brew
-
-```
-brew install bumpversion
-```
-
-### View Current Versions
-
-```bash
-make show-versions
-```
-
-### Bump Package Versions
-
-To bump a specific package version:
-
-```bash
-# Patch version bump (e.g., 0.1.8 → 0.1.9)
-make bump-patch-core          # cua-core
-make bump-patch-pylume        # pylume
-make bump-patch-computer      # cua-computer
-make bump-patch-som           # cua-som
-make bump-patch-agent         # cua-agent
-make bump-patch-computer-server  # cua-computer-server
-make bump-patch-mcp-server    # cua-mcp-server
-
-# Minor version bump (e.g., 0.1.8 → 0.2.0)
-make bump-minor-core          # Replace 'core' with any package name
-
-# Major version bump (e.g., 0.1.8 → 1.0.0)
-make bump-major-core          # Replace 'core' with any package name
-```
-
-### Dry Run (Test Before Bumping)
-
-To preview changes without modifying files:
-
-```bash
-make dry-run-patch-core       # Test patch bump for cua-core
-make dry-run-minor-pylume     # Test minor bump for pylume
-make dry-run-major-agent      # Test major bump for cua-agent
-```
-
-### Bump All Packages (Use with Caution)
-
-```bash
-make bump-all-patch           # Bumps patch version for ALL packages
-```
-
-### After Bumping
-
-After running any bump command, push your changes:
-
-```bash
-git push origin main && git push origin --tags
-```
-
-For more details, run `make help` or see the [Makefile](./Makefile).
-
 ## Contributing
 
 We welcome contributions to Cua! Please refer to our [Contributing Guidelines](CONTRIBUTING.md) for details.

From b4ea7d8eef6ee2f338c89c582ae877eccd1d75e7 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Wed, 22 Oct 2025 15:44:42 -0700
Subject: [PATCH 163/220] Remove hackathon text from README

---
 README.md | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/README.md b/README.md
index a937839c..5b661386 100644
--- a/README.md
+++ b/README.md
@@ -14,13 +14,6 @@
 
 </div>
 
-> We're hosting **The Computer-Use Agents SOTA Challenge concluded** at [Hack the North](https://hackthenorth.com) and online!
->
-> > **Track A (On-site @ UWaterloo)**: 🏆 ~~Prize: **YC interview guaranteed**.~~ **Concluded**  
-> > **Track B (Remote)**: 🏆 ~~Prize: **Cash award**.~~ **Concluded - Winners will be announced soon**
-> >
-> > > ~~👉 Sign up here: [trycua.com/hackathon](https://www.trycua.com/hackathon)~~
-
 **Cua** ("koo-ah") is Docker for [Computer-Use Agents](https://www.oneusefulthing.org/p/when-you-give-a-claude-a-mouse) - it enables AI agents to control full operating systems in virtual containers and deploy them locally or to the cloud.
 
 <div align="center">

From 7631412694e555a2a22f092315129d3acc9a651c Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 15:51:51 -0700
Subject: [PATCH 164/220] Add qwen3 VL computer-use loop

---
 libs/python/agent/agent/loops/__init__.py |   2 +
 libs/python/agent/agent/loops/qwen.py     | 410 ++++++++++++++++++++++
 libs/python/agent/pyproject.toml          |   5 +
 uv.lock                                   | 104 +++++-
 4 files changed, 518 insertions(+), 3 deletions(-)
 create mode 100644 libs/python/agent/agent/loops/qwen.py

diff --git a/libs/python/agent/agent/loops/__init__.py b/libs/python/agent/agent/loops/__init__.py
index 6fd20cde..3ef599a4 100644
--- a/libs/python/agent/agent/loops/__init__.py
+++ b/libs/python/agent/agent/loops/__init__.py
@@ -16,6 +16,7 @@ from . import (
     openai,
     opencua,
     uitars,
+    qwen,
 )
 
 __all__ = [
@@ -31,4 +32,5 @@ __all__ = [
     "holo",
     "moondream3",
     "gemini",
+    "qwen",
 ]
diff --git a/libs/python/agent/agent/loops/qwen.py b/libs/python/agent/agent/loops/qwen.py
new file mode 100644
index 00000000..6438ff81
--- /dev/null
+++ b/libs/python/agent/agent/loops/qwen.py
@@ -0,0 +1,410 @@
+"""
+Qwen3-VL agent loop implementation using litellm with function/tool calling.
+- Passes a ComputerUse tool schema to acompletion
+- Converts between Responses items and completion messages using helpers
+"""
+from __future__ import annotations
+
+from typing import Any, Dict, List, Optional, Tuple
+
+import json
+import re
+import litellm
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
+
+from ..decorators import register_agent
+from ..loops.base import AsyncAgentConfig
+from ..types import AgentCapability
+from ..responses import (
+    convert_responses_items_to_completion_messages,
+    convert_completion_messages_to_responses_items,
+)
+
+
+# ComputerUse tool schema (OpenAI function tool format)
+QWEN3_COMPUTER_TOOL: Dict[str, Any] = {
+    "type": "function",
+    "function": {
+        "name": "computer",
+        "description": (
+            "Use a mouse and keyboard to interact with a computer, and take screenshots.\n"
+            "* This is an interface to a desktop GUI. You do not have access to a terminal or applications menu. You must click on desktop icons to start applications.\n"
+            "* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions. E.g. if you click on Firefox and a window doesn't open, try wait and taking another screenshot.\n"
+            "* The screen's resolution is 1000x1000.\n"
+            "* Whenever you intend to move the cursor to click on an element like an icon, you should consult a screenshot to determine the coordinates of the element before moving the cursor.\n"
+            "* If you tried clicking on a program or link but it failed to load, even after waiting, try adjusting your cursor position so that the tip of the cursor visually falls on the element that you want to click.\n"
+            "* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges."
+        ),
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "action": {
+                    "description": "The action to perform.",
+                    "enum": [
+                        "key",
+                        "type",
+                        "mouse_move",
+                        "left_click",
+                        "left_click_drag",
+                        "right_click",
+                        "middle_click",
+                        "double_click",
+                        "triple_click",
+                        "scroll",
+                        "hscroll",
+                        "wait",
+                        # "terminate",
+                        # "answer",
+                    ],
+                    "type": "string",
+                },
+                "keys": {
+                    "description": "Required only by action=key.",
+                    "type": "array",
+                    "items": {"type": "string"},
+                },
+                "text": {
+                    "description": "Required only by action=type and action=answer.",
+                    "type": "string",
+                },
+                "coordinate": {
+                    "description": "(x, y): Pixel coordinates from top-left.",
+                    "type": "array",
+                    "items": {"type": ["number", "integer"]},
+                    "minItems": 2,
+                    "maxItems": 2,
+                },
+                "pixels": {
+                    "description": "Scroll amount. Positive=up, negative=down. For scroll/hscroll.",
+                    "type": "number",
+                },
+                "time": {
+                    "description": "Seconds to wait (action=wait).",
+                    "type": "number",
+                },
+                # "status": {
+                #     "description": "Task status (action=terminate).",
+                #     "type": "string",
+                #     "enum": ["success", "failure"],
+                # },
+            },
+            "required": ["action"],
+        },
+    },
+}
+
+def _build_nous_system(functions: List[Dict[str, Any]]) -> Optional[Dict[str, Any]]:
+    """Use qwen-agent NousFnCallPrompt to generate a system message embedding tool schema."""
+    try:
+        from qwen_agent.llm.fncall_prompts.nous_fncall_prompt import (
+            NousFnCallPrompt,
+            Message as NousMessage,
+            ContentItem as NousContentItem,
+        )
+    except ImportError:
+        raise ImportError("qwen-agent not installed. Please install it with `pip install cua-agent[qwen]`.")
+    msgs = NousFnCallPrompt().preprocess_fncall_messages(
+        messages=[NousMessage(role="system", content=[NousContentItem(text="You are a helpful assistant.")])],
+        functions=functions,
+        lang="en",
+    )
+    sys = msgs[0].model_dump()
+    # Convert qwen-agent structured content to OpenAI-style content list
+    content = [{"type": "text", "text": c["text"]} for c in sys.get("content", [])]
+    return {"role": "system", "content": content}
+
+def _parse_tool_call_from_text(text: str) -> Optional[Dict[str, Any]]:
+    """Extract JSON object within <tool_call>...</tool_call> from model text."""
+    m = re.search(r"<tool_call>\s*(\{[\s\S]*?\})\s*</tool_call>", text)
+    if not m:
+        return None
+    try:
+        return json.loads(m.group(1))
+    except Exception:
+        return None
+
+async def _unnormalize_coordinate(args: Dict[str, Any], computer_handler) -> Dict[str, Any]:
+    """If coordinate appears in 0..1000 space, scale to actual screen size using computer_handler if provided."""
+    coord = args.get("coordinate")
+    if not coord or not isinstance(coord, (list, tuple)) or len(coord) < 2:
+        return args
+    x, y = float(coord[0]), float(coord[1])
+    # Heuristic: treat <= 1000 as normalized
+    if x <= 1000.0 and y <= 1000.0 and computer_handler is not None and hasattr(computer_handler, "get_dimensions"):
+        try:
+            dims = await computer_handler.get_dimensions()
+            if isinstance(dims, (list, tuple)) and len(dims) >= 2:
+                width, height = float(dims[0]), float(dims[1])
+                x_abs = max(0.0, min(width, (x / 1000.0) * width))
+                y_abs = max(0.0, min(height, (y / 1000.0) * height))
+                args = {**args, "coordinate": [round(x_abs), round(y_abs)]}
+        except Exception:
+            pass
+    return args
+
+
+def convert_qwen_tool_args_to_computer_action(args: Dict[str, Any]) -> Optional[Dict[str, Any]]:
+    """
+    Convert Qwen computer tool arguments to the Computer Calls action schema.
+
+    Qwen (example):
+        {"action": "left_click", "coordinate": [114, 68]}
+
+    Target (example):
+        {"action": "left_click", "x": 114, "y": 68}
+
+    Other mappings:
+    - right_click, middle_click, double_click (triple_click -> double_click)
+    - mouse_move -> { action: "move", x, y }
+    - key -> { action: "keypress", keys: [...] }
+    - type -> { action: "type", text }
+    - scroll/hscroll -> { action: "scroll", scroll_x, scroll_y, x, y }
+    - wait -> { action: "wait" }
+    - terminate/answer are not direct UI actions; return None for now
+    """
+    if not isinstance(args, dict):
+        return None
+
+    action = args.get("action")
+    if not isinstance(action, str):
+        return None
+
+    # Coordinates helper
+    coord = args.get("coordinate")
+    x = y = None
+    if isinstance(coord, (list, tuple)) and len(coord) >= 2:
+        try:
+            x = int(round(float(coord[0])))
+            y = int(round(float(coord[1])))
+        except Exception:
+            x = y = None
+
+    # Map actions
+    a = action.lower()
+    if a in {"left_click", "right_click", "middle_click", "double_click"}:
+        if x is None or y is None:
+            return None
+        return {"action": a, "x": x, "y": y}
+    if a == "triple_click":
+        # Approximate as double_click
+        if x is None or y is None:
+            return None
+        return {"action": "double_click", "x": x, "y": y}
+    if a == "mouse_move":
+        if x is None or y is None:
+            return None
+        return {"action": "move", "x": x, "y": y}
+    if a == "key":
+        keys = args.get("keys")
+        if isinstance(keys, list) and all(isinstance(k, str) for k in keys):
+            return {"action": "keypress", "keys": keys}
+        return None
+    if a == "type":
+        text = args.get("text")
+        if isinstance(text, str):
+            return {"action": "type", "text": text}
+        return None
+    if a in {"scroll", "hscroll"}:
+        pixels = args.get("pixels") or 0
+        try:
+            pixels_val = int(round(float(pixels)))
+        except Exception:
+            pixels_val = 0
+        scroll_x = pixels_val if a == "hscroll" else 0
+        scroll_y = pixels_val if a == "scroll" else 0
+        # Include cursor position if available (optional)
+        out: Dict[str, Any] = {"action": "scroll", "scroll_x": scroll_x, "scroll_y": scroll_y}
+        if x is not None and y is not None:
+            out.update({"x": x, "y": y})
+        return out
+    if a == "wait":
+        return {"action": "wait"}
+
+    # Non-UI or terminal actions: terminate/answer -> not mapped here
+    return None
+
+
+@register_agent(models=r"(?i).*qwen.*", priority=-1)
+class Qwen3VlConfig(AsyncAgentConfig):
+    async def predict_step(
+        self,
+        messages: List[Dict[str, Any]],
+        model: str,
+        tools: Optional[List[Dict[str, Any]]] = None,
+        max_retries: Optional[int] = None,
+        stream: bool = False,
+        computer_handler=None,
+        use_prompt_caching: Optional[bool] = False,
+        _on_api_start=None,
+        _on_api_end=None,
+        _on_usage=None,
+        _on_screenshot=None,
+        **kwargs,
+    ) -> Dict[str, Any]:
+        # Build messages using NousFnCallPrompt system with tool schema in text
+        # Start with converted conversation (images/text preserved)
+        converted_msgs = convert_responses_items_to_completion_messages(
+            messages,
+            allow_images_in_tool_results=False,
+        )
+
+        # Prepend Nous-generated system if available
+        nous_system = _build_nous_system([QWEN3_COMPUTER_TOOL["function"]])
+        completion_messages = ([nous_system] if nous_system else []) + converted_msgs
+
+        api_kwargs: Dict[str, Any] = {
+            "model": model,
+            "messages": completion_messages,
+            "max_retries": max_retries,
+            "stream": stream,
+            **{k: v for k, v in kwargs.items()},
+        }
+        if use_prompt_caching:
+            api_kwargs["use_prompt_caching"] = use_prompt_caching
+
+        if _on_api_start:
+            await _on_api_start(api_kwargs)
+
+        response = await litellm.acompletion(**api_kwargs)
+
+        if _on_api_end:
+            await _on_api_end(api_kwargs, response)
+
+        usage = {
+            **LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(  # type: ignore
+                response.usage
+            ).model_dump(),
+            "response_cost": response._hidden_params.get("response_cost", 0.0),
+        }
+        if _on_usage:
+            await _on_usage(usage)
+
+        # Parse tool call from text; then convert to responses items via fake tool_calls
+        resp_dict = response.model_dump()  # type: ignore
+        choice = (resp_dict.get("choices") or [{}])[0]
+        content_text = (((choice.get("message") or {}).get("content")) or "")
+        tool_call = _parse_tool_call_from_text(content_text)
+
+        output_items: List[Dict[str, Any]] = []
+        if tool_call and isinstance(tool_call, dict):
+            fn_name = tool_call.get("name") or "computer"
+            raw_args = tool_call.get("arguments") or {}
+            # Unnormalize coordinates to actual screen size when possible
+            args = await _unnormalize_coordinate(raw_args, computer_handler)
+
+            # Build an OpenAI-style tool call so we can reuse the converter
+            fake_cm = {
+                "role": "assistant",
+                "tool_calls": [
+                    {
+                        "type": "function",
+                        "id": "call_0",
+                        "function": {
+                            "name": fn_name,
+                            "arguments": json.dumps(args),
+                        },
+                    }
+                ],
+            }
+            output_items.extend(convert_completion_messages_to_responses_items([fake_cm]))
+        else:
+            # Fallback: just return assistant text
+            fake_cm = {"role": "assistant", "content": content_text}
+            output_items.extend(convert_completion_messages_to_responses_items([fake_cm]))
+
+        return {"output": output_items, "usage": usage}
+
+    def get_capabilities(self) -> List[AgentCapability]:
+        return ["step"]
+
+    async def predict_click(
+        self, model: str, image_b64: str, instruction: str, **kwargs
+    ) -> Optional[Tuple[int, int]]:
+        """
+        Predict click coordinates using Qwen3-VL via litellm.acompletion.
+
+        Only exposes a reduced tool schema with left_click to bias model to output a single click.
+        Returns (x, y) absolute pixels when screen dimensions can be obtained; otherwise normalized 0..1000 integers.
+        """
+        # Reduced tool
+        reduced_tool = {
+            "type": "function",
+            "function": {
+                **QWEN3_COMPUTER_TOOL["function"],
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "action": {"type": "string", "enum": ["left_click"]},
+                        "coordinate": {
+                            "description": "(x, y) in 0..1000 reference space",
+                            "type": "array",
+                            "items": {"type": ["number", "integer"]},
+                            "minItems": 2,
+                            "maxItems": 2,
+                        },
+                    },
+                    "required": ["action", "coordinate"],
+                },
+            },
+        }
+
+        # Build Nous system (lazy import inside helper already raises clear guidance if missing)
+        nous_system = _build_nous_system([reduced_tool["function"]])
+
+        # Optionally compute min/max pixels via smart_resize if available
+        min_pixels = 3136
+        max_pixels = 12845056
+        try:
+            # Lazy import to avoid hard dependency
+            from qwen_vl_utils import smart_resize  # type: ignore
+            # If PIL is available, estimate size from image to derive smart bounds
+            from PIL import Image
+            import io, base64
+
+            img_bytes = base64.b64decode(image_b64)
+            im = Image.open(io.BytesIO(img_bytes))
+            h, w = im.height, im.width
+            # Qwen notebook suggests factor=32 and a wide min/max range
+            rh, rw = smart_resize(h, w, factor=32, min_pixels=min_pixels, max_pixels=max_pixels)
+            # Use total pixels as hints
+            min_pixels = min(3136, rh * rw)
+            max_pixels = max(12845056, rh * rw)
+        except Exception:
+            raise ImportError("qwen-vl-utils not installed. Please install it with `pip install cua-agent[qwen]`.")
+
+        messages = []
+        if nous_system:
+            messages.append(nous_system)
+        image_block: Dict[str, Any] = {
+            "type": "image_url", 
+            "image_url": {
+                "url": f"data:image/png;base64,{image_b64}"
+            },
+            "min_pixels": min_pixels,
+            "max_pixels": max_pixels,
+        }
+        # Single user message with image and instruction, matching OpenAI-style content blocks
+        messages.append(
+            {
+                "role": "user",
+                "content": [
+                    image_block,
+                    {"type": "text", "text": instruction},
+                ],
+            }
+        )
+
+        api_kwargs: Dict[str, Any] = {"model": model, "messages": messages, **{k: v for k, v in kwargs.items()}}
+        response = await litellm.acompletion(**api_kwargs)
+        resp = response.model_dump()  # type: ignore
+        choice = (resp.get("choices") or [{}])[0]
+        content_text = (((choice.get("message") or {}).get("content")) or "")
+        tool_call = _parse_tool_call_from_text(content_text) or {}
+        args = tool_call.get("arguments") or {}
+        args = await _unnormalize_coordinate(args, kwargs.get("computer_handler"))
+        coord = args.get("coordinate")
+        if isinstance(coord, (list, tuple)) and len(coord) >= 2:
+            return int(coord[0]), int(coord[1])
+        return None
diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 0d690240..02f2bfa4 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -29,6 +29,11 @@ requires-python = ">=3.12"
 [project.optional-dependencies]
 openai = []
 anthropic = []
+qwen = [
+    "qwen-vl-utils",
+    "qwen-agent",
+    "Pillow>=10.0.0",
+]
 omni = [
     "cua-som>=0.1.0,<0.2.0",
 ]
diff --git a/uv.lock b/uv.lock
index d33f2821..1b7ea1b3 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12, <3.14"
 resolution-markers = [
     "python_full_version >= '3.13' and sys_platform == 'darwin'",
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 ]
 
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+    { url = "https://files.pythonhosted.org/packages/34/d7/a484358d24a42bedde97f61f5d6ee568a7dd866d9df6e33731378db92d9e/av-16.0.1-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:04e00124afa8b46a850ed48951ddda61de874407fb8307d6a875bba659d5727e", size = 40051697, upload-time = "2025-10-13T12:27:10.525Z" },
+    { url = "https://files.pythonhosted.org/packages/73/87/6772d6080837da5d5c810a98a95bde6977e1f5a6e2e759e8c9292af9ec69/av-16.0.1-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:bc098c1c6dc4e7080629a7e9560e67bd4b5654951e17e5ddfd2b1515cfcd37db", size = 41352596, upload-time = "2025-10-13T12:27:16.217Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/58/fe448c60cf7f85640a0ed8936f16bac874846aa35e1baa521028949c1ea3/av-16.0.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:e6ffd3559a72c46a76aa622630751a821499ba5a780b0047ecc75105d43a6b61", size = 41183156, upload-time = "2025-10-13T12:27:21.574Z" },
+    { url = "https://files.pythonhosted.org/packages/85/c6/a039a0979d0c278e1bed6758d5a6186416c3ccb8081970df893fdf9a0d99/av-16.0.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:7a3f1a36b550adadd7513f4f5ee956f9e06b01a88e59f3150ef5fec6879d6f79", size = 42302331, upload-time = "2025-10-13T12:27:26.953Z" },
+    { url = "https://files.pythonhosted.org/packages/18/7b/2ca4a9e3609ff155436dac384e360f530919cb1e328491f7df294be0f0dc/av-16.0.1-cp313-cp313t-win_amd64.whl", hash = "sha256:c6de794abe52b8c0be55d8bb09ade05905efa74b1a5ab4860b4b9c2bfb6578bf", size = 32462194, upload-time = "2025-10-13T12:27:32.942Z" },
+]
+
 [[package]]
 name = "babel"
 version = "2.17.0"
@@ -902,6 +931,11 @@ opencua-hf = [
     { name = "torch" },
     { name = "transformers" },
 ]
+qwen = [
+    { name = "pillow" },
+    { name = "qwen-agent" },
+    { name = "qwen-vl-utils" },
+]
 ui = [
     { name = "gradio" },
     { name = "python-dotenv" },
@@ -944,10 +978,13 @@ requires-dist = [
     { name = "litellm", specifier = ">=1.74.12" },
     { name = "mlx-vlm", marker = "sys_platform == 'darwin' and extra == 'all'", specifier = ">=0.1.27" },
     { name = "mlx-vlm", marker = "sys_platform == 'darwin' and extra == 'uitars-mlx'", specifier = ">=0.1.27" },
+    { name = "pillow", marker = "extra == 'qwen'", specifier = ">=10.0.0" },
     { name = "pydantic", specifier = ">=2.6.4" },
     { name = "python-dotenv", specifier = ">=1.0.1" },
     { name = "python-dotenv", marker = "extra == 'all'", specifier = ">=1.0.1" },
     { name = "python-dotenv", marker = "extra == 'ui'", specifier = ">=1.0.1" },
+    { name = "qwen-agent", marker = "extra == 'qwen'" },
+    { name = "qwen-vl-utils", marker = "extra == 'qwen'" },
     { name = "rich", specifier = ">=13.7.1" },
     { name = "tiktoken", marker = "extra == 'all'", specifier = ">=0.11.0" },
     { name = "tiktoken", marker = "extra == 'opencua-hf'", specifier = ">=0.11.0" },
@@ -969,7 +1006,7 @@ requires-dist = [
     { name = "yaspin", marker = "extra == 'all'", specifier = ">=3.1.0" },
     { name = "yaspin", marker = "extra == 'cli'", specifier = ">=3.1.0" },
 ]
-provides-extras = ["openai", "anthropic", "omni", "uitars", "uitars-mlx", "uitars-hf", "glm45v-hf", "opencua-hf", "internvl-hf", "moondream3", "ui", "cli", "hud", "gemini", "all"]
+provides-extras = ["openai", "anthropic", "qwen", "omni", "uitars", "uitars-mlx", "uitars-hf", "glm45v-hf", "opencua-hf", "internvl-hf", "moondream3", "ui", "cli", "hud", "gemini", "all"]
 
 [[package]]
 name = "cua-computer"
@@ -1015,7 +1052,7 @@ provides-extras = ["lume", "lumier", "ui", "all"]
 
 [[package]]
 name = "cua-computer-server"
-version = "0.1.24"
+version = "0.1.25"
 source = { editable = "libs/python/computer-server" }
 dependencies = [
     { name = "aiohttp" },
@@ -1244,6 +1281,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f0/8b/2c95f0645c6f40211896375e6fa51f504b8ccb29c21f6ae661fe87ab044e/cyclopts-3.24.0-py3-none-any.whl", hash = "sha256:809d04cde9108617106091140c3964ee6fceb33cecdd537f7ffa360bde13ed71", size = 86154, upload-time = "2025-09-08T15:40:56.41Z" },
 ]
 
+[[package]]
+name = "dashscope"
+version = "1.24.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "certifi" },
+    { name = "cryptography" },
+    { name = "requests" },
+    { name = "websocket-client" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e9/c7/ea56bcec1a9e4007b63bc07a060e7076add5eb62be33152c1a702c394225/dashscope-1.24.7-py3-none-any.whl", hash = "sha256:aa6fda8e71a922f5eabedd5c749cc78ad5e1288e8e24c552bddffb7ac61032be", size = 1310416, upload-time = "2025-10-21T10:58:40.974Z" },
+]
+
 [[package]]
 name = "datasets"
 version = "4.2.0"
@@ -1413,6 +1465,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/15/545e2b6cf2e3be84bc1ed85613edd75b8aea69807a71c26f4ca6a9258e82/email_validator-2.3.0-py3-none-any.whl", hash = "sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4", size = 35604, upload-time = "2025-08-26T13:09:05.858Z" },
 ]
 
+[[package]]
+name = "eval-type-backport"
+version = "0.2.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/30/ea/8b0ac4469d4c347c6a385ff09dc3c048c2d021696664e26c7ee6791631b5/eval_type_backport-0.2.2.tar.gz", hash = "sha256:f0576b4cf01ebb5bd358d02314d31846af5e07678387486e2c798af0e7d849c1", size = 9079, upload-time = "2024-12-21T20:09:46.005Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ce/31/55cd413eaccd39125368be33c46de24a1f639f2e12349b0361b4678f3915/eval_type_backport-0.2.2-py3-none-any.whl", hash = "sha256:cb6ad7c393517f476f96d456d0412ea80f0a8cf96f6892834cd9340149111b0a", size = 5830, upload-time = "2024-12-21T20:09:44.175Z" },
+]
+
 [[package]]
 name = "evdev"
 version = "1.9.2"
@@ -5144,6 +5205,43 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ad/3f/11dd4cd4f39e05128bfd20138faea57bec56f9ffba6185d276e3107ba5b2/questionary-2.1.0-py3-none-any.whl", hash = "sha256:44174d237b68bc828e4878c763a9ad6790ee61990e0ae72927694ead57bab8ec", size = 36747, upload-time = "2024-12-29T11:49:16.734Z" },
 ]
 
+[[package]]
+name = "qwen-agent"
+version = "0.0.31"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dashscope" },
+    { name = "dotenv" },
+    { name = "eval-type-backport" },
+    { name = "json5" },
+    { name = "jsonlines" },
+    { name = "jsonschema" },
+    { name = "openai" },
+    { name = "pillow" },
+    { name = "pydantic" },
+    { name = "requests" },
+    { name = "tiktoken" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/69/3d/5bec08ac6474415a484cf0aa008fc28e71b416ce3713e1d514d203374bd6/qwen_agent-0.0.31.tar.gz", hash = "sha256:c608d08f89cbffd7840c7151f59095f7ac08321f10398b0637639dec67294386", size = 7058070, upload-time = "2025-09-26T04:00:34.716Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/8b/67ad5290066ac20e5ceddf1d53232e8509b99fa1ebbb60a34da9d5045a25/qwen_agent-0.0.31-py3-none-any.whl", hash = "sha256:3ef803f8450fdf211c0a958b62365b1791c98928cd3f3511d06feb3c97e5c2b3", size = 7134107, upload-time = "2025-09-26T04:00:28.785Z" },
+]
+
+[[package]]
+name = "qwen-vl-utils"
+version = "0.0.14"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "av" },
+    { name = "packaging" },
+    { name = "pillow" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b6/b1/ad4fc2260a3badd278b38d642f3b987412f1f6682f0ef2b31b0572d5caa8/qwen_vl_utils-0.0.14.tar.gz", hash = "sha256:9c7cad5ae803b3a10f8bb7194deb12aeacdd032f92f4224e880c73587a7346ad", size = 8453, upload-time = "2025-09-23T09:38:57.532Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c4/43/80f67e0336cb2fc725f8e06f7fe35c1d0fe946f4d2b8b2175e797e07349e/qwen_vl_utils-0.0.14-py3-none-any.whl", hash = "sha256:5e28657bfd031e56bd447c5901b58ddfc3835285ed100f4c56580e0ade054e96", size = 8120, upload-time = "2025-09-23T09:38:56.297Z" },
+]
+
 [[package]]
 name = "referencing"
 version = "0.36.2"

From a78dcd333109c3b1ba0908530296b7f0970ba16d Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:14:43 -0700
Subject: [PATCH 165/220] Fix qwen3 hallucinating coords w/o screenshots

---
 README.md                                     |   1 +
 .../supported-agents/computer-use-agents.mdx  |  11 ++
 libs/python/agent/agent/loops/qwen.py         | 107 ++++++++++++++----
 3 files changed, 98 insertions(+), 21 deletions(-)

diff --git a/README.md b/README.md
index 2f9429cc..99b47eb9 100644
--- a/README.md
+++ b/README.md
@@ -48,6 +48,7 @@ With the Agent SDK, you can:
 | `openai/computer-use-preview`                                                                  | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                                                | any VLM (using liteLLM, requires `tools` parameter)                                           |
 | `openrouter/z-ai/glm-4.5v`                                                                     | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                                               | any LLM (using liteLLM, requires `moondream3+` prefix )                                       |
 | `gemini-2.5-computer-use-preview-10-2025`                                                      | any-all-in-one CUA                                                                             |                                                                                               |
+| `openrouter/qwen/qwen3-vl-235b-a22b-instruct`                                                   |                                                                                                |                                                                                               |
 | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`                                    |                                                                                                |                                                                                               |
 | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                                              |                                                                                                |
 | `moondream3+{ui planning}` (supports text-only models)                                         |                                                                                                |
diff --git a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
index ea3e3a4b..a3384b21 100644
--- a/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
+++ b/docs/content/docs/agent-sdk/supported-agents/computer-use-agents.mdx
@@ -73,6 +73,17 @@ async for _ in agent.run("Open Firefox and navigate to github.com"):
     pass
 ```
 
+## Qwen3 VL
+
+Qwen3 VL family:
+- `openrouter/qwen/qwen3-vl-235b-a22b-instruct`
+
+```python
+agent = ComputerAgent("openrouter/qwen/qwen3-vl-235b-a22b-instruct", tools=[computer])
+async for _ in agent.run("Open Firefox and navigate to github.com"):
+    pass
+```
+
 ## UI-TARS 1.5
 
 Unified vision-language model for computer-use:
diff --git a/libs/python/agent/agent/loops/qwen.py b/libs/python/agent/agent/loops/qwen.py
index 6438ff81..151376d4 100644
--- a/libs/python/agent/agent/loops/qwen.py
+++ b/libs/python/agent/agent/loops/qwen.py
@@ -54,6 +54,7 @@ QWEN3_COMPUTER_TOOL: Dict[str, Any] = {
                         "triple_click",
                         "scroll",
                         "hscroll",
+                        "screenshot",
                         "wait",
                         # "terminate",
                         # "answer",
@@ -125,23 +126,16 @@ def _parse_tool_call_from_text(text: str) -> Optional[Dict[str, Any]]:
     except Exception:
         return None
 
-async def _unnormalize_coordinate(args: Dict[str, Any], computer_handler) -> Dict[str, Any]:
-    """If coordinate appears in 0..1000 space, scale to actual screen size using computer_handler if provided."""
+async def _unnormalize_coordinate(args: Dict[str, Any], dims: Tuple[int, int]) -> Dict[str, Any]:
+    """Coordinates appear in 0..1000 space, scale to actual screen size using dims if provided."""
     coord = args.get("coordinate")
     if not coord or not isinstance(coord, (list, tuple)) or len(coord) < 2:
         return args
     x, y = float(coord[0]), float(coord[1])
-    # Heuristic: treat <= 1000 as normalized
-    if x <= 1000.0 and y <= 1000.0 and computer_handler is not None and hasattr(computer_handler, "get_dimensions"):
-        try:
-            dims = await computer_handler.get_dimensions()
-            if isinstance(dims, (list, tuple)) and len(dims) >= 2:
-                width, height = float(dims[0]), float(dims[1])
-                x_abs = max(0.0, min(width, (x / 1000.0) * width))
-                y_abs = max(0.0, min(height, (y / 1000.0) * height))
-                args = {**args, "coordinate": [round(x_abs), round(y_abs)]}
-        except Exception:
-            pass
+    width, height = float(dims[0]), float(dims[1])
+    x_abs = max(0.0, min(width, (x / 1000.0) * width))
+    y_abs = max(0.0, min(height, (y / 1000.0) * height))
+    args = {**args, "coordinate": [round(x_abs), round(y_abs)]}
     return args
 
 
@@ -254,6 +248,77 @@ class Qwen3VlConfig(AsyncAgentConfig):
         nous_system = _build_nous_system([QWEN3_COMPUTER_TOOL["function"]])
         completion_messages = ([nous_system] if nous_system else []) + converted_msgs
 
+        # If there is no screenshot in the conversation, take one now and inject it.
+        # Also record a pre_output_items assistant message to reflect action.
+        def _has_any_image(msgs: List[Dict[str, Any]]) -> bool:
+            for m in msgs:
+                content = m.get("content")
+                if isinstance(content, list):
+                    for p in content:
+                        if isinstance(p, dict) and p.get("type") == "image_url":
+                            return True
+            return False
+
+        pre_output_items: List[Dict[str, Any]] = []
+        if not _has_any_image(completion_messages):
+            if computer_handler is None or not hasattr(computer_handler, "screenshot"):
+                raise RuntimeError("No screenshots present and computer_handler.screenshot is not available.")
+            screenshot_b64 = await computer_handler.screenshot()
+            if not screenshot_b64:
+                raise RuntimeError("Failed to capture screenshot from computer_handler.")
+            # Inject a user message with the screenshot so the model can see current context
+            completion_messages.append(
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "image_url", "image_url": {"url": f"data:image/png;base64,{screenshot_b64}"}},
+                        {"type": "text", "text": "Current screen"},
+                    ],
+                }
+            )
+            # Add assistant message to outputs to reflect the action, similar to composed_grounded.py
+            pre_output_items.append(
+                {
+                    "type": "message",
+                    "role": "assistant",
+                    "content": [
+                        {"type": "text", "text": "Taking a screenshot to see the current computer screen."}
+                    ],
+                }
+            )
+
+        # Smart-resize all screenshots and attach min/max pixel hints. Fail fast if deps missing.
+        # Also record the last resized width/height to unnormalize coordinates later.
+        last_rw: Optional[int] = None
+        last_rh: Optional[int] = None
+        MIN_PIXELS = 3136
+        MAX_PIXELS = 12845056
+        try:
+            from qwen_vl_utils import smart_resize  # type: ignore
+            from PIL import Image  # type: ignore
+            import base64, io
+        except Exception:
+            raise ImportError("qwen-vl-utils not installed. Please install it with `pip install cua-agent[qwen]`.")
+
+        for msg in completion_messages:
+            content = msg.get("content")
+            if not isinstance(content, list):
+                continue
+            for part in content:
+                if isinstance(part, dict) and part.get("type") == "image_url":
+                    url = (((part.get("image_url") or {}).get("url")) or "")
+                    # Expect data URL like data:image/png;base64,<b64>
+                    if url.startswith("data:") and "," in url:
+                        b64 = url.split(",", 1)[1]
+                        img_bytes = base64.b64decode(b64)
+                        im = Image.open(io.BytesIO(img_bytes))
+                        h, w = im.height, im.width
+                        rh, rw = smart_resize(h, w, factor=32, min_pixels=MIN_PIXELS, max_pixels=MAX_PIXELS)
+                        # Attach hints on this image block
+                        part["min_pixels"] = MIN_PIXELS
+                        part["max_pixels"] = MAX_PIXELS
+                        last_rw, last_rh = rw, rh
+
         api_kwargs: Dict[str, Any] = {
             "model": model,
             "messages": completion_messages,
@@ -291,8 +356,10 @@ class Qwen3VlConfig(AsyncAgentConfig):
         if tool_call and isinstance(tool_call, dict):
             fn_name = tool_call.get("name") or "computer"
             raw_args = tool_call.get("arguments") or {}
-            # Unnormalize coordinates to actual screen size when possible
-            args = await _unnormalize_coordinate(raw_args, computer_handler)
+            # Unnormalize coordinates to actual screen size using last resized dims
+            if last_rw is None or last_rh is None:
+                raise RuntimeError("No screenshots found to derive dimensions for coordinate unnormalization.")
+            args = await _unnormalize_coordinate(raw_args, (last_rw, last_rh))
 
             # Build an OpenAI-style tool call so we can reuse the converter
             fake_cm = {
@@ -314,7 +381,8 @@ class Qwen3VlConfig(AsyncAgentConfig):
             fake_cm = {"role": "assistant", "content": content_text}
             output_items.extend(convert_completion_messages_to_responses_items([fake_cm]))
 
-        return {"output": output_items, "usage": usage}
+        # Prepend any pre_output_items (e.g., simulated screenshot-taking message)
+        return {"output": (pre_output_items + output_items), "usage": usage}
 
     def get_capabilities(self) -> List[AgentCapability]:
         return ["step"]
@@ -353,7 +421,7 @@ class Qwen3VlConfig(AsyncAgentConfig):
         # Build Nous system (lazy import inside helper already raises clear guidance if missing)
         nous_system = _build_nous_system([reduced_tool["function"]])
 
-        # Optionally compute min/max pixels via smart_resize if available
+        # Pre-process using smart_resize
         min_pixels = 3136
         max_pixels = 12845056
         try:
@@ -368,9 +436,6 @@ class Qwen3VlConfig(AsyncAgentConfig):
             h, w = im.height, im.width
             # Qwen notebook suggests factor=32 and a wide min/max range
             rh, rw = smart_resize(h, w, factor=32, min_pixels=min_pixels, max_pixels=max_pixels)
-            # Use total pixels as hints
-            min_pixels = min(3136, rh * rw)
-            max_pixels = max(12845056, rh * rw)
         except Exception:
             raise ImportError("qwen-vl-utils not installed. Please install it with `pip install cua-agent[qwen]`.")
 
@@ -403,7 +468,7 @@ class Qwen3VlConfig(AsyncAgentConfig):
         content_text = (((choice.get("message") or {}).get("content")) or "")
         tool_call = _parse_tool_call_from_text(content_text) or {}
         args = tool_call.get("arguments") or {}
-        args = await _unnormalize_coordinate(args, kwargs.get("computer_handler"))
+        args = await _unnormalize_coordinate(args, (rh, rw))
         coord = args.get("coordinate")
         if isinstance(coord, (list, tuple)) and len(coord) >= 2:
             return int(coord[0]), int(coord[1])

From 5bad437f47b6c168d90c88dcaf6a12a1b1bf04ca Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:18:19 -0700
Subject: [PATCH 166/220] add qwen3 vl requirements to pyproj

---
 libs/python/agent/pyproject.toml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 02f2bfa4..37913555 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -104,6 +104,10 @@ all = [
     "hud-python==0.4.52",
     # gemini requirements
     "google-genai>=1.41.0",
+    # qwen requirements
+    "qwen-vl-utils",
+    "qwen-agent",
+    "Pillow>=10.0.0",
 ]
 
 [tool.uv]

From 6d9fddea13efcc070184062061c7db4cb27068b9 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:22:02 -0700
Subject: [PATCH 167/220] Fix cua-agent version for bump-version

---
 libs/python/agent/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 37913555..753b933c 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-agent"
-version = "0.4.34"
+version = "0.4.32"
 description = "CUA (Computer Use) Agent for AI-driven computer interaction"
 readme = "README.md"
 authors = [

From 16072f19a39d7e254a37214fec43b4ef246e294a Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:22:05 -0700
Subject: [PATCH 168/220] Bump cua-agent to v0.4.33

---
 libs/python/agent/.bumpversion.cfg | 2 +-
 libs/python/agent/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/agent/.bumpversion.cfg b/libs/python/agent/.bumpversion.cfg
index 3d046f43..e391cbfe 100644
--- a/libs/python/agent/.bumpversion.cfg
+++ b/libs/python/agent/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.4.32
+current_version = 0.4.33
 commit = True
 tag = True
 tag_name = agent-v{new_version}
diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 753b933c..219d51e1 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-agent"
-version = "0.4.32"
+version = "0.4.33"
 description = "CUA (Computer Use) Agent for AI-driven computer interaction"
 readme = "README.md"
 authors = [

From cb17e2744599a4dc8d86c0726801c6aa218dd9bd Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:22:29 -0700
Subject: [PATCH 169/220] Bump cua-agent to v0.4.34

---
 libs/python/agent/.bumpversion.cfg | 2 +-
 libs/python/agent/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/agent/.bumpversion.cfg b/libs/python/agent/.bumpversion.cfg
index e391cbfe..e159e0b3 100644
--- a/libs/python/agent/.bumpversion.cfg
+++ b/libs/python/agent/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.4.33
+current_version = 0.4.34
 commit = True
 tag = True
 tag_name = agent-v{new_version}
diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 219d51e1..37913555 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-agent"
-version = "0.4.33"
+version = "0.4.34"
 description = "CUA (Computer Use) Agent for AI-driven computer interaction"
 readme = "README.md"
 authors = [

From bdb5f8918b72a9c727acd4a80e3b675d15902d20 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:22:33 -0700
Subject: [PATCH 170/220] Bump cua-agent to v0.4.35

---
 libs/python/agent/.bumpversion.cfg | 2 +-
 libs/python/agent/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/agent/.bumpversion.cfg b/libs/python/agent/.bumpversion.cfg
index e159e0b3..b6bb6583 100644
--- a/libs/python/agent/.bumpversion.cfg
+++ b/libs/python/agent/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.4.34
+current_version = 0.4.35
 commit = True
 tag = True
 tag_name = agent-v{new_version}
diff --git a/libs/python/agent/pyproject.toml b/libs/python/agent/pyproject.toml
index 37913555..d97b9895 100644
--- a/libs/python/agent/pyproject.toml
+++ b/libs/python/agent/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-agent"
-version = "0.4.34"
+version = "0.4.35"
 description = "CUA (Computer Use) Agent for AI-driven computer interaction"
 readme = "README.md"
 authors = [

From 682609b7e809b6b10a3b90bc4dfd7279263cc0ed Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:36:32 -0700
Subject: [PATCH 171/220] Run uv run pre-commit run --all-files on qwen.py

---
 libs/python/agent/agent/loops/__init__.py |  2 +-
 libs/python/agent/agent/loops/qwen.py     | 91 ++++++++++++++++-------
 2 files changed, 64 insertions(+), 29 deletions(-)

diff --git a/libs/python/agent/agent/loops/__init__.py b/libs/python/agent/agent/loops/__init__.py
index 3ef599a4..ab23ac27 100644
--- a/libs/python/agent/agent/loops/__init__.py
+++ b/libs/python/agent/agent/loops/__init__.py
@@ -15,8 +15,8 @@ from . import (
     omniparser,
     openai,
     opencua,
-    uitars,
     qwen,
+    uitars,
 )
 
 __all__ = [
diff --git a/libs/python/agent/agent/loops/qwen.py b/libs/python/agent/agent/loops/qwen.py
index 151376d4..f21fba2c 100644
--- a/libs/python/agent/agent/loops/qwen.py
+++ b/libs/python/agent/agent/loops/qwen.py
@@ -3,12 +3,13 @@ Qwen3-VL agent loop implementation using litellm with function/tool calling.
 - Passes a ComputerUse tool schema to acompletion
 - Converts between Responses items and completion messages using helpers
 """
-from __future__ import annotations
 
-from typing import Any, Dict, List, Optional, Tuple
+from __future__ import annotations
 
 import json
 import re
+from typing import Any, Dict, List, Optional, Tuple
+
 import litellm
 from litellm.responses.litellm_completion_transformation.transformation import (
     LiteLLMCompletionResponsesConfig,
@@ -16,12 +17,11 @@ from litellm.responses.litellm_completion_transformation.transformation import (
 
 from ..decorators import register_agent
 from ..loops.base import AsyncAgentConfig
-from ..types import AgentCapability
 from ..responses import (
-    convert_responses_items_to_completion_messages,
     convert_completion_messages_to_responses_items,
+    convert_responses_items_to_completion_messages,
 )
-
+from ..types import AgentCapability
 
 # ComputerUse tool schema (OpenAI function tool format)
 QWEN3_COMPUTER_TOOL: Dict[str, Any] = {
@@ -96,18 +96,29 @@ QWEN3_COMPUTER_TOOL: Dict[str, Any] = {
     },
 }
 
+
 def _build_nous_system(functions: List[Dict[str, Any]]) -> Optional[Dict[str, Any]]:
     """Use qwen-agent NousFnCallPrompt to generate a system message embedding tool schema."""
     try:
         from qwen_agent.llm.fncall_prompts.nous_fncall_prompt import (
-            NousFnCallPrompt,
-            Message as NousMessage,
             ContentItem as NousContentItem,
         )
+        from qwen_agent.llm.fncall_prompts.nous_fncall_prompt import (
+            Message as NousMessage,
+        )
+        from qwen_agent.llm.fncall_prompts.nous_fncall_prompt import (
+            NousFnCallPrompt,
+        )
     except ImportError:
-        raise ImportError("qwen-agent not installed. Please install it with `pip install cua-agent[qwen]`.")
+        raise ImportError(
+            "qwen-agent not installed. Please install it with `pip install cua-agent[qwen]`."
+        )
     msgs = NousFnCallPrompt().preprocess_fncall_messages(
-        messages=[NousMessage(role="system", content=[NousContentItem(text="You are a helpful assistant.")])],
+        messages=[
+            NousMessage(
+                role="system", content=[NousContentItem(text="You are a helpful assistant.")]
+            )
+        ],
         functions=functions,
         lang="en",
     )
@@ -116,6 +127,7 @@ def _build_nous_system(functions: List[Dict[str, Any]]) -> Optional[Dict[str, An
     content = [{"type": "text", "text": c["text"]} for c in sys.get("content", [])]
     return {"role": "system", "content": content}
 
+
 def _parse_tool_call_from_text(text: str) -> Optional[Dict[str, Any]]:
     """Extract JSON object within <tool_call>...</tool_call> from model text."""
     m = re.search(r"<tool_call>\s*(\{[\s\S]*?\})\s*</tool_call>", text)
@@ -126,6 +138,7 @@ def _parse_tool_call_from_text(text: str) -> Optional[Dict[str, Any]]:
     except Exception:
         return None
 
+
 async def _unnormalize_coordinate(args: Dict[str, Any], dims: Tuple[int, int]) -> Dict[str, Any]:
     """Coordinates appear in 0..1000 space, scale to actual screen size using dims if provided."""
     coord = args.get("coordinate")
@@ -262,7 +275,9 @@ class Qwen3VlConfig(AsyncAgentConfig):
         pre_output_items: List[Dict[str, Any]] = []
         if not _has_any_image(completion_messages):
             if computer_handler is None or not hasattr(computer_handler, "screenshot"):
-                raise RuntimeError("No screenshots present and computer_handler.screenshot is not available.")
+                raise RuntimeError(
+                    "No screenshots present and computer_handler.screenshot is not available."
+                )
             screenshot_b64 = await computer_handler.screenshot()
             if not screenshot_b64:
                 raise RuntimeError("Failed to capture screenshot from computer_handler.")
@@ -271,7 +286,10 @@ class Qwen3VlConfig(AsyncAgentConfig):
                 {
                     "role": "user",
                     "content": [
-                        {"type": "image_url", "image_url": {"url": f"data:image/png;base64,{screenshot_b64}"}},
+                        {
+                            "type": "image_url",
+                            "image_url": {"url": f"data:image/png;base64,{screenshot_b64}"},
+                        },
                         {"type": "text", "text": "Current screen"},
                     ],
                 }
@@ -282,7 +300,10 @@ class Qwen3VlConfig(AsyncAgentConfig):
                     "type": "message",
                     "role": "assistant",
                     "content": [
-                        {"type": "text", "text": "Taking a screenshot to see the current computer screen."}
+                        {
+                            "type": "text",
+                            "text": "Taking a screenshot to see the current computer screen.",
+                        }
                     ],
                 }
             )
@@ -294,11 +315,15 @@ class Qwen3VlConfig(AsyncAgentConfig):
         MIN_PIXELS = 3136
         MAX_PIXELS = 12845056
         try:
-            from qwen_vl_utils import smart_resize  # type: ignore
+            import base64
+            import io
+
             from PIL import Image  # type: ignore
-            import base64, io
+            from qwen_vl_utils import smart_resize  # type: ignore
         except Exception:
-            raise ImportError("qwen-vl-utils not installed. Please install it with `pip install cua-agent[qwen]`.")
+            raise ImportError(
+                "qwen-vl-utils not installed. Please install it with `pip install cua-agent[qwen]`."
+            )
 
         for msg in completion_messages:
             content = msg.get("content")
@@ -306,14 +331,16 @@ class Qwen3VlConfig(AsyncAgentConfig):
                 continue
             for part in content:
                 if isinstance(part, dict) and part.get("type") == "image_url":
-                    url = (((part.get("image_url") or {}).get("url")) or "")
+                    url = ((part.get("image_url") or {}).get("url")) or ""
                     # Expect data URL like data:image/png;base64,<b64>
                     if url.startswith("data:") and "," in url:
                         b64 = url.split(",", 1)[1]
                         img_bytes = base64.b64decode(b64)
                         im = Image.open(io.BytesIO(img_bytes))
                         h, w = im.height, im.width
-                        rh, rw = smart_resize(h, w, factor=32, min_pixels=MIN_PIXELS, max_pixels=MAX_PIXELS)
+                        rh, rw = smart_resize(
+                            h, w, factor=32, min_pixels=MIN_PIXELS, max_pixels=MAX_PIXELS
+                        )
                         # Attach hints on this image block
                         part["min_pixels"] = MIN_PIXELS
                         part["max_pixels"] = MAX_PIXELS
@@ -349,7 +376,7 @@ class Qwen3VlConfig(AsyncAgentConfig):
         # Parse tool call from text; then convert to responses items via fake tool_calls
         resp_dict = response.model_dump()  # type: ignore
         choice = (resp_dict.get("choices") or [{}])[0]
-        content_text = (((choice.get("message") or {}).get("content")) or "")
+        content_text = ((choice.get("message") or {}).get("content")) or ""
         tool_call = _parse_tool_call_from_text(content_text)
 
         output_items: List[Dict[str, Any]] = []
@@ -358,7 +385,9 @@ class Qwen3VlConfig(AsyncAgentConfig):
             raw_args = tool_call.get("arguments") or {}
             # Unnormalize coordinates to actual screen size using last resized dims
             if last_rw is None or last_rh is None:
-                raise RuntimeError("No screenshots found to derive dimensions for coordinate unnormalization.")
+                raise RuntimeError(
+                    "No screenshots found to derive dimensions for coordinate unnormalization."
+                )
             args = await _unnormalize_coordinate(raw_args, (last_rw, last_rh))
 
             # Build an OpenAI-style tool call so we can reuse the converter
@@ -426,10 +455,12 @@ class Qwen3VlConfig(AsyncAgentConfig):
         max_pixels = 12845056
         try:
             # Lazy import to avoid hard dependency
-            from qwen_vl_utils import smart_resize  # type: ignore
+            import base64
+            import io
+
             # If PIL is available, estimate size from image to derive smart bounds
             from PIL import Image
-            import io, base64
+            from qwen_vl_utils import smart_resize  # type: ignore
 
             img_bytes = base64.b64decode(image_b64)
             im = Image.open(io.BytesIO(img_bytes))
@@ -437,16 +468,16 @@ class Qwen3VlConfig(AsyncAgentConfig):
             # Qwen notebook suggests factor=32 and a wide min/max range
             rh, rw = smart_resize(h, w, factor=32, min_pixels=min_pixels, max_pixels=max_pixels)
         except Exception:
-            raise ImportError("qwen-vl-utils not installed. Please install it with `pip install cua-agent[qwen]`.")
+            raise ImportError(
+                "qwen-vl-utils not installed. Please install it with `pip install cua-agent[qwen]`."
+            )
 
         messages = []
         if nous_system:
             messages.append(nous_system)
         image_block: Dict[str, Any] = {
-            "type": "image_url", 
-            "image_url": {
-                "url": f"data:image/png;base64,{image_b64}"
-            },
+            "type": "image_url",
+            "image_url": {"url": f"data:image/png;base64,{image_b64}"},
             "min_pixels": min_pixels,
             "max_pixels": max_pixels,
         }
@@ -461,11 +492,15 @@ class Qwen3VlConfig(AsyncAgentConfig):
             }
         )
 
-        api_kwargs: Dict[str, Any] = {"model": model, "messages": messages, **{k: v for k, v in kwargs.items()}}
+        api_kwargs: Dict[str, Any] = {
+            "model": model,
+            "messages": messages,
+            **{k: v for k, v in kwargs.items()},
+        }
         response = await litellm.acompletion(**api_kwargs)
         resp = response.model_dump()  # type: ignore
         choice = (resp.get("choices") or [{}])[0]
-        content_text = (((choice.get("message") or {}).get("content")) or "")
+        content_text = ((choice.get("message") or {}).get("content")) or ""
         tool_call = _parse_tool_call_from_text(content_text) or {}
         args = tool_call.get("arguments") or {}
         args = await _unnormalize_coordinate(args, (rh, rw))

From 21427340544c316e53c398fc0f42984626ff6cbf Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Wed, 22 Oct 2025 16:38:57 -0700
Subject: [PATCH 172/220] Fix readme lint

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 99b47eb9..1d09535c 100644
--- a/README.md
+++ b/README.md
@@ -48,7 +48,7 @@ With the Agent SDK, you can:
 | `openai/computer-use-preview`                                                                  | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                                                | any VLM (using liteLLM, requires `tools` parameter)                                           |
 | `openrouter/z-ai/glm-4.5v`                                                                     | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                                               | any LLM (using liteLLM, requires `moondream3+` prefix )                                       |
 | `gemini-2.5-computer-use-preview-10-2025`                                                      | any-all-in-one CUA                                                                             |                                                                                               |
-| `openrouter/qwen/qwen3-vl-235b-a22b-instruct`                                                   |                                                                                                |                                                                                               |
+| `openrouter/qwen/qwen3-vl-235b-a22b-instruct`                                                  |                                                                                                |                                                                                               |
 | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`                                    |                                                                                                |                                                                                               |
 | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                                              |                                                                                                |
 | `moondream3+{ui planning}` (supports text-only models)                                         |                                                                                                |

From 0c041ab1e0b7ce2d7bcdd544f275a5cf32582cdd Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 12:09:20 -0700
Subject: [PATCH 173/220] Add improved model configuration table

---
 README.md | 61 ++++++++++++++++++++++++++++++++++++++++++-------------
 1 file changed, 47 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 5b661386..15f8f6e9 100644
--- a/README.md
+++ b/README.md
@@ -33,23 +33,56 @@ With the Agent SDK, you can:
 - use new UI agent models and UI grounding models from the Model Zoo below with just a model string (e.g., `ComputerAgent(model="openai/computer-use-preview")`)
 - use API or local inference by changing a prefix (e.g., `openai/`, `openrouter/`, `ollama/`, `huggingface-local/`, `mlx/`, [etc.](https://docs.litellm.ai/docs/providers))
 
-### CUA Model Zoo 🐨
+# Model Configuration Options
 
-| [All-in-one CUAs](https://docs.trycua.com/docs/agent-sdk/supported-agents/computer-use-agents) | [UI Grounding Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) | [UI Planning Models](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) |
-| ---------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------- |
-| `anthropic/claude-sonnet-4-5-20250929`, `anthropic/claude-haiku-4-5-20251001`                  | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                                                   | any all-in-one CUA                                                                            |
-| `openai/computer-use-preview`                                                                  | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                                                | any VLM (using liteLLM, requires `tools` parameter)                                           |
-| `openrouter/z-ai/glm-4.5v`                                                                     | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                                               | any LLM (using liteLLM, requires `moondream3+` prefix )                                       |
-| `gemini-2.5-computer-use-preview-10-2025`                                                      | any-all-in-one CUA                                                                             |                                                                                               |
-| `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`                                    |                                                                                                |                                                                                               |
-| `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                                              |                                                                                                |
-| `moondream3+{ui planning}` (supports text-only models)                                         |                                                                                                |
-| `omniparser+{ui planning}`                                                                     |                                                                                                |                                                                                               |
-| `{ui grounding}+{ui planning}`                                                                 |                                                                                                |                                                                                               |
+## Valid Configuration Patterns
 
-- `human/human` → [Human-in-the-Loop](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop)
+These are the valid model configurations for a `ComputerAgent`:
 
-Missing a model? [Raise a feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
+1. `{computer-use-model}`
+2. `{grounding-model}+{any-vlm-with-tools}`
+3. `moondream3+{any-llm-with-tools}`
+4. `human/human` ([Human-in-the-Loop](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop))
+
+---
+
+## Model Compatibility Matrix
+
+The following table shows which capabilities each model supports:
+
+| Model                                                           | Computer-Use | Grounding | Tools | VLM |
+| --------------------------------------------------------------- | :----------: | :-------: | :---: | :-: |
+| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         |      ✓       |     ✓     |   ✓   |  ✓  |
+| [OpenAI CU Preview](https://openai.com/index/computer-use/)     |      ✓       |     ✓     |       |  ✓  |
+| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 |      ✓       |     ✓     |   ✓   |  ✓  |
+| [Gemini CU Preview](https://ai.google.dev/)                     |      ✓       |     ✓     |       |  ✓  |
+| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     |      ✓       |     ✓     |   ✓   |  ✓  |
+| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) |      ✓       |     ✓     |   ✓   |  ✓  |
+| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            |              |     ✓     |       |     |
+| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 |              |     ✓     |       |     |
+| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              |              |     ✓     |       |     |
+| [OmniParser](https://github.com/microsoft/OmniParser)           |              |     ✓     |       |     |
+
+---
+
+## Model Directory
+
+These are some examples of valid model IDs for a `ComputerAgent`:
+
+| Model                                                           | Model IDs                                                        |
+| --------------------------------------------------------------- | ---------------------------------------------------------------- |
+| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         | `anthropic/claude-sonnet-4-5`, `anthropic/claude-haiku-4-5`      |
+| [OpenAI CU Preview](https://openai.com/index/computer-use/)     | `openai/computer-use-preview`                                    |
+| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 | `openrouter/z-ai/glm-4.5v`, `huggingface-local/zai-org/GLM-4.5V` |
+| [Gemini CU Preview](https://ai.google.dev/)                     | `gemini-2.5-computer-use-preview`                                |
+| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`      |
+| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                |
+| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                     |
+| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                  |
+| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                 |
+| [OmniParser](https://github.com/microsoft/OmniParser)           | `omniparser`                                                     |
+
+Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
 
 <br/>
 

From cf82f334cd53076a20c6dbfd7c4d3a4f5918369d Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 13:36:31 -0700
Subject: [PATCH 174/220] Simplify Resources section

---
 README.md | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 15f8f6e9..72680469 100644
--- a/README.md
+++ b/README.md
@@ -201,10 +201,8 @@ async with Computer(
 
 # Resources
 
-- [How to use the MCP Server with Claude Desktop or other MCP clients](./libs/python/mcp-server/README.md) - One of the easiest ways to get started with Cua
-- [How to use OpenAI Computer-Use, Anthropic, OmniParser, or UI-TARS for your Computer-Use Agent](./libs/python/agent/README.md)
-- [How to use Lume CLI for managing desktops](./libs/lume/README.md)
-- [Training Computer-Use Models: Collecting Human Trajectories with Cua (Part 1)](https://www.trycua.com/blog/training-computer-use-models-trajectories-1)
+- [Cua Blog](https://www.trycua.com/blog)
+- [Cua Docs](https://docs.trycua.com)
 
 ## Modules
 

From 3009280500148c3157ac34a2b5592b24d46e1f21 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 13:47:40 -0700
Subject: [PATCH 175/220] Remove comments from example agent output

---
 README.md | 78 ++++++++++++++++++++++++++-----------------------------
 1 file changed, 37 insertions(+), 41 deletions(-)

diff --git a/README.md b/README.md
index 72680469..c94edd2d 100644
--- a/README.md
+++ b/README.md
@@ -122,56 +122,52 @@ async for result in agent.run(messages):
 ```json
 {
   "output": [
-    # user input
     {
-        "role": "user",
-        "content": "go to trycua on gh"
-    },
-    # first agent turn adds the model output to the history
-    {
-        "summary": [
-            {
-                "text": "Searching Firefox for Trycua GitHub",
-                "type": "summary_text"
-            }
-        ],
-        "type": "reasoning"
+      "role": "user",
+      "content": "go to trycua on gh"
     },
     {
-        "action": {
-            "text": "Trycua GitHub",
-            "type": "type"
-        },
-        "call_id": "call_QI6OsYkXxl6Ww1KvyJc4LKKq",
-        "status": "completed",
-        "type": "computer_call"
-    },
-    # second agent turn adds the computer output to the history
-    {
-        "type": "computer_call_output",
-        "call_id": "call_QI6OsYkXxl6Ww1KvyJc4LKKq",
-        "output": {
-            "type": "input_image",
-            "image_url": "data:image/png;base64,..."
+      "summary": [
+        {
+          "text": "Searching Firefox for Trycua GitHub",
+          "type": "summary_text"
         }
+      ],
+      "type": "reasoning"
     },
-    # final agent turn adds the agent output text to the history
     {
-        "type": "message",
-        "role": "assistant",
-        "content": [
-          {
-            "text": "Success! The Trycua GitHub page has been opened.",
-            "type": "output_text"
-          }
-        ]
+      "action": {
+        "text": "Trycua GitHub",
+        "type": "type"
+      },
+      "call_id": "call_QI6OsYkXxl6Ww1KvyJc4LKKq",
+      "status": "completed",
+      "type": "computer_call"
+    },
+    {
+      "type": "computer_call_output",
+      "call_id": "call_QI6OsYkXxl6Ww1KvyJc4LKKq",
+      "output": {
+        "type": "input_image",
+        "image_url": "data:image/png;base64,..."
+      }
+    },
+    {
+      "type": "message",
+      "role": "assistant",
+      "content": [
+        {
+          "text": "Success! The Trycua GitHub page has been opened.",
+          "type": "output_text"
+        }
+      ]
     }
   ],
   "usage": {
-      "prompt_tokens": 150,
-      "completion_tokens": 75,
-      "total_tokens": 225,
-      "response_cost": 0.01,
+    "prompt_tokens": 150,
+    "completion_tokens": 75,
+    "total_tokens": 225,
+    "response_cost": 0.01
   }
 }
 ```

From e302b33be5f689e7f3d4b8ce33e6c7bd5aeaae1b Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 13:48:09 -0700
Subject: [PATCH 176/220] Move example agent output into a collapsible section

---
 README.md | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c94edd2d..ae2bfc1c 100644
--- a/README.md
+++ b/README.md
@@ -117,7 +117,12 @@ async for result in agent.run(messages):
             print(item["content"][0]["text"])
 ```
 
-### Output format (OpenAI Agent Responses Format):
+### Output format
+
+Cua uses the OpenAI Agent response format.
+
+<details>
+<summary>Example</summary>
 
 ```json
 {
@@ -172,6 +177,8 @@ async for result in agent.run(messages):
 }
 ```
 
+</details>
+
 # Computer ([Docs](https://docs.trycua.com/docs/computer-sdk/computers))
 
 ```bash

From 9a409c3b9fcb9a47e024a47747be06d8c66852cd Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 14:01:12 -0700
Subject: [PATCH 177/220] Improve README structure

---
 README.md | 132 ++++++++++++++++++++++++------------------------------
 1 file changed, 59 insertions(+), 73 deletions(-)

diff --git a/README.md b/README.md
index ae2bfc1c..47206b08 100644
--- a/README.md
+++ b/README.md
@@ -33,68 +33,13 @@ With the Agent SDK, you can:
 - use new UI agent models and UI grounding models from the Model Zoo below with just a model string (e.g., `ComputerAgent(model="openai/computer-use-preview")`)
 - use API or local inference by changing a prefix (e.g., `openai/`, `openrouter/`, `ollama/`, `huggingface-local/`, `mlx/`, [etc.](https://docs.litellm.ai/docs/providers))
 
-# Model Configuration Options
-
-## Valid Configuration Patterns
-
-These are the valid model configurations for a `ComputerAgent`:
-
-1. `{computer-use-model}`
-2. `{grounding-model}+{any-vlm-with-tools}`
-3. `moondream3+{any-llm-with-tools}`
-4. `human/human` ([Human-in-the-Loop](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop))
-
----
-
-## Model Compatibility Matrix
-
-The following table shows which capabilities each model supports:
-
-| Model                                                           | Computer-Use | Grounding | Tools | VLM |
-| --------------------------------------------------------------- | :----------: | :-------: | :---: | :-: |
-| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         |      ✓       |     ✓     |   ✓   |  ✓  |
-| [OpenAI CU Preview](https://openai.com/index/computer-use/)     |      ✓       |     ✓     |       |  ✓  |
-| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 |      ✓       |     ✓     |   ✓   |  ✓  |
-| [Gemini CU Preview](https://ai.google.dev/)                     |      ✓       |     ✓     |       |  ✓  |
-| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     |      ✓       |     ✓     |   ✓   |  ✓  |
-| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) |      ✓       |     ✓     |   ✓   |  ✓  |
-| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            |              |     ✓     |       |     |
-| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 |              |     ✓     |       |     |
-| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              |              |     ✓     |       |     |
-| [OmniParser](https://github.com/microsoft/OmniParser)           |              |     ✓     |       |     |
-
----
-
-## Model Directory
-
-These are some examples of valid model IDs for a `ComputerAgent`:
-
-| Model                                                           | Model IDs                                                        |
-| --------------------------------------------------------------- | ---------------------------------------------------------------- |
-| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         | `anthropic/claude-sonnet-4-5`, `anthropic/claude-haiku-4-5`      |
-| [OpenAI CU Preview](https://openai.com/index/computer-use/)     | `openai/computer-use-preview`                                    |
-| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 | `openrouter/z-ai/glm-4.5v`, `huggingface-local/zai-org/GLM-4.5V` |
-| [Gemini CU Preview](https://ai.google.dev/)                     | `gemini-2.5-computer-use-preview`                                |
-| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`      |
-| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                |
-| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                     |
-| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                  |
-| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                 |
-| [OmniParser](https://github.com/microsoft/OmniParser)           | `omniparser`                                                     |
-
-Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
-
-<br/>
-
 # Quick Start
 
 - [Clone a starter template and run the code in <1 min](https://github.com/trycua/agent-template) (⭐️ Recommended!)
 - [Get started with the Computer-Use Agent CLI](https://docs.trycua.com/docs/quickstart-cli)
 - [Get started with the Python SDKs](https://docs.trycua.com/docs/quickstart-devs)
 
-<br/>
-
-# Usage ([Docs](https://docs.trycua.com/docs))
+# Agent Usage
 
 ```bash
 pip install cua-agent[all]
@@ -117,7 +62,7 @@ async for result in agent.run(messages):
             print(item["content"][0]["text"])
 ```
 
-### Output format
+## Output format
 
 Cua uses the OpenAI Agent response format.
 
@@ -179,7 +124,50 @@ Cua uses the OpenAI Agent response format.
 
 </details>
 
-# Computer ([Docs](https://docs.trycua.com/docs/computer-sdk/computers))
+## Model Configuration
+
+These are the valid model configurations for a `ComputerAgent`:
+
+1. `{computer-use-model}`
+2. `{grounding-model}+{any-vlm-with-tools}`
+3. `moondream3+{any-llm-with-tools}`
+4. `human/human` ([Human-in-the-Loop](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop))
+
+The following table shows which capabilities are supported by each model:
+
+| Model                                                           | Computer-Use | Grounding | Tools | VLM |
+| --------------------------------------------------------------- | :----------: | :-------: | :---: | :-: |
+| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         |      ✓       |     ✓     |   ✓   |  ✓  |
+| [OpenAI CU Preview](https://openai.com/index/computer-use/)     |      ✓       |     ✓     |       |  ✓  |
+| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 |      ✓       |     ✓     |   ✓   |  ✓  |
+| [Gemini CU Preview](https://ai.google.dev/)                     |      ✓       |     ✓     |       |  ✓  |
+| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     |      ✓       |     ✓     |   ✓   |  ✓  |
+| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) |      ✓       |     ✓     |   ✓   |  ✓  |
+| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            |              |     ✓     |       |     |
+| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 |              |     ✓     |       |     |
+| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              |              |     ✓     |       |     |
+| [OmniParser](https://github.com/microsoft/OmniParser)           |              |     ✓     |       |     |
+
+### Model IDs
+
+These are some examples of valid model IDs for a `ComputerAgent`:
+
+| Model                                                           | Model IDs                                                        |
+| --------------------------------------------------------------- | ---------------------------------------------------------------- |
+| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         | `anthropic/claude-sonnet-4-5`, `anthropic/claude-haiku-4-5`      |
+| [OpenAI CU Preview](https://openai.com/index/computer-use/)     | `openai/computer-use-preview`                                    |
+| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 | `openrouter/z-ai/glm-4.5v`, `huggingface-local/zai-org/GLM-4.5V` |
+| [Gemini CU Preview](https://ai.google.dev/)                     | `gemini-2.5-computer-use-preview`                                |
+| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`      |
+| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                |
+| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                     |
+| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                  |
+| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                 |
+| [OmniParser](https://github.com/microsoft/OmniParser)           | `omniparser`                                                     |
+
+Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
+
+# Computer
 
 ```bash
 pip install cua-computer[all]
@@ -202,12 +190,7 @@ async with Computer(
     await computer.interface.type("Hello!")
 ```
 
-# Resources
-
-- [Cua Blog](https://www.trycua.com/blog)
-- [Cua Docs](https://docs.trycua.com)
-
-## Modules
+# Modules
 
 | Module                                                            | Description                                                          | Installation                                                                                        |
 | ----------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |
@@ -222,11 +205,18 @@ async with Computer(
 | [**Core (Python)**](./libs/python/core/README.md)                 | Python Core utilities                                                | `pip install cua-core`                                                                              |
 | [**Core (Typescript)**](./libs/typescript/core/README.md)         | Typescript Core utilities                                            | `npm install @trycua/core`                                                                          |
 
-## Community
+# Resources
+
+- [Cua Blog](https://www.trycua.com/blog)
+- [Cua Docs](https://docs.trycua.com)
+
+# Community and Contributions
+
+We welcome contributions to Cua! Please refer to our [Contributing Guidelines](CONTRIBUTING.md) for details.
 
 Join our [Discord community](https://discord.com/invite/mVnXXpdE85) to discuss ideas, get assistance, or share your demos!
 
-## License
+# License
 
 Cua is open-sourced under the MIT License - see the [LICENSE](LICENSE.md) file for details.
 
@@ -234,7 +224,7 @@ Portions of this project, specifically components adapted from Kasm Technologies
 
 Microsoft's OmniParser, which is used in this project, is licensed under the Creative Commons Attribution 4.0 International License (CC-BY-4.0). See the [OmniParser LICENSE](https://github.com/microsoft/OmniParser/blob/master/LICENSE) for details.
 
-### Third-Party Licenses and Optional Components
+## Third-Party Licenses and Optional Components
 
 Some optional extras for this project depend on third-party packages that are licensed under terms different from the MIT License.
 
@@ -242,10 +232,6 @@ Some optional extras for this project depend on third-party packages that are li
 
 When you choose to install and use such optional extras, your use, modification, and distribution of those third-party components are governed by their respective licenses (e.g., AGPL-3.0 for `ultralytics`).
 
-## Contributing
-
-We welcome contributions to Cua! Please refer to our [Contributing Guidelines](CONTRIBUTING.md) for details.
-
 ## Trademarks
 
 Apple, macOS, and Apple Silicon are trademarks of Apple Inc.  
@@ -254,13 +240,13 @@ Microsoft is a registered trademark of Microsoft Corporation.
 
 This project is not affiliated with, endorsed by, or sponsored by Apple Inc., Canonical Ltd., Microsoft Corporation, or Kasm Technologies.
 
-## Stargazers
+# Stargazers
 
 Thank you to all our supporters!
 
 [![Stargazers over time](https://starchart.cc/trycua/cua.svg?variant=adaptive)](https://starchart.cc/trycua/cua)
 
-## Sponsors
+# Sponsors
 
 Thank you to all our [GitHub Sponsors](https://github.com/sponsors/trycua)!
 

From eed006cc25057bfb2501e92b95edab4a88398646 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 14:37:08 -0700
Subject: [PATCH 178/220] Add explanations of agent configurations

---
 README.md | 14 +++++++++-----
 1 file changed, 9 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 47206b08..f3c46682 100644
--- a/README.md
+++ b/README.md
@@ -126,12 +126,16 @@ Cua uses the OpenAI Agent response format.
 
 ## Model Configuration
 
-These are the valid model configurations for a `ComputerAgent`:
+These are the valid model configurations for `ComputerAgent(model="...")`:
 
-1. `{computer-use-model}`
-2. `{grounding-model}+{any-vlm-with-tools}`
-3. `moondream3+{any-llm-with-tools}`
-4. `human/human` ([Human-in-the-Loop](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop))
+| Configuration                            | Description                                                                                                                                         |
+| ---------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------- |
+| `{computer-use-model}`                   | A single model to perform all computer-use tasks                                                                                                    |
+| `{grounding-model}+{any-vlm-with-tools}` | [Composed](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) with VLM for captioning and grounding LLM for element detection |
+| `moondream3+{any-llm-with-tools}`        | [Composed](https://docs.trycua.com/docs/agent-sdk/supported-agents/composed-agents) with Moondream3 for captioning and UI element detection         |
+| `human/human`                            | A [human-in-the-loop](https://docs.trycua.com/docs/agent-sdk/supported-agents/human-in-the-loop) in place of a model                                |
+
+### Model Capabilities
 
 The following table shows which capabilities are supported by each model:
 

From 8adbc114f0be2fcf8eb3414b7dae6124b77397a0 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 14:42:19 -0700
Subject: [PATCH 179/220] Consolidate SDK rows in module table

---
 README.md | 22 ++++++++++------------
 1 file changed, 10 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index f3c46682..dadaf448 100644
--- a/README.md
+++ b/README.md
@@ -196,18 +196,16 @@ async with Computer(
 
 # Modules
 
-| Module                                                            | Description                                                          | Installation                                                                                        |
-| ----------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |
-| [**Lume**](./libs/lume/README.md)                                 | VM management for macOS/Linux using Apple's Virtualization.Framework | `curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh \| bash` |
-| [**Lumier**](./libs/lumier/README.md)                             | Docker interface for macOS and Linux VMs                             | `docker pull trycua/lumier:latest`                                                                  |
-| [**Computer (Python)**](./libs/python/computer/README.md)         | Python Interface for controlling virtual machines                    | `pip install "cua-computer[all]"`                                                                   |
-| [**Computer (Typescript)**](./libs/typescript/computer/README.md) | Typescript Interface for controlling virtual machines                | `npm install @trycua/computer`                                                                      |
-| [**Agent**](./libs/python/agent/README.md)                        | AI agent framework for automating tasks                              | `pip install "cua-agent[all]"`                                                                      |
-| [**MCP Server**](./libs/python/mcp-server/README.md)              | MCP server for using CUA with Claude Desktop                         | `pip install cua-mcp-server`                                                                        |
-| [**SOM**](./libs/python/som/README.md)                            | Self-of-Mark library for Agent                                       | `pip install cua-som`                                                                               |
-| [**Computer Server**](./libs/python/computer-server/README.md)    | Server component for Computer                                        | `pip install cua-computer-server`                                                                   |
-| [**Core (Python)**](./libs/python/core/README.md)                 | Python Core utilities                                                | `pip install cua-core`                                                                              |
-| [**Core (Typescript)**](./libs/typescript/core/README.md)         | Typescript Core utilities                                            | `npm install @trycua/core`                                                                          |
+| Module                                                                                               | Description                                                          | Installation                                                                                        |
+| ---------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |
+| [**Lume**](./libs/lume/README.md)                                                                    | VM management for macOS/Linux using Apple's Virtualization.Framework | `curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh \| bash` |
+| [**Lumier**](./libs/lumier/README.md)                                                                | Docker interface for macOS and Linux VMs                             | `docker pull trycua/lumier:latest`                                                                  |
+| **Computer ([Python](./libs/python/computer/README.md)/[TS](./libs/typescript/computer/README.md))** | Interface for controlling virtual machines                           | `pip install "cua-computer[all]"`<br>`npm install @trycua/computer`                                 |
+| [**Agent**](./libs/python/agent/README.md)                                                           | AI agent framework for automating tasks                              | `pip install "cua-agent[all]"`                                                                      |
+| [**MCP Server**](./libs/python/mcp-server/README.md)                                                 | MCP server for using CUA with Claude Desktop                         | `pip install cua-mcp-server`                                                                        |
+| [**SOM**](./libs/python/som/README.md)                                                               | Self-of-Mark library for Agent                                       | `pip install cua-som`                                                                               |
+| [**Computer Server**](./libs/python/computer-server/README.md)                                       | Server component for Computer                                        | `pip install cua-computer-server`                                                                   |
+| **Core ([Python](./libs/python/core/README.md)/[TS](./libs/typescript/core/README.md))**             | Core utilities                                                       | `pip install cua-core`<br>`npm install @trycua/core`                                                |
 
 # Resources
 

From cb5f7815f470e8e88a2a3a43dd3e21b8f8a86dff Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 14:51:34 -0700
Subject: [PATCH 180/220] Fix links to computer use models

---
 README.md | 48 ++++++++++++++++++++++++------------------------
 1 file changed, 24 insertions(+), 24 deletions(-)

diff --git a/README.md b/README.md
index dadaf448..4f52f6e5 100644
--- a/README.md
+++ b/README.md
@@ -139,35 +139,35 @@ These are the valid model configurations for `ComputerAgent(model="...")`:
 
 The following table shows which capabilities are supported by each model:
 
-| Model                                                           | Computer-Use | Grounding | Tools | VLM |
-| --------------------------------------------------------------- | :----------: | :-------: | :---: | :-: |
-| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         |      ✓       |     ✓     |   ✓   |  ✓  |
-| [OpenAI CU Preview](https://openai.com/index/computer-use/)     |      ✓       |     ✓     |       |  ✓  |
-| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 |      ✓       |     ✓     |   ✓   |  ✓  |
-| [Gemini CU Preview](https://ai.google.dev/)                     |      ✓       |     ✓     |       |  ✓  |
-| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     |      ✓       |     ✓     |   ✓   |  ✓  |
-| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) |      ✓       |     ✓     |   ✓   |  ✓  |
-| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            |              |     ✓     |       |     |
-| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 |              |     ✓     |       |     |
-| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              |              |     ✓     |       |     |
-| [OmniParser](https://github.com/microsoft/OmniParser)           |              |     ✓     |       |     |
+| Model                                                                                                                            | Computer-Use | Grounding | Tools | VLM |
+| -------------------------------------------------------------------------------------------------------------------------------- | :----------: | :-------: | :---: | :-: |
+| [Claude Sonnet/Haiku](https://docs.claude.com/en/docs/agents-and-tools/tool-use/computer-use-tool#how-to-implement-computer-use) |      ✓       |     ✓     |   ✓   |  ✓  |
+| [OpenAI CU Preview](https://platform.openai.com/docs/models/computer-use-preview)                                                |      ✓       |     ✓     |       |  ✓  |
+| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                                                                                  |      ✓       |     ✓     |   ✓   |  ✓  |
+| [Gemini CU Preview](https://ai.google.dev/gemini-api/docs/computer-use)                                                          |      ✓       |     ✓     |       |  ✓  |
+| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)                                                                      |      ✓       |     ✓     |   ✓   |  ✓  |
+| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B)                                                                  |      ✓       |     ✓     |   ✓   |  ✓  |
+| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)                                                                             |              |     ✓     |       |     |
+| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                                                                                  |              |     ✓     |       |     |
+| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)                                                                               |              |     ✓     |       |     |
+| [OmniParser](https://github.com/microsoft/OmniParser)                                                                            |              |     ✓     |       |     |
 
 ### Model IDs
 
 These are some examples of valid model IDs for a `ComputerAgent`:
 
-| Model                                                           | Model IDs                                                        |
-| --------------------------------------------------------------- | ---------------------------------------------------------------- |
-| [Claude Sonnet/Haiku](https://www.anthropic.com/claude)         | `anthropic/claude-sonnet-4-5`, `anthropic/claude-haiku-4-5`      |
-| [OpenAI CU Preview](https://openai.com/index/computer-use/)     | `openai/computer-use-preview`                                    |
-| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                 | `openrouter/z-ai/glm-4.5v`, `huggingface-local/zai-org/GLM-4.5V` |
-| [Gemini CU Preview](https://ai.google.dev/)                     | `gemini-2.5-computer-use-preview`                                |
-| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)     | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`      |
-| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B) | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                |
-| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)            | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                     |
-| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                 | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                  |
-| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)              | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                 |
-| [OmniParser](https://github.com/microsoft/OmniParser)           | `omniparser`                                                     |
+| Model                                                                                                                            | Model IDs                                                        |
+| -------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- |
+| [Claude Sonnet/Haiku](https://docs.claude.com/en/docs/agents-and-tools/tool-use/computer-use-tool#how-to-implement-computer-use) | `anthropic/claude-sonnet-4-5`, `anthropic/claude-haiku-4-5`      |
+| [OpenAI CU Preview](https://platform.openai.com/docs/models/computer-use-preview)                                                | `openai/computer-use-preview`                                    |
+| [GLM-V](https://huggingface.co/THUDM/glm-4v-9b)                                                                                  | `openrouter/z-ai/glm-4.5v`, `huggingface-local/zai-org/GLM-4.5V` |
+| [Gemini CU Preview](https://ai.google.dev/gemini-api/docs/computer-use)                                                          | `gemini-2.5-computer-use-preview`                                |
+| [InternVL](https://huggingface.co/OpenGVLab/InternVL3_5-1B)                                                                      | `huggingface-local/OpenGVLab/InternVL3_5-{1B,2B,4B,8B,...}`      |
+| [UI-TARS](https://huggingface.co/ByteDance-Seed/UI-TARS-1.5-7B)                                                                  | `huggingface-local/ByteDance-Seed/UI-TARS-1.5-7B`                |
+| [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)                                                                             | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                     |
+| [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                                                                                  | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                  |
+| [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)                                                                               | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                 |
+| [OmniParser](https://github.com/microsoft/OmniParser)                                                                            | `omniparser`                                                     |
 
 Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
 

From 0d193a7cf825eff4951772dafc17b12f920573ac Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 16:35:01 -0700
Subject: [PATCH 181/220] Add Moondream to model tables

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index 4f52f6e5..924a24b0 100644
--- a/README.md
+++ b/README.md
@@ -150,6 +150,7 @@ The following table shows which capabilities are supported by each model:
 | [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)                                                                             |              |     ✓     |       |     |
 | [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                                                                                  |              |     ✓     |       |     |
 | [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)                                                                               |              |     ✓     |       |     |
+| [Moondream](https://huggingface.co/moondream/moondream3-preview)                                                                 |              |     ✓     |       |     |
 | [OmniParser](https://github.com/microsoft/OmniParser)                                                                            |              |     ✓     |       |     |
 
 ### Model IDs
@@ -167,6 +168,7 @@ These are some examples of valid model IDs for a `ComputerAgent`:
 | [OpenCUA](https://huggingface.co/xlangai/OpenCUA-7B)                                                                             | `huggingface-local/xlangai/OpenCUA-{7B,32B}`                     |
 | [GTA](https://huggingface.co/HelloKKMe/GTA1-7B)                                                                                  | `huggingface-local/HelloKKMe/GTA1-{7B,32B,72B}`                  |
 | [Holo](https://huggingface.co/Hcompany/Holo1.5-3B)                                                                               | `huggingface-local/Hcompany/Holo1.5-{3B,7B,72B}`                 |
+| [Moondream](https://huggingface.co/moondream/moondream3-preview)                                                                 | `moondream3`                                                     |
 | [OmniParser](https://github.com/microsoft/OmniParser)                                                                            | `omniparser`                                                     |
 
 Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!

From 8288fba289e9d7b2467374e65a9cb709d4476743 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Thu, 23 Oct 2025 16:38:56 -0700
Subject: [PATCH 182/220] Make Model IDs section collapsible

---
 README.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 924a24b0..bc1f4567 100644
--- a/README.md
+++ b/README.md
@@ -155,7 +155,8 @@ The following table shows which capabilities are supported by each model:
 
 ### Model IDs
 
-These are some examples of valid model IDs for a `ComputerAgent`:
+<details>
+<summary>Examples of valid model IDs</summary>
 
 | Model                                                                                                                            | Model IDs                                                        |
 | -------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- |
@@ -171,6 +172,8 @@ These are some examples of valid model IDs for a `ComputerAgent`:
 | [Moondream](https://huggingface.co/moondream/moondream3-preview)                                                                 | `moondream3`                                                     |
 | [OmniParser](https://github.com/microsoft/OmniParser)                                                                            | `omniparser`                                                     |
 
+</details>
+
 Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
 
 # Computer

From 6dce8fd3196ce940fb9b918c3c05af4ac86b7a24 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 23 Oct 2025 17:53:23 -0700
Subject: [PATCH 183/220] Fix optional deps on computer-server to auto-install
 depending on platform

---
 libs/python/computer-server/pyproject.toml | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 941359d1..712cb8c7 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -22,7 +22,13 @@ dependencies = [
     "pillow>=10.2.0",
     "aiohttp>=3.9.1",
     "pyperclip>=1.9.0",
-    "websockets>=12.0"
+    "websockets>=12.0",
+    # OS-specific runtime deps
+    "pyobjc-framework-Cocoa>=10.1; sys_platform == 'darwin'",
+    "pyobjc-framework-Quartz>=10.1; sys_platform == 'darwin'",
+    "pyobjc-framework-ApplicationServices>=10.1; sys_platform == 'darwin'",
+    "python-xlib>=0.33; sys_platform == 'linux'",
+    "pywin32>=310; sys_platform == 'win32'",
 ]
 
 [project.optional-dependencies]

From 29480c572d8b7cf16c024319eb11b5d5f063e8ca Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Thu, 23 Oct 2025 18:00:44 -0700
Subject: [PATCH 184/220] Bump cua-computer-server to v0.1.26

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index 1f1d9539..369c7e05 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.25
+current_version = 0.1.26
 commit = True
 tag = True
 tag_name = computer-server-v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 712cb8c7..506c084e 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.25"
+version = "0.1.26"
 
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [

From 0a3bd97578a549ab2fdab83dc67028501b87cc5e Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 24 Oct 2025 10:01:40 -0700
Subject: [PATCH 185/220] Patch windows SSL

---
 libs/python/computer-server/pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 506c084e..ee4b03d6 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -29,6 +29,7 @@ dependencies = [
     "pyobjc-framework-ApplicationServices>=10.1; sys_platform == 'darwin'",
     "python-xlib>=0.33; sys_platform == 'linux'",
     "pywin32>=310; sys_platform == 'win32'",
+    "python-certifi-win32; sys_platform == 'win32'",
 ]
 
 [project.optional-dependencies]

From 38b59bb19a75d7e7401040063a8b0bfe6f0e1683 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 24 Oct 2025 10:07:56 -0700
Subject: [PATCH 186/220] Replace with pip-system-certs

---
 libs/python/computer-server/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index ee4b03d6..49a67a98 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -29,7 +29,7 @@ dependencies = [
     "pyobjc-framework-ApplicationServices>=10.1; sys_platform == 'darwin'",
     "python-xlib>=0.33; sys_platform == 'linux'",
     "pywin32>=310; sys_platform == 'win32'",
-    "python-certifi-win32; sys_platform == 'win32'",
+    "pip-system-certs; sys_platform == 'win32'",
 ]
 
 [project.optional-dependencies]

From a9b681597dca6eb0c735b0fcb3c732da75499af6 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 24 Oct 2025 10:12:25 -0700
Subject: [PATCH 187/220] Bump cua-computer-server to v0.1.27

---
 libs/python/computer-server/.bumpversion.cfg | 2 +-
 libs/python/computer-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer-server/.bumpversion.cfg b/libs/python/computer-server/.bumpversion.cfg
index 369c7e05..0aa3586d 100644
--- a/libs/python/computer-server/.bumpversion.cfg
+++ b/libs/python/computer-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.26
+current_version = 0.1.27
 commit = True
 tag = True
 tag_name = computer-server-v{new_version}
diff --git a/libs/python/computer-server/pyproject.toml b/libs/python/computer-server/pyproject.toml
index 49a67a98..a8ecfb23 100644
--- a/libs/python/computer-server/pyproject.toml
+++ b/libs/python/computer-server/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "pdm.backend"
 
 [project]
 name = "cua-computer-server"
-version = "0.1.26"
+version = "0.1.27"
 
 description = "Server component for the Computer-Use Interface (CUI) framework powering Cua"
 authors = [

From 7de2c78488d30363c71ade0ddb50008e381b4a82 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:35:22 +0800
Subject: [PATCH 188/220] Add design document for version bump workflows

---
 ...025-10-25-version-bump-workflows-design.md | 229 ++++++++++++++++++
 1 file changed, 229 insertions(+)
 create mode 100644 docs/plans/2025-10-25-version-bump-workflows-design.md

diff --git a/docs/plans/2025-10-25-version-bump-workflows-design.md b/docs/plans/2025-10-25-version-bump-workflows-design.md
new file mode 100644
index 00000000..f968cc25
--- /dev/null
+++ b/docs/plans/2025-10-25-version-bump-workflows-design.md
@@ -0,0 +1,229 @@
+# Version Bump Workflows Design
+
+**Date:** 2025-10-25
+**Status:** Approved
+**Author:** Design Session
+
+## Overview
+
+Replace Makefile-based bump2version commands with GitHub Actions workflow_dispatch workflows, providing clickable links in Development.md for easy version bumping.
+
+## Requirements
+
+1. Separate workflow for each of the 7 Python packages
+2. Workflows automatically commit and push version bumps to main
+3. Links in Development.md only (not in individual package READMEs)
+4. Do NOT automatically trigger PyPI publish workflows
+5. Include rollback instructions in Development.md
+
+## Architecture
+
+### Approach: Reusable Workflow Pattern
+
+**Rationale:** Follows GitHub Actions best practices, maintains DRY principle, easy to update core logic.
+
+**File Structure:**
+```
+.github/workflows/
+├── bump-version-reusable.yml          # Core reusable workflow
+├── bump-version-core.yml              # Caller for cua-core
+├── bump-version-computer.yml          # Caller for cua-computer
+├── bump-version-agent.yml             # Caller for cua-agent
+├── bump-version-som.yml               # Caller for cua-som
+├── bump-version-pylume.yml            # Caller for pylume
+├── bump-version-computer-server.yml   # Caller for cua-computer-server
+└── bump-version-mcp-server.yml        # Caller for cua-mcp-server
+```
+
+## Component Details
+
+### Reusable Workflow
+
+**File:** `.github/workflows/bump-version-reusable.yml`
+
+**Inputs:**
+- `package_name` (string): Display name (e.g., "cua-core")
+- `package_directory` (string): Path relative to repo root (e.g., "libs/python/core")
+- `bump_type` (string): patch/minor/major (passed from caller)
+
+**Permissions:**
+- `contents: write` - Required to push commits and tags
+
+**Jobs:**
+1. **checkout**: Fetch repository with full history (needed for tags)
+2. **setup-python**: Install Python 3.11+
+3. **install-bump2version**: Install via pip
+4. **run-bump2version**:
+   ```bash
+   cd $package_directory
+   bump2version $bump_type
+   ```
+5. **git-operations**:
+   - Configure git user as github-actions bot
+   - bump2version automatically commits changes and creates tag
+   - Push commits and tags: `git push origin main --follow-tags`
+
+**Authentication:** Uses `GITHUB_TOKEN` (automatically provided)
+
+### Caller Workflows
+
+**Pattern (all 7 workflows follow this):**
+
+```yaml
+name: Bump {package-name} Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: '{package-name}'
+      package_directory: 'libs/python/{package}'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Package-Specific Values:**
+
+| Workflow File | package_name | package_directory |
+|--------------|--------------|-------------------|
+| bump-version-core.yml | cua-core | libs/python/core |
+| bump-version-computer.yml | cua-computer | libs/python/computer |
+| bump-version-agent.yml | cua-agent | libs/python/agent |
+| bump-version-som.yml | cua-som | libs/python/som |
+| bump-version-pylume.yml | pylume | libs/python/pylume |
+| bump-version-computer-server.yml | cua-computer-server | libs/python/computer-server |
+| bump-version-mcp-server.yml | cua-mcp-server | libs/python/mcp-server |
+
+## Development.md Changes
+
+### Replace "Releasing Packages" Section
+
+**New content includes:**
+
+1. **Link table** with workflow_dispatch links for all packages:
+   ```markdown
+   ### cua-core
+   - [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml) - Select patch/minor/major
+
+   ### cua-computer
+   - [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml) - Select patch/minor/major
+
+   ... (continue for all 7 packages)
+   ```
+
+2. **Branch Protection Note:**
+   ```markdown
+   > **Note:** The main branch is currently not protected. If branch protection is enabled in the future,
+   > the github-actions bot must be added to the bypass list for these workflows to commit directly.
+   ```
+
+3. **Rollback Instructions:**
+   ```markdown
+   ### Rolling Back a Version Bump
+
+   If you need to revert a version bump:
+
+   1. Find the version bump commit hash:
+      ```bash
+      git log --oneline | grep "Bump {package-name}"
+      ```
+
+   2. Revert the commit:
+      ```bash
+      git revert <commit-hash>
+      ```
+
+   3. Delete the tag locally and remotely:
+      ```bash
+      # Find the tag (usually v{version})
+      git tag -l
+
+      # Delete locally
+      git tag -d v{version}
+
+      # Delete remotely
+      git push origin :refs/tags/v{version}
+      ```
+
+   4. Push the revert:
+      ```bash
+      git push origin main
+      ```
+
+   **Per-package examples:**
+   - cua-core: Look for tags like `v0.1.x` in `libs/python/core`
+   - cua-computer: Look for tags like `v0.1.x` in `libs/python/computer`
+   - etc.
+   ```
+
+## Error Handling
+
+### Potential Failures
+
+1. **bump2version fails**:
+   - Cause: Missing or invalid `.bumpversion.cfg`
+   - Effect: Workflow fails immediately, no commit made
+   - Resolution: Check .bumpversion.cfg syntax
+
+2. **Push fails**:
+   - Cause: Non-fast-forward (someone pushed between checkout and push)
+   - Effect: Git push fails
+   - Resolution: Re-run workflow (will fetch latest)
+
+3. **Wrong directory**:
+   - Cause: Incorrect `package_directory` in caller workflow
+   - Effect: bump2version can't find .bumpversion.cfg
+   - Resolution: Fix package_directory parameter
+
+4. **Permissions**:
+   - Cause: GITHUB_TOKEN lacks write access
+   - Effect: Push fails
+   - Resolution: Ensure `permissions: contents: write` in workflow
+
+### Edge Cases
+
+- **Double-trigger**: Second run fails (version already bumped, nothing to commit) - acceptable
+- **Manual edits**: bump2version handles correctly (bumps from current version)
+- **No rollback automation**: Manual rollback required (documented in Development.md)
+
+## Migration from Makefile
+
+### Deprecate but Keep
+
+Keep the Makefile targets for local testing, but update Development.md to recommend GitHub Actions workflows as the primary method.
+
+**Makefile note to add:**
+```makefile
+# NOTE: For releases, prefer using GitHub Actions workflows (see Development.md)
+# These targets are kept for local testing only
+```
+
+## Future Considerations
+
+1. **PyPI publish integration**: Could add workflow_dispatch input to optionally trigger publish after bump
+2. **Changelog generation**: Could integrate changelog updates in version bump workflow
+3. **PR-based flow**: If branch protection is added, switch to creating PRs instead of direct push
+4. **Notification**: Could add Slack/Discord notifications on successful version bumps
+
+## Success Criteria
+
+- [ ] 7 caller workflow files created and working
+- [ ] 1 reusable workflow file created and working
+- [ ] Development.md updated with links to all workflows
+- [ ] Development.md includes branch protection note
+- [ ] Development.md includes rollback instructions for each package
+- [ ] Manual test: Successfully bump a package version via workflow_dispatch
+- [ ] Verify: Commit, tag, and push happen automatically
+- [ ] Verify: Links in Development.md navigate to correct workflows

From 5591b959165a4f4079e40496c5a91503afc300cf Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:36:47 +0800
Subject: [PATCH 189/220] Add .worktrees/ to .gitignore for worktree support

---
 .gitignore | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.gitignore b/.gitignore
index e623dda8..8cae22ce 100644
--- a/.gitignore
+++ b/.gitignore
@@ -111,6 +111,9 @@ ENV/
 env.bak/
 venv.bak/
 
+# Git worktrees
+.worktrees/
+
 # Spyder project settings
 .spyderproject
 .spyproject

From 2aed5e6b5993f621fb976bbccd07ad729708915c Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:38:59 +0800
Subject: [PATCH 190/220] docs: add implementation plan for version bump
 workflows

---
 .../2025-10-25-version-bump-workflows.md      | 628 ++++++++++++++++++
 1 file changed, 628 insertions(+)
 create mode 100644 docs/plans/2025-10-25-version-bump-workflows.md

diff --git a/docs/plans/2025-10-25-version-bump-workflows.md b/docs/plans/2025-10-25-version-bump-workflows.md
new file mode 100644
index 00000000..92392f9d
--- /dev/null
+++ b/docs/plans/2025-10-25-version-bump-workflows.md
@@ -0,0 +1,628 @@
+# Version Bump Workflows Implementation Plan
+
+> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
+
+**Goal:** Replace Makefile-based bump2version commands with GitHub Actions workflow_dispatch workflows accessible via links in Development.md.
+
+**Architecture:** Reusable workflow pattern with one core workflow containing bump2version logic, and 7 caller workflows (one per Python package) that invoke the reusable workflow with package-specific parameters.
+
+**Tech Stack:** GitHub Actions, bump2version, git
+
+---
+
+## Task 1: Create Reusable Workflow
+
+**Files:**
+- Create: `.github/workflows/bump-version-reusable.yml`
+
+**Step 1: Create the reusable workflow file**
+
+Create `.github/workflows/bump-version-reusable.yml`:
+
+```yaml
+name: Bump Version (Reusable)
+
+on:
+  workflow_call:
+    inputs:
+      package_name:
+        description: 'Package display name (e.g., cua-core)'
+        required: true
+        type: string
+      package_directory:
+        description: 'Package directory relative to repo root (e.g., libs/python/core)'
+        required: true
+        type: string
+      bump_type:
+        description: 'Version bump type (patch, minor, or major)'
+        required: true
+        type: string
+
+permissions:
+  contents: write
+
+jobs:
+  bump-version:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd ${{ inputs.package_directory }}
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags
+```
+
+**Step 2: Validate YAML syntax**
+
+Run: `yamllint .github/workflows/bump-version-reusable.yml` (if available) or use online validator
+
+Expected: No syntax errors
+
+**Step 3: Verify structure**
+
+Check that:
+- File has correct `workflow_call` trigger
+- All 3 inputs are defined (package_name, package_directory, bump_type)
+- Permissions include `contents: write`
+- Steps follow correct order: checkout → setup → install → git config → bump → push
+
+**Step 4: Commit**
+
+```bash
+git add .github/workflows/bump-version-reusable.yml
+git commit -m "feat: add reusable bump version workflow"
+```
+
+---
+
+## Task 2: Create Caller Workflow for cua-core
+
+**Files:**
+- Create: `.github/workflows/bump-version-core.yml`
+
+**Step 1: Create the caller workflow file**
+
+Create `.github/workflows/bump-version-core.yml`:
+
+```yaml
+name: Bump cua-core Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-core'
+      package_directory: 'libs/python/core'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Step 2: Validate YAML syntax**
+
+Run: Check syntax with validator
+
+Expected: No syntax errors
+
+**Step 3: Verify structure**
+
+Check that:
+- File has `workflow_dispatch` trigger with bump_type input
+- Input type is `choice` with options: patch, minor, major
+- Job calls reusable workflow with correct path
+- Package-specific values are correct: 'cua-core' and 'libs/python/core'
+- `secrets: inherit` is present
+
+**Step 4: Commit**
+
+```bash
+git add .github/workflows/bump-version-core.yml
+git commit -m "feat: add bump version workflow for cua-core"
+```
+
+---
+
+## Task 3: Create Caller Workflow for cua-computer
+
+**Files:**
+- Create: `.github/workflows/bump-version-computer.yml`
+
+**Step 1: Create the caller workflow file**
+
+Create `.github/workflows/bump-version-computer.yml`:
+
+```yaml
+name: Bump cua-computer Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-computer'
+      package_directory: 'libs/python/computer'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Step 2: Validate and verify**
+
+Check syntax and structure (same as Task 2)
+
+**Step 3: Commit**
+
+```bash
+git add .github/workflows/bump-version-computer.yml
+git commit -m "feat: add bump version workflow for cua-computer"
+```
+
+---
+
+## Task 4: Create Caller Workflow for cua-agent
+
+**Files:**
+- Create: `.github/workflows/bump-version-agent.yml`
+
+**Step 1: Create the caller workflow file**
+
+Create `.github/workflows/bump-version-agent.yml`:
+
+```yaml
+name: Bump cua-agent Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-agent'
+      package_directory: 'libs/python/agent'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Step 2: Validate and verify**
+
+Check syntax and structure
+
+**Step 3: Commit**
+
+```bash
+git add .github/workflows/bump-version-agent.yml
+git commit -m "feat: add bump version workflow for cua-agent"
+```
+
+---
+
+## Task 5: Create Caller Workflow for cua-som
+
+**Files:**
+- Create: `.github/workflows/bump-version-som.yml`
+
+**Step 1: Create the caller workflow file**
+
+Create `.github/workflows/bump-version-som.yml`:
+
+```yaml
+name: Bump cua-som Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-som'
+      package_directory: 'libs/python/som'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Step 2: Validate and verify**
+
+Check syntax and structure
+
+**Step 3: Commit**
+
+```bash
+git add .github/workflows/bump-version-som.yml
+git commit -m "feat: add bump version workflow for cua-som"
+```
+
+---
+
+## Task 6: Create Caller Workflow for pylume
+
+**Files:**
+- Create: `.github/workflows/bump-version-pylume.yml`
+
+**Step 1: Create the caller workflow file**
+
+Create `.github/workflows/bump-version-pylume.yml`:
+
+```yaml
+name: Bump pylume Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'pylume'
+      package_directory: 'libs/python/pylume'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Step 2: Validate and verify**
+
+Check syntax and structure
+
+**Step 3: Commit**
+
+```bash
+git add .github/workflows/bump-version-pylume.yml
+git commit -m "feat: add bump version workflow for pylume"
+```
+
+---
+
+## Task 7: Create Caller Workflow for cua-computer-server
+
+**Files:**
+- Create: `.github/workflows/bump-version-computer-server.yml`
+
+**Step 1: Create the caller workflow file**
+
+Create `.github/workflows/bump-version-computer-server.yml`:
+
+```yaml
+name: Bump cua-computer-server Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-computer-server'
+      package_directory: 'libs/python/computer-server'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Step 2: Validate and verify**
+
+Check syntax and structure
+
+**Step 3: Commit**
+
+```bash
+git add .github/workflows/bump-version-computer-server.yml
+git commit -m "feat: add bump version workflow for cua-computer-server"
+```
+
+---
+
+## Task 8: Create Caller Workflow for cua-mcp-server
+
+**Files:**
+- Create: `.github/workflows/bump-version-mcp-server.yml`
+
+**Step 1: Create the caller workflow file**
+
+Create `.github/workflows/bump-version-mcp-server.yml`:
+
+```yaml
+name: Bump cua-mcp-server Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-mcp-server'
+      package_directory: 'libs/python/mcp-server'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+```
+
+**Step 2: Validate and verify**
+
+Check syntax and structure
+
+**Step 3: Commit**
+
+```bash
+git add .github/workflows/bump-version-mcp-server.yml
+git commit -m "feat: add bump version workflow for cua-mcp-server"
+```
+
+---
+
+## Task 9: Update Development.md
+
+**Files:**
+- Modify: `Development.md` (replace "Releasing Packages" section)
+
+**Step 1: Read the current Development.md**
+
+Run: `cat Development.md | grep -A 50 "## Releasing Packages"`
+
+Expected: See current content about Makefile and bump2version
+
+**Step 2: Replace the "Releasing Packages" section**
+
+Replace the entire "Releasing Packages" section (starting at line ~350) with:
+
+```markdown
+## Releasing Packages
+
+Cua uses automated GitHub Actions workflows to bump package versions. Click the links below to trigger a version bump:
+
+> **Note:** The main branch is currently not protected. If branch protection is enabled in the future, the github-actions bot must be added to the bypass list for these workflows to commit directly.
+
+### Version Bump Workflows
+
+| Package | Workflow Link |
+|---------|---------------|
+| **cua-core** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml) |
+| **cua-computer** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml) |
+| **cua-agent** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml) |
+| **cua-som** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml) |
+| **pylume** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml) |
+| **cua-computer-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer-server.yml) |
+| **cua-mcp-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml) |
+
+**How to use:**
+1. Click the workflow link for the package you want to bump
+2. Click the "Run workflow" button in the GitHub UI
+3. Select the bump type from the dropdown (patch/minor/major)
+4. Click "Run workflow" to start the version bump
+5. The workflow will automatically commit changes and push to main
+
+### Rolling Back a Version Bump
+
+If you need to revert a version bump, follow these steps:
+
+**Step 1: Find the version bump commit**
+
+```bash
+# List recent commits
+git log --oneline | grep "Bump"
+
+# Example output:
+# a1b2c3d Bump version: 0.1.8 → 0.1.9
+```
+
+**Step 2: Revert the commit**
+
+```bash
+# Revert the specific commit
+git revert <commit-hash>
+
+# Example:
+# git revert a1b2c3d
+```
+
+**Step 3: Delete the git tag**
+
+```bash
+# List tags to find the version tag
+git tag -l
+
+# Delete the tag locally
+git tag -d v0.1.9
+
+# Delete the tag remotely
+git push origin :refs/tags/v0.1.9
+```
+
+**Step 4: Push the revert**
+
+```bash
+git push origin main
+```
+
+**Per-package tag patterns:**
+- All packages use tags like `v{version}` (e.g., `v0.1.9`, `v1.0.0`)
+- Each package's .bumpversion.cfg defines the exact tag format
+
+### Local Testing (Advanced)
+
+The Makefile targets are kept for local testing only:
+
+```bash
+# Test version bump locally (dry run)
+make dry-run-patch-core
+
+# View current versions
+make show-versions
+```
+
+**Note:** For production releases, always use the GitHub Actions workflows above instead of running Makefile commands directly.
+```
+
+**Step 3: Verify the changes**
+
+Run: `grep -A 5 "## Releasing Packages" Development.md`
+
+Expected: See new content with workflow links table
+
+**Step 4: Commit**
+
+```bash
+git add Development.md
+git commit -m "docs: update Development.md with version bump workflow links"
+```
+
+---
+
+## Task 10: Add Note to Makefile (Optional)
+
+**Files:**
+- Modify: `Makefile`
+
+**Step 1: Add deprecation note at the top of version bump section**
+
+Find the version bump targets section in Makefile and add this comment at the top:
+
+```makefile
+# NOTE: For production releases, prefer using GitHub Actions workflows (see Development.md)
+# These targets are kept for local testing and dry-runs only.
+```
+
+**Step 2: Commit**
+
+```bash
+git add Makefile
+git commit -m "docs: add note to Makefile about preferring workflows"
+```
+
+---
+
+## Verification Steps
+
+After completing all tasks, verify the implementation:
+
+**1. Check all workflow files exist:**
+
+```bash
+ls -la .github/workflows/bump-version*.yml
+```
+
+Expected: 8 files (1 reusable + 7 caller workflows)
+
+**2. Verify Development.md has links:**
+
+```bash
+grep "bump-version-core.yml" Development.md
+```
+
+Expected: Link to workflow found
+
+**3. Test one workflow manually:**
+
+- Navigate to: https://github.com/trycua/cua/actions/workflows/bump-version-core.yml
+- Click "Run workflow"
+- Select "patch"
+- Click "Run workflow"
+- Verify it runs successfully and creates a commit + tag
+
+**4. Final commit and push:**
+
+```bash
+git status
+git push origin feature/version-bump-workflows
+```
+
+---
+
+## Success Criteria
+
+- ✅ 1 reusable workflow file created
+- ✅ 7 caller workflow files created (one per package)
+- ✅ Development.md updated with workflow links table
+- ✅ Development.md includes branch protection note
+- ✅ Development.md includes rollback instructions
+- ✅ Makefile includes deprecation note
+- ✅ All changes committed with clear commit messages
+- ✅ Manual test of at least one workflow succeeds

From 8aca13ff959072cab96dce2d334eb388ab72e749 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:40:59 +0800
Subject: [PATCH 191/220] feat: add reusable bump version workflow

---
 .github/workflows/bump-version-reusable.yml | 53 +++++++++++++++++++++
 1 file changed, 53 insertions(+)
 create mode 100644 .github/workflows/bump-version-reusable.yml

diff --git a/.github/workflows/bump-version-reusable.yml b/.github/workflows/bump-version-reusable.yml
new file mode 100644
index 00000000..9e0b5c47
--- /dev/null
+++ b/.github/workflows/bump-version-reusable.yml
@@ -0,0 +1,53 @@
+name: Bump Version (Reusable)
+
+on:
+  workflow_call:
+    inputs:
+      package_name:
+        description: 'Package display name (e.g., cua-core)'
+        required: true
+        type: string
+      package_directory:
+        description: 'Package directory relative to repo root (e.g., libs/python/core)'
+        required: true
+        type: string
+      bump_type:
+        description: 'Version bump type (patch, minor, or major)'
+        required: true
+        type: string
+
+permissions:
+  contents: write
+
+jobs:
+  bump-version:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd ${{ inputs.package_directory }}
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags

From 50493a80b13402ec11847ae48f502432a678bbc9 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:43:18 +0800
Subject: [PATCH 192/220] feat: add bump version workflow for cua-core

---
 .github/workflows/bump-version-core.yml | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/workflows/bump-version-core.yml

diff --git a/.github/workflows/bump-version-core.yml b/.github/workflows/bump-version-core.yml
new file mode 100644
index 00000000..ff3302ff
--- /dev/null
+++ b/.github/workflows/bump-version-core.yml
@@ -0,0 +1,22 @@
+name: Bump cua-core Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-core'
+      package_directory: 'libs/python/core'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From 16daa104d5ebccecd64cc1220127e211e83b3e33 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:52:09 +0800
Subject: [PATCH 193/220] feat: add bump version workflow for cua-computer

---
 .github/workflows/bump-version-computer.yml | 22 +++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/workflows/bump-version-computer.yml

diff --git a/.github/workflows/bump-version-computer.yml b/.github/workflows/bump-version-computer.yml
new file mode 100644
index 00000000..5f1f709b
--- /dev/null
+++ b/.github/workflows/bump-version-computer.yml
@@ -0,0 +1,22 @@
+name: Bump cua-computer Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-computer'
+      package_directory: 'libs/python/computer'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From ba39c3a3e7036b7c159d559e3ef4ee19af4649b5 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:52:17 +0800
Subject: [PATCH 194/220] feat: add bump version workflow for cua-agent

---
 .github/workflows/bump-version-agent.yml | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/workflows/bump-version-agent.yml

diff --git a/.github/workflows/bump-version-agent.yml b/.github/workflows/bump-version-agent.yml
new file mode 100644
index 00000000..71f3b332
--- /dev/null
+++ b/.github/workflows/bump-version-agent.yml
@@ -0,0 +1,22 @@
+name: Bump cua-agent Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-agent'
+      package_directory: 'libs/python/agent'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From f35e2697d03a5ce11a49d690d6638c86b1047646 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:52:26 +0800
Subject: [PATCH 195/220] feat: add bump version workflow for cua-som

---
 .github/workflows/bump-version-som.yml | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/workflows/bump-version-som.yml

diff --git a/.github/workflows/bump-version-som.yml b/.github/workflows/bump-version-som.yml
new file mode 100644
index 00000000..1a6b6dbb
--- /dev/null
+++ b/.github/workflows/bump-version-som.yml
@@ -0,0 +1,22 @@
+name: Bump cua-som Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-som'
+      package_directory: 'libs/python/som'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From d031fb18196f39c9deced6918cf99c4486c4937d Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:52:35 +0800
Subject: [PATCH 196/220] feat: add bump version workflow for pylume

---
 .github/workflows/bump-version-pylume.yml | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/workflows/bump-version-pylume.yml

diff --git a/.github/workflows/bump-version-pylume.yml b/.github/workflows/bump-version-pylume.yml
new file mode 100644
index 00000000..0651ba8c
--- /dev/null
+++ b/.github/workflows/bump-version-pylume.yml
@@ -0,0 +1,22 @@
+name: Bump pylume Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'pylume'
+      package_directory: 'libs/python/pylume'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From e2fce039c3798e7f533648fd77c469e4176536a7 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:52:43 +0800
Subject: [PATCH 197/220] feat: add bump version workflow for
 cua-computer-server

---
 .../bump-version-computer-server.yml          | 22 +++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/workflows/bump-version-computer-server.yml

diff --git a/.github/workflows/bump-version-computer-server.yml b/.github/workflows/bump-version-computer-server.yml
new file mode 100644
index 00000000..0d2035c1
--- /dev/null
+++ b/.github/workflows/bump-version-computer-server.yml
@@ -0,0 +1,22 @@
+name: Bump cua-computer-server Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-computer-server'
+      package_directory: 'libs/python/computer-server'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From 80574337db991d75a281258d5838dcdb283cb9fe Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:52:52 +0800
Subject: [PATCH 198/220] feat: add bump version workflow for cua-mcp-server

---
 .github/workflows/bump-version-mcp-server.yml | 22 +++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 .github/workflows/bump-version-mcp-server.yml

diff --git a/.github/workflows/bump-version-mcp-server.yml b/.github/workflows/bump-version-mcp-server.yml
new file mode 100644
index 00000000..be367db9
--- /dev/null
+++ b/.github/workflows/bump-version-mcp-server.yml
@@ -0,0 +1,22 @@
+name: Bump cua-mcp-server Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_type:
+        description: 'Version bump type'
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump:
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: 'cua-mcp-server'
+      package_directory: 'libs/python/mcp-server'
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From 0236c85aaa5b01fb0844ec7b537554e976dde20e Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:56:05 +0800
Subject: [PATCH 199/220] docs: update Development.md with version bump
 workflow links

---
 Development.md | 135 +++++++++++++++++++++++++++++--------------------
 1 file changed, 81 insertions(+), 54 deletions(-)

diff --git a/Development.md b/Development.md
index 23b025de..33f9a312 100644
--- a/Development.md
+++ b/Development.md
@@ -349,67 +349,94 @@ For Swift code in the `libs/lume` directory:
 
 ## Releasing Packages
 
-Cua uses `bump2version` to manage package versions across all Python modules. A Makefile is provided to simplify the release process.
+Cua uses automated GitHub Actions workflows to bump package versions. Click the links below to trigger a version bump:
 
-### Prerequisites
+> **Note:** The main branch is currently not protected. If branch protection is enabled in the future, the github-actions bot must be added to the bypass list for these workflows to commit directly.
 
-#### install `bump2version`
+### Version Bump Workflows
 
-using brew
+| Package | Workflow Link |
+|---------|---------------|
+| **cua-core** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml) |
+| **cua-computer** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml) |
+| **cua-agent** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml) |
+| **cua-som** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml) |
+| **pylume** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml) |
+| **cua-computer-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer-server.yml) |
+| **cua-mcp-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml) |
 
-```
-brew install bumpversion
-```
+**How to use:**
+1. Click the workflow link for the package you want to bump
+2. Click the "Run workflow" button in the GitHub UI
+3. Select the bump type from the dropdown (patch/minor/major)
+4. Click "Run workflow" to start the version bump
+5. The workflow will automatically commit changes and push to main
 
-### View Current Versions
+### Rolling Back a Version Bump
+
+If you need to revert a version bump, follow these steps:
+
+**Step 1: Find the version bump commit**
 
 ```bash
+# List recent commits
+git log --oneline | grep "Bump"
+
+# Example output:
+# a1b2c3d Bump cua-core to v0.1.9
+```
+
+**Step 2: Revert the commit**
+
+```bash
+# Revert the specific commit
+git revert <commit-hash>
+
+# Example:
+# git revert a1b2c3d
+```
+
+**Step 3: Delete the git tag**
+
+```bash
+# List tags to find the version tag
+git tag -l
+
+# Delete the tag locally (use the correct package-specific format)
+git tag -d core-v0.1.9
+
+# Delete the tag remotely
+git push origin :refs/tags/core-v0.1.9
+```
+
+**Step 4: Push the revert**
+
+```bash
+git push origin main
+```
+
+**Per-package tag patterns:**
+
+Each package uses its own tag format defined in `.bumpversion.cfg`:
+
+- **cua-core**: `core-v{version}` (e.g., `core-v0.1.9`)
+- **cua-computer**: `computer-v{version}` (e.g., `computer-v0.4.7`)
+- **cua-agent**: `agent-v{version}` (e.g., `agent-v0.4.35`)
+- **cua-som**: `som-v{version}` (e.g., `som-v0.1.3`)
+- **pylume**: `pylume-v{version}` (e.g., `pylume-v0.2.1`)
+- **cua-computer-server**: `computer-server-v{version}` (e.g., `computer-server-v0.1.27`)
+- **cua-mcp-server**: `mcp-server-v{version}` (e.g., `mcp-server-v0.1.14`)
+
+### Local Testing (Advanced)
+
+The Makefile targets are kept for local testing only:
+
+```bash
+# Test version bump locally (dry run)
+make dry-run-patch-core
+
+# View current versions
 make show-versions
 ```
 
-### Bump Package Versions
-
-To bump a specific package version:
-
-```bash
-# Patch version bump (e.g., 0.1.8 → 0.1.9)
-make bump-patch-core          # cua-core
-make bump-patch-pylume        # pylume
-make bump-patch-computer      # cua-computer
-make bump-patch-som           # cua-som
-make bump-patch-agent         # cua-agent
-make bump-patch-computer-server  # cua-computer-server
-make bump-patch-mcp-server    # cua-mcp-server
-
-# Minor version bump (e.g., 0.1.8 → 0.2.0)
-make bump-minor-core          # Replace 'core' with any package name
-
-# Major version bump (e.g., 0.1.8 → 1.0.0)
-make bump-major-core          # Replace 'core' with any package name
-```
-
-### Dry Run (Test Before Bumping)
-
-To preview changes without modifying files:
-
-```bash
-make dry-run-patch-core       # Test patch bump for cua-core
-make dry-run-minor-pylume     # Test minor bump for pylume
-make dry-run-major-agent      # Test major bump for cua-agent
-```
-
-### Bump All Packages (Use with Caution)
-
-```bash
-make bump-all-patch           # Bumps patch version for ALL packages
-```
-
-### After Bumping
-
-After running any bump command, push your changes:
-
-```bash
-git push origin main && git push origin --tags
-```
-
-For more details, run `make help` or see the [Makefile](./Makefile).
+**Note:** For production releases, always use the GitHub Actions workflows above instead of running Makefile commands directly.

From e317db58496d00536c6bf351748d21fb284d3a8e Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 01:59:40 +0800
Subject: [PATCH 200/220] docs: add note to Makefile about preferring workflows

---
 Makefile | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/Makefile b/Makefile
index 8d0f718b..4e337f9d 100644
--- a/Makefile
+++ b/Makefile
@@ -14,6 +14,9 @@ help: ## Show this help message
 	@echo ""
 	@echo "After bumping, push changes with: git push origin main"
 
+# NOTE: For production releases, prefer using GitHub Actions workflows (see Development.md)
+# These targets are kept for local testing and dry-runs only.
+
 # Core package targets
 bump-patch-core: ## Bump patch version of cua-core (0.1.8 → 0.1.9)
 	@echo "Bumping cua-core patch version..."

From f11db63d3c4c0585226b8edce3ff355ba742d5fb Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 02:12:05 +0800
Subject: [PATCH 201/220] Fix code formatting with prettier
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Applied prettier formatting to workflow files and documentation.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/bump-version-agent.yml      |  6 +--
 .../bump-version-computer-server.yml          |  6 +--
 .github/workflows/bump-version-computer.yml   |  6 +--
 .github/workflows/bump-version-core.yml       |  6 +--
 .github/workflows/bump-version-mcp-server.yml |  6 +--
 .github/workflows/bump-version-pylume.yml     |  6 +--
 .github/workflows/bump-version-reusable.yml   |  8 ++--
 .github/workflows/bump-version-som.yml        |  6 +--
 Development.md                                | 17 +++++----
 ...025-10-25-version-bump-workflows-design.md | 34 ++++++++++++-----
 .../2025-10-25-version-bump-workflows.md      | 38 +++++++++++++------
 11 files changed, 86 insertions(+), 53 deletions(-)

diff --git a/.github/workflows/bump-version-agent.yml b/.github/workflows/bump-version-agent.yml
index 71f3b332..79774ca8 100644
--- a/.github/workflows/bump-version-agent.yml
+++ b/.github/workflows/bump-version-agent.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       bump_type:
-        description: 'Version bump type'
+        description: "Version bump type"
         required: true
         type: choice
         options:
@@ -16,7 +16,7 @@ jobs:
   bump:
     uses: ./.github/workflows/bump-version-reusable.yml
     with:
-      package_name: 'cua-agent'
-      package_directory: 'libs/python/agent'
+      package_name: "cua-agent"
+      package_directory: "libs/python/agent"
       bump_type: ${{ inputs.bump_type }}
     secrets: inherit
diff --git a/.github/workflows/bump-version-computer-server.yml b/.github/workflows/bump-version-computer-server.yml
index 0d2035c1..3ec09278 100644
--- a/.github/workflows/bump-version-computer-server.yml
+++ b/.github/workflows/bump-version-computer-server.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       bump_type:
-        description: 'Version bump type'
+        description: "Version bump type"
         required: true
         type: choice
         options:
@@ -16,7 +16,7 @@ jobs:
   bump:
     uses: ./.github/workflows/bump-version-reusable.yml
     with:
-      package_name: 'cua-computer-server'
-      package_directory: 'libs/python/computer-server'
+      package_name: "cua-computer-server"
+      package_directory: "libs/python/computer-server"
       bump_type: ${{ inputs.bump_type }}
     secrets: inherit
diff --git a/.github/workflows/bump-version-computer.yml b/.github/workflows/bump-version-computer.yml
index 5f1f709b..ec7c8b76 100644
--- a/.github/workflows/bump-version-computer.yml
+++ b/.github/workflows/bump-version-computer.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       bump_type:
-        description: 'Version bump type'
+        description: "Version bump type"
         required: true
         type: choice
         options:
@@ -16,7 +16,7 @@ jobs:
   bump:
     uses: ./.github/workflows/bump-version-reusable.yml
     with:
-      package_name: 'cua-computer'
-      package_directory: 'libs/python/computer'
+      package_name: "cua-computer"
+      package_directory: "libs/python/computer"
       bump_type: ${{ inputs.bump_type }}
     secrets: inherit
diff --git a/.github/workflows/bump-version-core.yml b/.github/workflows/bump-version-core.yml
index ff3302ff..f611272d 100644
--- a/.github/workflows/bump-version-core.yml
+++ b/.github/workflows/bump-version-core.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       bump_type:
-        description: 'Version bump type'
+        description: "Version bump type"
         required: true
         type: choice
         options:
@@ -16,7 +16,7 @@ jobs:
   bump:
     uses: ./.github/workflows/bump-version-reusable.yml
     with:
-      package_name: 'cua-core'
-      package_directory: 'libs/python/core'
+      package_name: "cua-core"
+      package_directory: "libs/python/core"
       bump_type: ${{ inputs.bump_type }}
     secrets: inherit
diff --git a/.github/workflows/bump-version-mcp-server.yml b/.github/workflows/bump-version-mcp-server.yml
index be367db9..8615f3db 100644
--- a/.github/workflows/bump-version-mcp-server.yml
+++ b/.github/workflows/bump-version-mcp-server.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       bump_type:
-        description: 'Version bump type'
+        description: "Version bump type"
         required: true
         type: choice
         options:
@@ -16,7 +16,7 @@ jobs:
   bump:
     uses: ./.github/workflows/bump-version-reusable.yml
     with:
-      package_name: 'cua-mcp-server'
-      package_directory: 'libs/python/mcp-server'
+      package_name: "cua-mcp-server"
+      package_directory: "libs/python/mcp-server"
       bump_type: ${{ inputs.bump_type }}
     secrets: inherit
diff --git a/.github/workflows/bump-version-pylume.yml b/.github/workflows/bump-version-pylume.yml
index 0651ba8c..499297f0 100644
--- a/.github/workflows/bump-version-pylume.yml
+++ b/.github/workflows/bump-version-pylume.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       bump_type:
-        description: 'Version bump type'
+        description: "Version bump type"
         required: true
         type: choice
         options:
@@ -16,7 +16,7 @@ jobs:
   bump:
     uses: ./.github/workflows/bump-version-reusable.yml
     with:
-      package_name: 'pylume'
-      package_directory: 'libs/python/pylume'
+      package_name: "pylume"
+      package_directory: "libs/python/pylume"
       bump_type: ${{ inputs.bump_type }}
     secrets: inherit
diff --git a/.github/workflows/bump-version-reusable.yml b/.github/workflows/bump-version-reusable.yml
index 9e0b5c47..fa7f432d 100644
--- a/.github/workflows/bump-version-reusable.yml
+++ b/.github/workflows/bump-version-reusable.yml
@@ -4,15 +4,15 @@ on:
   workflow_call:
     inputs:
       package_name:
-        description: 'Package display name (e.g., cua-core)'
+        description: "Package display name (e.g., cua-core)"
         required: true
         type: string
       package_directory:
-        description: 'Package directory relative to repo root (e.g., libs/python/core)'
+        description: "Package directory relative to repo root (e.g., libs/python/core)"
         required: true
         type: string
       bump_type:
-        description: 'Version bump type (patch, minor, or major)'
+        description: "Version bump type (patch, minor, or major)"
         required: true
         type: string
 
@@ -33,7 +33,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: '3.11'
+          python-version: "3.11"
 
       - name: Install bump2version
         run: pip install bump2version
diff --git a/.github/workflows/bump-version-som.yml b/.github/workflows/bump-version-som.yml
index 1a6b6dbb..11abaa0a 100644
--- a/.github/workflows/bump-version-som.yml
+++ b/.github/workflows/bump-version-som.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       bump_type:
-        description: 'Version bump type'
+        description: "Version bump type"
         required: true
         type: choice
         options:
@@ -16,7 +16,7 @@ jobs:
   bump:
     uses: ./.github/workflows/bump-version-reusable.yml
     with:
-      package_name: 'cua-som'
-      package_directory: 'libs/python/som'
+      package_name: "cua-som"
+      package_directory: "libs/python/som"
       bump_type: ${{ inputs.bump_type }}
     secrets: inherit
diff --git a/Development.md b/Development.md
index 33f9a312..c9cb037a 100644
--- a/Development.md
+++ b/Development.md
@@ -355,17 +355,18 @@ Cua uses automated GitHub Actions workflows to bump package versions. Click the
 
 ### Version Bump Workflows
 
-| Package | Workflow Link |
-|---------|---------------|
-| **cua-core** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml) |
-| **cua-computer** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml) |
-| **cua-agent** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml) |
-| **cua-som** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml) |
-| **pylume** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml) |
+| Package                 | Workflow Link                                                                                    |
+| ----------------------- | ------------------------------------------------------------------------------------------------ |
+| **cua-core**            | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml)            |
+| **cua-computer**        | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml)        |
+| **cua-agent**           | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml)           |
+| **cua-som**             | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml)             |
+| **pylume**              | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml)          |
 | **cua-computer-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer-server.yml) |
-| **cua-mcp-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml) |
+| **cua-mcp-server**      | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml)      |
 
 **How to use:**
+
 1. Click the workflow link for the package you want to bump
 2. Click the "Run workflow" button in the GitHub UI
 3. Select the bump type from the dropdown (patch/minor/major)
diff --git a/docs/plans/2025-10-25-version-bump-workflows-design.md b/docs/plans/2025-10-25-version-bump-workflows-design.md
index f968cc25..06de3a75 100644
--- a/docs/plans/2025-10-25-version-bump-workflows-design.md
+++ b/docs/plans/2025-10-25-version-bump-workflows-design.md
@@ -23,6 +23,7 @@ Replace Makefile-based bump2version commands with GitHub Actions workflow_dispat
 **Rationale:** Follows GitHub Actions best practices, maintains DRY principle, easy to update core logic.
 
 **File Structure:**
+
 ```
 .github/workflows/
 ├── bump-version-reusable.yml          # Core reusable workflow
@@ -42,14 +43,17 @@ Replace Makefile-based bump2version commands with GitHub Actions workflow_dispat
 **File:** `.github/workflows/bump-version-reusable.yml`
 
 **Inputs:**
+
 - `package_name` (string): Display name (e.g., "cua-core")
 - `package_directory` (string): Path relative to repo root (e.g., "libs/python/core")
 - `bump_type` (string): patch/minor/major (passed from caller)
 
 **Permissions:**
+
 - `contents: write` - Required to push commits and tags
 
 **Jobs:**
+
 1. **checkout**: Fetch repository with full history (needed for tags)
 2. **setup-python**: Install Python 3.11+
 3. **install-bump2version**: Install via pip
@@ -96,15 +100,15 @@ jobs:
 
 **Package-Specific Values:**
 
-| Workflow File | package_name | package_directory |
-|--------------|--------------|-------------------|
-| bump-version-core.yml | cua-core | libs/python/core |
-| bump-version-computer.yml | cua-computer | libs/python/computer |
-| bump-version-agent.yml | cua-agent | libs/python/agent |
-| bump-version-som.yml | cua-som | libs/python/som |
-| bump-version-pylume.yml | pylume | libs/python/pylume |
+| Workflow File                    | package_name        | package_directory           |
+| -------------------------------- | ------------------- | --------------------------- |
+| bump-version-core.yml            | cua-core            | libs/python/core            |
+| bump-version-computer.yml        | cua-computer        | libs/python/computer        |
+| bump-version-agent.yml           | cua-agent           | libs/python/agent           |
+| bump-version-som.yml             | cua-som             | libs/python/som             |
+| bump-version-pylume.yml          | pylume              | libs/python/pylume          |
 | bump-version-computer-server.yml | cua-computer-server | libs/python/computer-server |
-| bump-version-mcp-server.yml | cua-mcp-server | libs/python/mcp-server |
+| bump-version-mcp-server.yml      | cua-mcp-server      | libs/python/mcp-server      |
 
 ## Development.md Changes
 
@@ -113,24 +117,29 @@ jobs:
 **New content includes:**
 
 1. **Link table** with workflow_dispatch links for all packages:
+
    ```markdown
    ### cua-core
+
    - [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml) - Select patch/minor/major
 
    ### cua-computer
+
    - [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml) - Select patch/minor/major
 
    ... (continue for all 7 packages)
    ```
 
 2. **Branch Protection Note:**
+
    ```markdown
    > **Note:** The main branch is currently not protected. If branch protection is enabled in the future,
    > the github-actions bot must be added to the bypass list for these workflows to commit directly.
    ```
 
 3. **Rollback Instructions:**
-   ```markdown
+
+   ````markdown
    ### Rolling Back a Version Bump
 
    If you need to revert a version bump:
@@ -139,13 +148,16 @@ jobs:
       ```bash
       git log --oneline | grep "Bump {package-name}"
       ```
+   ````
 
    2. Revert the commit:
+
       ```bash
       git revert <commit-hash>
       ```
 
    3. Delete the tag locally and remotely:
+
       ```bash
       # Find the tag (usually v{version})
       git tag -l
@@ -166,6 +178,9 @@ jobs:
    - cua-core: Look for tags like `v0.1.x` in `libs/python/core`
    - cua-computer: Look for tags like `v0.1.x` in `libs/python/computer`
    - etc.
+
+   ```
+
    ```
 
 ## Error Handling
@@ -205,6 +220,7 @@ jobs:
 Keep the Makefile targets for local testing, but update Development.md to recommend GitHub Actions workflows as the primary method.
 
 **Makefile note to add:**
+
 ```makefile
 # NOTE: For releases, prefer using GitHub Actions workflows (see Development.md)
 # These targets are kept for local testing only
diff --git a/docs/plans/2025-10-25-version-bump-workflows.md b/docs/plans/2025-10-25-version-bump-workflows.md
index 92392f9d..c8250dab 100644
--- a/docs/plans/2025-10-25-version-bump-workflows.md
+++ b/docs/plans/2025-10-25-version-bump-workflows.md
@@ -13,6 +13,7 @@
 ## Task 1: Create Reusable Workflow
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-reusable.yml`
 
 **Step 1: Create the reusable workflow file**
@@ -84,6 +85,7 @@ Expected: No syntax errors
 **Step 3: Verify structure**
 
 Check that:
+
 - File has correct `workflow_call` trigger
 - All 3 inputs are defined (package_name, package_directory, bump_type)
 - Permissions include `contents: write`
@@ -101,6 +103,7 @@ git commit -m "feat: add reusable bump version workflow"
 ## Task 2: Create Caller Workflow for cua-core
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-core.yml`
 
 **Step 1: Create the caller workflow file**
@@ -141,6 +144,7 @@ Expected: No syntax errors
 **Step 3: Verify structure**
 
 Check that:
+
 - File has `workflow_dispatch` trigger with bump_type input
 - Input type is `choice` with options: patch, minor, major
 - Job calls reusable workflow with correct path
@@ -159,6 +163,7 @@ git commit -m "feat: add bump version workflow for cua-core"
 ## Task 3: Create Caller Workflow for cua-computer
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-computer.yml`
 
 **Step 1: Create the caller workflow file**
@@ -206,6 +211,7 @@ git commit -m "feat: add bump version workflow for cua-computer"
 ## Task 4: Create Caller Workflow for cua-agent
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-agent.yml`
 
 **Step 1: Create the caller workflow file**
@@ -253,6 +259,7 @@ git commit -m "feat: add bump version workflow for cua-agent"
 ## Task 5: Create Caller Workflow for cua-som
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-som.yml`
 
 **Step 1: Create the caller workflow file**
@@ -300,6 +307,7 @@ git commit -m "feat: add bump version workflow for cua-som"
 ## Task 6: Create Caller Workflow for pylume
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-pylume.yml`
 
 **Step 1: Create the caller workflow file**
@@ -347,6 +355,7 @@ git commit -m "feat: add bump version workflow for pylume"
 ## Task 7: Create Caller Workflow for cua-computer-server
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-computer-server.yml`
 
 **Step 1: Create the caller workflow file**
@@ -394,6 +403,7 @@ git commit -m "feat: add bump version workflow for cua-computer-server"
 ## Task 8: Create Caller Workflow for cua-mcp-server
 
 **Files:**
+
 - Create: `.github/workflows/bump-version-mcp-server.yml`
 
 **Step 1: Create the caller workflow file**
@@ -441,6 +451,7 @@ git commit -m "feat: add bump version workflow for cua-mcp-server"
 ## Task 9: Update Development.md
 
 **Files:**
+
 - Modify: `Development.md` (replace "Releasing Packages" section)
 
 **Step 1: Read the current Development.md**
@@ -453,7 +464,7 @@ Expected: See current content about Makefile and bump2version
 
 Replace the entire "Releasing Packages" section (starting at line ~350) with:
 
-```markdown
+````markdown
 ## Releasing Packages
 
 Cua uses automated GitHub Actions workflows to bump package versions. Click the links below to trigger a version bump:
@@ -462,17 +473,18 @@ Cua uses automated GitHub Actions workflows to bump package versions. Click the
 
 ### Version Bump Workflows
 
-| Package | Workflow Link |
-|---------|---------------|
-| **cua-core** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml) |
-| **cua-computer** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml) |
-| **cua-agent** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml) |
-| **cua-som** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml) |
-| **pylume** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml) |
+| Package                 | Workflow Link                                                                                    |
+| ----------------------- | ------------------------------------------------------------------------------------------------ |
+| **cua-core**            | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml)            |
+| **cua-computer**        | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml)        |
+| **cua-agent**           | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml)           |
+| **cua-som**             | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml)             |
+| **pylume**              | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml)          |
 | **cua-computer-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer-server.yml) |
-| **cua-mcp-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml) |
+| **cua-mcp-server**      | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml)      |
 
 **How to use:**
+
 1. Click the workflow link for the package you want to bump
 2. Click the "Run workflow" button in the GitHub UI
 3. Select the bump type from the dropdown (patch/minor/major)
@@ -492,6 +504,7 @@ git log --oneline | grep "Bump"
 # Example output:
 # a1b2c3d Bump version: 0.1.8 → 0.1.9
 ```
+````
 
 **Step 2: Revert the commit**
 
@@ -523,6 +536,7 @@ git push origin main
 ```
 
 **Per-package tag patterns:**
+
 - All packages use tags like `v{version}` (e.g., `v0.1.9`, `v1.0.0`)
 - Each package's .bumpversion.cfg defines the exact tag format
 
@@ -539,7 +553,8 @@ make show-versions
 ```
 
 **Note:** For production releases, always use the GitHub Actions workflows above instead of running Makefile commands directly.
-```
+
+````
 
 **Step 3: Verify the changes**
 
@@ -552,13 +567,14 @@ Expected: See new content with workflow links table
 ```bash
 git add Development.md
 git commit -m "docs: update Development.md with version bump workflow links"
-```
+````
 
 ---
 
 ## Task 10: Add Note to Makefile (Optional)
 
 **Files:**
+
 - Modify: `Makefile`
 
 **Step 1: Add deprecation note at the top of version bump section**

From bb721952a1169d193c640700976c223039715c22 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 24 Oct 2025 11:38:06 -0700
Subject: [PATCH 202/220] Add clarifications to README

---
 README.md | 26 ++++++++++++++++++--------
 1 file changed, 18 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index bc1f4567..6ae8fd25 100644
--- a/README.md
+++ b/README.md
@@ -41,13 +41,19 @@ With the Agent SDK, you can:
 
 # Agent Usage
 
+Install the agent SDK:
+
 ```bash
 pip install cua-agent[all]
 ```
 
+Initialize a computer agent using a [model configuration string](#model-configuration) and a [computer instance](#computer-usage):
+
 ```python
 from agent import ComputerAgent
 
+# ComputerAgent works with any computer initialized with the Computer SDK
+
 agent = ComputerAgent(
     model="anthropic/claude-3-5-sonnet-20241022",
     tools=[computer],
@@ -176,22 +182,26 @@ The following table shows which capabilities are supported by each model:
 
 Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
 
-# Computer
+# Computer Usage
+
+Install the computer SDK:
 
 ```bash
-pip install cua-computer[all]
+pip install cua-computer
 ```
 
+Initialize a computer:
+
 ```python
 from computer import Computer
 
-async with Computer(
-    os_type="linux",
-    provider_type="cloud",
+computer = Computer(
+    os_type="linux",  # or "macos", "windows"
+    provider_type="cloud",  # or "lume", "docker", "windows_sandbox"
     name="your-sandbox-name",
-    api_key="your-api-key"
-) as computer:
-    # Take screenshot
+    api_key="your-api-key"  # only for cloud
+    # or use_host_computer_server=True for host desktop
+)
     screenshot = await computer.interface.screenshot()
 
     # Click and type

From 63d0c8122b77c6aa10594da82055f414da8a158e Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 24 Oct 2025 11:48:08 -0700
Subject: [PATCH 203/220] Add a section for each module to the README

---
 README.md | 90 ++++++++++++++++++++++++++++++++++++++++++++++---------
 1 file changed, 76 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 6ae8fd25..e9b5da52 100644
--- a/README.md
+++ b/README.md
@@ -20,12 +20,12 @@
   <video src="https://github.com/user-attachments/assets/c619b4ea-bb8e-4382-860e-f3757e36af20" width="600" controls></video>
 </div>
 
-With the Computer SDK, you can:
+With the [Computer SDK](#computer-sdk), you can:
 
 - automate Windows, Linux, and macOS VMs with a consistent, [pyautogui-like API](https://docs.trycua.com/docs/libraries/computer#interface-actions)
 - create & manage VMs [locally](https://docs.trycua.com/docs/computer-sdk/computers#cua-local-containers) or using [Cua cloud](https://www.trycua.com/)
 
-With the Agent SDK, you can:
+With the [Agent SDK](#agent-sdk), you can:
 
 - run computer-use models with a [consistent schema](https://docs.trycua.com/docs/agent-sdk/message-format)
 - benchmark on OSWorld-Verified, SheetBench-V2, and more [with a single line of code using HUD](https://docs.trycua.com/docs/agent-sdk/integrations/hud) ([Notebook](https://github.com/trycua/cua/blob/main/notebooks/eval_osworld.ipynb))
@@ -39,7 +39,7 @@ With the Agent SDK, you can:
 - [Get started with the Computer-Use Agent CLI](https://docs.trycua.com/docs/quickstart-cli)
 - [Get started with the Python SDKs](https://docs.trycua.com/docs/quickstart-devs)
 
-# Agent Usage
+# Agent SDK
 
 Install the agent SDK:
 
@@ -182,7 +182,9 @@ The following table shows which capabilities are supported by each model:
 
 Missing a model? Create a [feature request](https://github.com/trycua/cua/issues/new?assignees=&labels=enhancement&projects=&title=%5BAgent%5D%3A+Add+model+support+for+) or [contribute](https://github.com/trycua/cua/blob/main/CONTRIBUTING.md)!
 
-# Computer Usage
+Learn more in the [Agent SDK documentation](./libs/python/agent/README.md).
+
+# Computer SDK
 
 Install the computer SDK:
 
@@ -202,25 +204,85 @@ computer = Computer(
     api_key="your-api-key"  # only for cloud
     # or use_host_computer_server=True for host desktop
 )
+
+try:
+    await computer.run()
+
+    # Take a screenshot
     screenshot = await computer.interface.screenshot()
 
     # Click and type
     await computer.interface.left_click(100, 100)
     await computer.interface.type("Hello!")
+finally:
+    await computer.close()
 ```
 
+Learn more in the [Computer SDK documentation](./libs/python/computer/README.md).
+
+# MCP Server
+
+Install the MCP server:
+
+```bash
+pip install cua-mcp-server
+```
+
+Learn more in the [MCP Server documentation](./libs/python/mcp-server/README.md).
+
+# Computer Server
+
+Install the Computer Server:
+
+```bash
+pip install cua-computer-server
+python -m computer_server
+```
+
+Learn more in the [Computer Server documentation](./libs/python/computer-server/README.md).
+
+# Lume
+
+Install Lume:
+
+```bash
+curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh | bash
+```
+
+Learn more in the [Lume documentation](./libs/lume/README.md).
+
+# Lumier
+
+Install Lumier:
+
+```bash
+docker pull trycua/lumier:latest
+```
+
+Learn more in the [Lumier documentation](./libs/lumier/README.md).
+
+# SOM
+
+Install SOM:
+
+```bash
+pip install cua-som
+```
+
+Learn more in the [SOM documentation](./libs/python/som/README.md).
+
 # Modules
 
-| Module                                                                                               | Description                                                          | Installation                                                                                        |
-| ---------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |
-| [**Lume**](./libs/lume/README.md)                                                                    | VM management for macOS/Linux using Apple's Virtualization.Framework | `curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh \| bash` |
-| [**Lumier**](./libs/lumier/README.md)                                                                | Docker interface for macOS and Linux VMs                             | `docker pull trycua/lumier:latest`                                                                  |
-| **Computer ([Python](./libs/python/computer/README.md)/[TS](./libs/typescript/computer/README.md))** | Interface for controlling virtual machines                           | `pip install "cua-computer[all]"`<br>`npm install @trycua/computer`                                 |
-| [**Agent**](./libs/python/agent/README.md)                                                           | AI agent framework for automating tasks                              | `pip install "cua-agent[all]"`                                                                      |
-| [**MCP Server**](./libs/python/mcp-server/README.md)                                                 | MCP server for using CUA with Claude Desktop                         | `pip install cua-mcp-server`                                                                        |
-| [**SOM**](./libs/python/som/README.md)                                                               | Self-of-Mark library for Agent                                       | `pip install cua-som`                                                                               |
-| [**Computer Server**](./libs/python/computer-server/README.md)                                       | Server component for Computer                                        | `pip install cua-computer-server`                                                                   |
-| **Core ([Python](./libs/python/core/README.md)/[TS](./libs/typescript/core/README.md))**             | Core utilities                                                       | `pip install cua-core`<br>`npm install @trycua/core`                                                |
+| Module                                                                                               | Description                                                          |
+| ---------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------- |
+| [**Agent**](./libs/python/agent/README.md)                                                           | AI agent framework for automating tasks                              |
+| **Computer ([Python](./libs/python/computer/README.md)/[TS](./libs/typescript/computer/README.md))** | Interface for controlling virtual machines                           |
+| [**MCP Server**](./libs/python/mcp-server/README.md)                                                 | MCP server for using CUA with Claude Desktop                         |
+| [**Computer Server**](./libs/python/computer-server/README.md)                                       | Server component for Computer                                        |
+| [**Lume**](./libs/lume/README.md)                                                                    | VM management for macOS/Linux using Apple's Virtualization.Framework |
+| [**Lumier**](./libs/lumier/README.md)                                                                | Docker interface for macOS and Linux VMs                             |
+| [**SOM**](./libs/python/som/README.md)                                                               | Set-of-Mark library for Agent                                        |
+| **Core ([Python](./libs/python/core/README.md)/[TS](./libs/typescript/core/README.md))**             | Core utilities                                                       |
 
 # Resources
 

From 73fc9ac2bd99bba36fad60e323e089407b79e461 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 24 Oct 2025 12:01:21 -0700
Subject: [PATCH 204/220] Add module grid to the top of the README

---
 README.md | 73 +++++++++++++++++++++++++++++++++++++++++++++----------
 1 file changed, 60 insertions(+), 13 deletions(-)

diff --git a/README.md b/README.md
index e9b5da52..ae008822 100644
--- a/README.md
+++ b/README.md
@@ -39,6 +39,66 @@ With the [Agent SDK](#agent-sdk), you can:
 - [Get started with the Computer-Use Agent CLI](https://docs.trycua.com/docs/quickstart-cli)
 - [Get started with the Python SDKs](https://docs.trycua.com/docs/quickstart-devs)
 
+# Modules
+
+<table>
+<tr>
+<td width="25%" align="center" valign="top">
+
+[**Agent**](#agent-sdk)<br />
+AI agent framework for automating tasks
+
+</td>
+<td width="25%" align="center" valign="top">
+
+**[Computer](#computer-sdk)**<br />
+Interface for controlling virtual machines
+
+</td>
+<td width="25%" align="center" valign="top">
+
+**[MCP Server](#mcp-server)**<br />
+MCP server for using CUA with Claude Desktop
+
+</td>
+<td width="25%" align="center" valign="top">
+
+**[Computer Server](#computer-server)**<br />
+Server component for Computer
+
+</td>
+</tr>
+</table>
+
+<table>
+<tr>
+<td width="25%" align="center" valign="top">
+
+**[Lume](#lume)**<br />
+VM management for macOS/Linux using Apple's Virtualization.Framework
+
+</td>
+<td width="25%" align="center" valign="top">
+
+**[Lumier](#lumier)**<br />
+Docker interface for macOS and Linux VMs
+
+</td>
+<td width="25%" align="center" valign="top">
+
+**[SOM](#som)**<br />
+Set-of-Mark library for Agent
+
+</td>
+<td width="25%" align="center" valign="top">
+
+**[Core](#core)**<br />
+Core utilities
+
+</td>
+</tr>
+</table>
+
 # Agent SDK
 
 Install the agent SDK:
@@ -271,19 +331,6 @@ pip install cua-som
 
 Learn more in the [SOM documentation](./libs/python/som/README.md).
 
-# Modules
-
-| Module                                                                                               | Description                                                          |
-| ---------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------- |
-| [**Agent**](./libs/python/agent/README.md)                                                           | AI agent framework for automating tasks                              |
-| **Computer ([Python](./libs/python/computer/README.md)/[TS](./libs/typescript/computer/README.md))** | Interface for controlling virtual machines                           |
-| [**MCP Server**](./libs/python/mcp-server/README.md)                                                 | MCP server for using CUA with Claude Desktop                         |
-| [**Computer Server**](./libs/python/computer-server/README.md)                                       | Server component for Computer                                        |
-| [**Lume**](./libs/lume/README.md)                                                                    | VM management for macOS/Linux using Apple's Virtualization.Framework |
-| [**Lumier**](./libs/lumier/README.md)                                                                | Docker interface for macOS and Linux VMs                             |
-| [**SOM**](./libs/python/som/README.md)                                                               | Set-of-Mark library for Agent                                        |
-| **Core ([Python](./libs/python/core/README.md)/[TS](./libs/typescript/core/README.md))**             | Core utilities                                                       |
-
 # Resources
 
 - [Cua Blog](https://www.trycua.com/blog)

From b99e2f159851911adb91b04e56df275643a6011e Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 24 Oct 2025 12:03:56 -0700
Subject: [PATCH 205/220] Update module descriptions

---
 README.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index ae008822..6a2ddc78 100644
--- a/README.md
+++ b/README.md
@@ -52,19 +52,19 @@ AI agent framework for automating tasks
 <td width="25%" align="center" valign="top">
 
 **[Computer](#computer-sdk)**<br />
-Interface for controlling virtual machines
+TypeScript/Python SDK for controlling Cua environments
 
 </td>
 <td width="25%" align="center" valign="top">
 
 **[MCP Server](#mcp-server)**<br />
-MCP server for using CUA with Claude Desktop
+MCP server for using Cua agents and computers
 
 </td>
 <td width="25%" align="center" valign="top">
 
 **[Computer Server](#computer-server)**<br />
-Server component for Computer
+Server component that runs on Cua environments
 
 </td>
 </tr>
@@ -75,13 +75,13 @@ Server component for Computer
 <td width="25%" align="center" valign="top">
 
 **[Lume](#lume)**<br />
-VM management for macOS/Linux using Apple's Virtualization.Framework
+VM management for macOS
 
 </td>
 <td width="25%" align="center" valign="top">
 
 **[Lumier](#lumier)**<br />
-Docker interface for macOS and Linux VMs
+Docker interface for macOS/Linux VMs
 
 </td>
 <td width="25%" align="center" valign="top">
@@ -93,7 +93,7 @@ Set-of-Mark library for Agent
 <td width="25%" align="center" valign="top">
 
 **[Core](#core)**<br />
-Core utilities
+Core utilities for Cua
 
 </td>
 </tr>

From 43934bb22dbf08675f584f2238aec528eda3e501 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 24 Oct 2025 12:08:35 -0700
Subject: [PATCH 206/220] Update quick start section

---
 README.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 6a2ddc78..2a43f3b7 100644
--- a/README.md
+++ b/README.md
@@ -33,12 +33,6 @@ With the [Agent SDK](#agent-sdk), you can:
 - use new UI agent models and UI grounding models from the Model Zoo below with just a model string (e.g., `ComputerAgent(model="openai/computer-use-preview")`)
 - use API or local inference by changing a prefix (e.g., `openai/`, `openrouter/`, `ollama/`, `huggingface-local/`, `mlx/`, [etc.](https://docs.litellm.ai/docs/providers))
 
-# Quick Start
-
-- [Clone a starter template and run the code in <1 min](https://github.com/trycua/agent-template) (⭐️ Recommended!)
-- [Get started with the Computer-Use Agent CLI](https://docs.trycua.com/docs/quickstart-cli)
-- [Get started with the Python SDKs](https://docs.trycua.com/docs/quickstart-devs)
-
 # Modules
 
 <table>
@@ -99,6 +93,12 @@ Core utilities for Cua
 </tr>
 </table>
 
+# Quick Start
+
+- [Clone a starter template and run the code in <1 min](https://github.com/trycua/agent-template)
+- [Get started with the Cua SDKs](https://docs.trycua.com/docs/quickstart-devs)
+- [Get started with the Cua CLI](https://docs.trycua.com/docs/quickstart-cli)
+
 # Agent SDK
 
 Install the agent SDK:

From e3caf926da20c3c96954289991c9398e50633b80 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 03:55:42 +0800
Subject: [PATCH 207/220] consolidate actions

---
 .github/workflows/bump-version.yml | 89 ++++++++++++++++++++++++++++++
 1 file changed, 89 insertions(+)
 create mode 100644 .github/workflows/bump-version.yml

diff --git a/.github/workflows/bump-version.yml b/.github/workflows/bump-version.yml
new file mode 100644
index 00000000..bbbfbc09
--- /dev/null
+++ b/.github/workflows/bump-version.yml
@@ -0,0 +1,89 @@
+name: Bump Version
+
+on:
+  workflow_dispatch:
+    inputs:
+      service:
+        description: "Service/Package to bump"
+        required: true
+        type: choice
+        options:
+          - cua-agent
+          - cua-computer
+          - cua-computer-server
+          - cua-core
+          - cua-mcp-server
+          - cua-som
+          - pylume
+      bump_type:
+        description: "Version bump type"
+        required: true
+        type: choice
+        options:
+          - patch
+          - minor
+          - major
+
+jobs:
+  bump-agent:
+    if: inputs.service == 'cua-agent'
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: "cua-agent"
+      package_directory: "libs/python/agent"
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+
+  bump-computer:
+    if: inputs.service == 'cua-computer'
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: "cua-computer"
+      package_directory: "libs/python/computer"
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+
+  bump-computer-server:
+    if: inputs.service == 'cua-computer-server'
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: "cua-computer-server"
+      package_directory: "libs/python/computer-server"
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+
+  bump-core:
+    if: inputs.service == 'cua-core'
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: "cua-core"
+      package_directory: "libs/python/core"
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+
+  bump-mcp-server:
+    if: inputs.service == 'cua-mcp-server'
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: "cua-mcp-server"
+      package_directory: "libs/python/mcp-server"
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+
+  bump-som:
+    if: inputs.service == 'cua-som'
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: "cua-som"
+      package_directory: "libs/python/som"
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit
+
+  bump-pylume:
+    if: inputs.service == 'pylume'
+    uses: ./.github/workflows/bump-version-reusable.yml
+    with:
+      package_name: "pylume"
+      package_directory: "libs/python/pylume"
+      bump_type: ${{ inputs.bump_type }}
+    secrets: inherit

From b86c6327a20fb23fd4e1d1e9afaa7d2a6d88105b Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 03:57:36 +0800
Subject: [PATCH 208/220] rm extra files

---
 .github/workflows/bump-version-agent.yml      | 22 -------------------
 .../bump-version-computer-server.yml          | 22 -------------------
 .github/workflows/bump-version-computer.yml   | 22 -------------------
 .github/workflows/bump-version-core.yml       | 22 -------------------
 .github/workflows/bump-version-mcp-server.yml | 22 -------------------
 .github/workflows/bump-version-pylume.yml     | 22 -------------------
 .github/workflows/bump-version-som.yml        | 22 -------------------
 7 files changed, 154 deletions(-)
 delete mode 100644 .github/workflows/bump-version-agent.yml
 delete mode 100644 .github/workflows/bump-version-computer-server.yml
 delete mode 100644 .github/workflows/bump-version-computer.yml
 delete mode 100644 .github/workflows/bump-version-core.yml
 delete mode 100644 .github/workflows/bump-version-mcp-server.yml
 delete mode 100644 .github/workflows/bump-version-pylume.yml
 delete mode 100644 .github/workflows/bump-version-som.yml

diff --git a/.github/workflows/bump-version-agent.yml b/.github/workflows/bump-version-agent.yml
deleted file mode 100644
index 79774ca8..00000000
--- a/.github/workflows/bump-version-agent.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Bump cua-agent Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: "Version bump type"
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-agent"
-      package_directory: "libs/python/agent"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
diff --git a/.github/workflows/bump-version-computer-server.yml b/.github/workflows/bump-version-computer-server.yml
deleted file mode 100644
index 3ec09278..00000000
--- a/.github/workflows/bump-version-computer-server.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Bump cua-computer-server Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: "Version bump type"
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-computer-server"
-      package_directory: "libs/python/computer-server"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
diff --git a/.github/workflows/bump-version-computer.yml b/.github/workflows/bump-version-computer.yml
deleted file mode 100644
index ec7c8b76..00000000
--- a/.github/workflows/bump-version-computer.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Bump cua-computer Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: "Version bump type"
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-computer"
-      package_directory: "libs/python/computer"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
diff --git a/.github/workflows/bump-version-core.yml b/.github/workflows/bump-version-core.yml
deleted file mode 100644
index f611272d..00000000
--- a/.github/workflows/bump-version-core.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Bump cua-core Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: "Version bump type"
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-core"
-      package_directory: "libs/python/core"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
diff --git a/.github/workflows/bump-version-mcp-server.yml b/.github/workflows/bump-version-mcp-server.yml
deleted file mode 100644
index 8615f3db..00000000
--- a/.github/workflows/bump-version-mcp-server.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Bump cua-mcp-server Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: "Version bump type"
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-mcp-server"
-      package_directory: "libs/python/mcp-server"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
diff --git a/.github/workflows/bump-version-pylume.yml b/.github/workflows/bump-version-pylume.yml
deleted file mode 100644
index 499297f0..00000000
--- a/.github/workflows/bump-version-pylume.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Bump pylume Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: "Version bump type"
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "pylume"
-      package_directory: "libs/python/pylume"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
diff --git a/.github/workflows/bump-version-som.yml b/.github/workflows/bump-version-som.yml
deleted file mode 100644
index 11abaa0a..00000000
--- a/.github/workflows/bump-version-som.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Bump cua-som Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: "Version bump type"
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-som"
-      package_directory: "libs/python/som"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit

From b1e3f41c3f1b7700dd48025c3ba8aebc0c8ba918 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 04:01:00 +0800
Subject: [PATCH 209/220] consolidated

---
 .github/workflows/bump-version-reusable.yml |  53 -----
 .github/workflows/bump-version.yml          | 248 ++++++++++++++++----
 2 files changed, 206 insertions(+), 95 deletions(-)
 delete mode 100644 .github/workflows/bump-version-reusable.yml

diff --git a/.github/workflows/bump-version-reusable.yml b/.github/workflows/bump-version-reusable.yml
deleted file mode 100644
index fa7f432d..00000000
--- a/.github/workflows/bump-version-reusable.yml
+++ /dev/null
@@ -1,53 +0,0 @@
-name: Bump Version (Reusable)
-
-on:
-  workflow_call:
-    inputs:
-      package_name:
-        description: "Package display name (e.g., cua-core)"
-        required: true
-        type: string
-      package_directory:
-        description: "Package directory relative to repo root (e.g., libs/python/core)"
-        required: true
-        type: string
-      bump_type:
-        description: "Version bump type (patch, minor, or major)"
-        required: true
-        type: string
-
-permissions:
-  contents: write
-
-jobs:
-  bump-version:
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd ${{ inputs.package_directory }}
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
diff --git a/.github/workflows/bump-version.yml b/.github/workflows/bump-version.yml
index bbbfbc09..c55acdbc 100644
--- a/.github/workflows/bump-version.yml
+++ b/.github/workflows/bump-version.yml
@@ -24,66 +24,230 @@ on:
           - minor
           - major
 
+permissions:
+  contents: write
+
 jobs:
   bump-agent:
     if: inputs.service == 'cua-agent'
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-agent"
-      package_directory: "libs/python/agent"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd libs/python/agent
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags
 
   bump-computer:
     if: inputs.service == 'cua-computer'
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-computer"
-      package_directory: "libs/python/computer"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd libs/python/computer
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags
 
   bump-computer-server:
     if: inputs.service == 'cua-computer-server'
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-computer-server"
-      package_directory: "libs/python/computer-server"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd libs/python/computer-server
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags
 
   bump-core:
     if: inputs.service == 'cua-core'
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-core"
-      package_directory: "libs/python/core"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd libs/python/core
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags
 
   bump-mcp-server:
     if: inputs.service == 'cua-mcp-server'
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-mcp-server"
-      package_directory: "libs/python/mcp-server"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd libs/python/mcp-server
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags
 
   bump-som:
     if: inputs.service == 'cua-som'
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "cua-som"
-      package_directory: "libs/python/som"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd libs/python/som
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags
 
   bump-pylume:
     if: inputs.service == 'pylume'
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: "pylume"
-      package_directory: "libs/python/pylume"
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install bump2version
+        run: pip install bump2version
+
+      - name: Configure Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Run bump2version
+        run: |
+          cd libs/python/pylume
+          bump2version ${{ inputs.bump_type }}
+
+      - name: Push changes
+        run: |
+          git push origin main --follow-tags

From b36794a9a864403107d82ba7b6b268671df4b10a Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 04:07:11 +0800
Subject: [PATCH 210/220] consolidated

---
 .github/workflows/bump-version.yml | 228 +++++------------------------
 1 file changed, 33 insertions(+), 195 deletions(-)

diff --git a/.github/workflows/bump-version.yml b/.github/workflows/bump-version.yml
index c55acdbc..e628cf42 100644
--- a/.github/workflows/bump-version.yml
+++ b/.github/workflows/bump-version.yml
@@ -28,10 +28,40 @@ permissions:
   contents: write
 
 jobs:
-  bump-agent:
-    if: inputs.service == 'cua-agent'
+  bump-version:
     runs-on: ubuntu-latest
     steps:
+      - name: Set package directory
+        id: package
+        run: |
+          case "${{ inputs.service }}" in
+            "cua-agent")
+              echo "directory=libs/python/agent" >> $GITHUB_OUTPUT
+              ;;
+            "cua-computer")
+              echo "directory=libs/python/computer" >> $GITHUB_OUTPUT
+              ;;
+            "cua-computer-server")
+              echo "directory=libs/python/computer-server" >> $GITHUB_OUTPUT
+              ;;
+            "cua-core")
+              echo "directory=libs/python/core" >> $GITHUB_OUTPUT
+              ;;
+            "cua-mcp-server")
+              echo "directory=libs/python/mcp-server" >> $GITHUB_OUTPUT
+              ;;
+            "cua-som")
+              echo "directory=libs/python/som" >> $GITHUB_OUTPUT
+              ;;
+            "pylume")
+              echo "directory=libs/python/pylume" >> $GITHUB_OUTPUT
+              ;;
+            *)
+              echo "Unknown service: ${{ inputs.service }}"
+              exit 1
+              ;;
+          esac
+
       - name: Checkout repository
         uses: actions/checkout@v4
         with:
@@ -53,199 +83,7 @@ jobs:
 
       - name: Run bump2version
         run: |
-          cd libs/python/agent
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
-
-  bump-computer:
-    if: inputs.service == 'cua-computer'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd libs/python/computer
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
-
-  bump-computer-server:
-    if: inputs.service == 'cua-computer-server'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd libs/python/computer-server
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
-
-  bump-core:
-    if: inputs.service == 'cua-core'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd libs/python/core
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
-
-  bump-mcp-server:
-    if: inputs.service == 'cua-mcp-server'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd libs/python/mcp-server
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
-
-  bump-som:
-    if: inputs.service == 'cua-som'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd libs/python/som
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
-
-  bump-pylume:
-    if: inputs.service == 'pylume'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd libs/python/pylume
+          cd ${{ steps.package.outputs.directory }}
           bump2version ${{ inputs.bump_type }}
 
       - name: Push changes

From 03b931c2f2894eeb55260c1664c650f6c59b239b Mon Sep 17 00:00:00 2001
From: r33drichards <rwendt1337@gmail.com>
Date: Fri, 24 Oct 2025 13:08:56 -0700
Subject: [PATCH 211/220] Delete
 docs/plans/2025-10-25-version-bump-workflows-design.md

---
 ...025-10-25-version-bump-workflows-design.md | 245 ------------------
 1 file changed, 245 deletions(-)
 delete mode 100644 docs/plans/2025-10-25-version-bump-workflows-design.md

diff --git a/docs/plans/2025-10-25-version-bump-workflows-design.md b/docs/plans/2025-10-25-version-bump-workflows-design.md
deleted file mode 100644
index 06de3a75..00000000
--- a/docs/plans/2025-10-25-version-bump-workflows-design.md
+++ /dev/null
@@ -1,245 +0,0 @@
-# Version Bump Workflows Design
-
-**Date:** 2025-10-25
-**Status:** Approved
-**Author:** Design Session
-
-## Overview
-
-Replace Makefile-based bump2version commands with GitHub Actions workflow_dispatch workflows, providing clickable links in Development.md for easy version bumping.
-
-## Requirements
-
-1. Separate workflow for each of the 7 Python packages
-2. Workflows automatically commit and push version bumps to main
-3. Links in Development.md only (not in individual package READMEs)
-4. Do NOT automatically trigger PyPI publish workflows
-5. Include rollback instructions in Development.md
-
-## Architecture
-
-### Approach: Reusable Workflow Pattern
-
-**Rationale:** Follows GitHub Actions best practices, maintains DRY principle, easy to update core logic.
-
-**File Structure:**
-
-```
-.github/workflows/
-├── bump-version-reusable.yml          # Core reusable workflow
-├── bump-version-core.yml              # Caller for cua-core
-├── bump-version-computer.yml          # Caller for cua-computer
-├── bump-version-agent.yml             # Caller for cua-agent
-├── bump-version-som.yml               # Caller for cua-som
-├── bump-version-pylume.yml            # Caller for pylume
-├── bump-version-computer-server.yml   # Caller for cua-computer-server
-└── bump-version-mcp-server.yml        # Caller for cua-mcp-server
-```
-
-## Component Details
-
-### Reusable Workflow
-
-**File:** `.github/workflows/bump-version-reusable.yml`
-
-**Inputs:**
-
-- `package_name` (string): Display name (e.g., "cua-core")
-- `package_directory` (string): Path relative to repo root (e.g., "libs/python/core")
-- `bump_type` (string): patch/minor/major (passed from caller)
-
-**Permissions:**
-
-- `contents: write` - Required to push commits and tags
-
-**Jobs:**
-
-1. **checkout**: Fetch repository with full history (needed for tags)
-2. **setup-python**: Install Python 3.11+
-3. **install-bump2version**: Install via pip
-4. **run-bump2version**:
-   ```bash
-   cd $package_directory
-   bump2version $bump_type
-   ```
-5. **git-operations**:
-   - Configure git user as github-actions bot
-   - bump2version automatically commits changes and creates tag
-   - Push commits and tags: `git push origin main --follow-tags`
-
-**Authentication:** Uses `GITHUB_TOKEN` (automatically provided)
-
-### Caller Workflows
-
-**Pattern (all 7 workflows follow this):**
-
-```yaml
-name: Bump {package-name} Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: '{package-name}'
-      package_directory: 'libs/python/{package}'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Package-Specific Values:**
-
-| Workflow File                    | package_name        | package_directory           |
-| -------------------------------- | ------------------- | --------------------------- |
-| bump-version-core.yml            | cua-core            | libs/python/core            |
-| bump-version-computer.yml        | cua-computer        | libs/python/computer        |
-| bump-version-agent.yml           | cua-agent           | libs/python/agent           |
-| bump-version-som.yml             | cua-som             | libs/python/som             |
-| bump-version-pylume.yml          | pylume              | libs/python/pylume          |
-| bump-version-computer-server.yml | cua-computer-server | libs/python/computer-server |
-| bump-version-mcp-server.yml      | cua-mcp-server      | libs/python/mcp-server      |
-
-## Development.md Changes
-
-### Replace "Releasing Packages" Section
-
-**New content includes:**
-
-1. **Link table** with workflow_dispatch links for all packages:
-
-   ```markdown
-   ### cua-core
-
-   - [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml) - Select patch/minor/major
-
-   ### cua-computer
-
-   - [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml) - Select patch/minor/major
-
-   ... (continue for all 7 packages)
-   ```
-
-2. **Branch Protection Note:**
-
-   ```markdown
-   > **Note:** The main branch is currently not protected. If branch protection is enabled in the future,
-   > the github-actions bot must be added to the bypass list for these workflows to commit directly.
-   ```
-
-3. **Rollback Instructions:**
-
-   ````markdown
-   ### Rolling Back a Version Bump
-
-   If you need to revert a version bump:
-
-   1. Find the version bump commit hash:
-      ```bash
-      git log --oneline | grep "Bump {package-name}"
-      ```
-   ````
-
-   2. Revert the commit:
-
-      ```bash
-      git revert <commit-hash>
-      ```
-
-   3. Delete the tag locally and remotely:
-
-      ```bash
-      # Find the tag (usually v{version})
-      git tag -l
-
-      # Delete locally
-      git tag -d v{version}
-
-      # Delete remotely
-      git push origin :refs/tags/v{version}
-      ```
-
-   4. Push the revert:
-      ```bash
-      git push origin main
-      ```
-
-   **Per-package examples:**
-   - cua-core: Look for tags like `v0.1.x` in `libs/python/core`
-   - cua-computer: Look for tags like `v0.1.x` in `libs/python/computer`
-   - etc.
-
-   ```
-
-   ```
-
-## Error Handling
-
-### Potential Failures
-
-1. **bump2version fails**:
-   - Cause: Missing or invalid `.bumpversion.cfg`
-   - Effect: Workflow fails immediately, no commit made
-   - Resolution: Check .bumpversion.cfg syntax
-
-2. **Push fails**:
-   - Cause: Non-fast-forward (someone pushed between checkout and push)
-   - Effect: Git push fails
-   - Resolution: Re-run workflow (will fetch latest)
-
-3. **Wrong directory**:
-   - Cause: Incorrect `package_directory` in caller workflow
-   - Effect: bump2version can't find .bumpversion.cfg
-   - Resolution: Fix package_directory parameter
-
-4. **Permissions**:
-   - Cause: GITHUB_TOKEN lacks write access
-   - Effect: Push fails
-   - Resolution: Ensure `permissions: contents: write` in workflow
-
-### Edge Cases
-
-- **Double-trigger**: Second run fails (version already bumped, nothing to commit) - acceptable
-- **Manual edits**: bump2version handles correctly (bumps from current version)
-- **No rollback automation**: Manual rollback required (documented in Development.md)
-
-## Migration from Makefile
-
-### Deprecate but Keep
-
-Keep the Makefile targets for local testing, but update Development.md to recommend GitHub Actions workflows as the primary method.
-
-**Makefile note to add:**
-
-```makefile
-# NOTE: For releases, prefer using GitHub Actions workflows (see Development.md)
-# These targets are kept for local testing only
-```
-
-## Future Considerations
-
-1. **PyPI publish integration**: Could add workflow_dispatch input to optionally trigger publish after bump
-2. **Changelog generation**: Could integrate changelog updates in version bump workflow
-3. **PR-based flow**: If branch protection is added, switch to creating PRs instead of direct push
-4. **Notification**: Could add Slack/Discord notifications on successful version bumps
-
-## Success Criteria
-
-- [ ] 7 caller workflow files created and working
-- [ ] 1 reusable workflow file created and working
-- [ ] Development.md updated with links to all workflows
-- [ ] Development.md includes branch protection note
-- [ ] Development.md includes rollback instructions for each package
-- [ ] Manual test: Successfully bump a package version via workflow_dispatch
-- [ ] Verify: Commit, tag, and push happen automatically
-- [ ] Verify: Links in Development.md navigate to correct workflows

From 8e891e02ab77a752786bd863fce4a3a79c37c8d7 Mon Sep 17 00:00:00 2001
From: r33drichards <rwendt1337@gmail.com>
Date: Fri, 24 Oct 2025 13:09:17 -0700
Subject: [PATCH 212/220] Delete
 docs/plans/2025-10-25-version-bump-workflows.md

---
 .../2025-10-25-version-bump-workflows.md      | 644 ------------------
 1 file changed, 644 deletions(-)
 delete mode 100644 docs/plans/2025-10-25-version-bump-workflows.md

diff --git a/docs/plans/2025-10-25-version-bump-workflows.md b/docs/plans/2025-10-25-version-bump-workflows.md
deleted file mode 100644
index c8250dab..00000000
--- a/docs/plans/2025-10-25-version-bump-workflows.md
+++ /dev/null
@@ -1,644 +0,0 @@
-# Version Bump Workflows Implementation Plan
-
-> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
-
-**Goal:** Replace Makefile-based bump2version commands with GitHub Actions workflow_dispatch workflows accessible via links in Development.md.
-
-**Architecture:** Reusable workflow pattern with one core workflow containing bump2version logic, and 7 caller workflows (one per Python package) that invoke the reusable workflow with package-specific parameters.
-
-**Tech Stack:** GitHub Actions, bump2version, git
-
----
-
-## Task 1: Create Reusable Workflow
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-reusable.yml`
-
-**Step 1: Create the reusable workflow file**
-
-Create `.github/workflows/bump-version-reusable.yml`:
-
-```yaml
-name: Bump Version (Reusable)
-
-on:
-  workflow_call:
-    inputs:
-      package_name:
-        description: 'Package display name (e.g., cua-core)'
-        required: true
-        type: string
-      package_directory:
-        description: 'Package directory relative to repo root (e.g., libs/python/core)'
-        required: true
-        type: string
-      bump_type:
-        description: 'Version bump type (patch, minor, or major)'
-        required: true
-        type: string
-
-permissions:
-  contents: write
-
-jobs:
-  bump-version:
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-
-      - name: Install bump2version
-        run: pip install bump2version
-
-      - name: Configure Git
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Run bump2version
-        run: |
-          cd ${{ inputs.package_directory }}
-          bump2version ${{ inputs.bump_type }}
-
-      - name: Push changes
-        run: |
-          git push origin main --follow-tags
-```
-
-**Step 2: Validate YAML syntax**
-
-Run: `yamllint .github/workflows/bump-version-reusable.yml` (if available) or use online validator
-
-Expected: No syntax errors
-
-**Step 3: Verify structure**
-
-Check that:
-
-- File has correct `workflow_call` trigger
-- All 3 inputs are defined (package_name, package_directory, bump_type)
-- Permissions include `contents: write`
-- Steps follow correct order: checkout → setup → install → git config → bump → push
-
-**Step 4: Commit**
-
-```bash
-git add .github/workflows/bump-version-reusable.yml
-git commit -m "feat: add reusable bump version workflow"
-```
-
----
-
-## Task 2: Create Caller Workflow for cua-core
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-core.yml`
-
-**Step 1: Create the caller workflow file**
-
-Create `.github/workflows/bump-version-core.yml`:
-
-```yaml
-name: Bump cua-core Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: 'cua-core'
-      package_directory: 'libs/python/core'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Step 2: Validate YAML syntax**
-
-Run: Check syntax with validator
-
-Expected: No syntax errors
-
-**Step 3: Verify structure**
-
-Check that:
-
-- File has `workflow_dispatch` trigger with bump_type input
-- Input type is `choice` with options: patch, minor, major
-- Job calls reusable workflow with correct path
-- Package-specific values are correct: 'cua-core' and 'libs/python/core'
-- `secrets: inherit` is present
-
-**Step 4: Commit**
-
-```bash
-git add .github/workflows/bump-version-core.yml
-git commit -m "feat: add bump version workflow for cua-core"
-```
-
----
-
-## Task 3: Create Caller Workflow for cua-computer
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-computer.yml`
-
-**Step 1: Create the caller workflow file**
-
-Create `.github/workflows/bump-version-computer.yml`:
-
-```yaml
-name: Bump cua-computer Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: 'cua-computer'
-      package_directory: 'libs/python/computer'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Step 2: Validate and verify**
-
-Check syntax and structure (same as Task 2)
-
-**Step 3: Commit**
-
-```bash
-git add .github/workflows/bump-version-computer.yml
-git commit -m "feat: add bump version workflow for cua-computer"
-```
-
----
-
-## Task 4: Create Caller Workflow for cua-agent
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-agent.yml`
-
-**Step 1: Create the caller workflow file**
-
-Create `.github/workflows/bump-version-agent.yml`:
-
-```yaml
-name: Bump cua-agent Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: 'cua-agent'
-      package_directory: 'libs/python/agent'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Step 2: Validate and verify**
-
-Check syntax and structure
-
-**Step 3: Commit**
-
-```bash
-git add .github/workflows/bump-version-agent.yml
-git commit -m "feat: add bump version workflow for cua-agent"
-```
-
----
-
-## Task 5: Create Caller Workflow for cua-som
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-som.yml`
-
-**Step 1: Create the caller workflow file**
-
-Create `.github/workflows/bump-version-som.yml`:
-
-```yaml
-name: Bump cua-som Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: 'cua-som'
-      package_directory: 'libs/python/som'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Step 2: Validate and verify**
-
-Check syntax and structure
-
-**Step 3: Commit**
-
-```bash
-git add .github/workflows/bump-version-som.yml
-git commit -m "feat: add bump version workflow for cua-som"
-```
-
----
-
-## Task 6: Create Caller Workflow for pylume
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-pylume.yml`
-
-**Step 1: Create the caller workflow file**
-
-Create `.github/workflows/bump-version-pylume.yml`:
-
-```yaml
-name: Bump pylume Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: 'pylume'
-      package_directory: 'libs/python/pylume'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Step 2: Validate and verify**
-
-Check syntax and structure
-
-**Step 3: Commit**
-
-```bash
-git add .github/workflows/bump-version-pylume.yml
-git commit -m "feat: add bump version workflow for pylume"
-```
-
----
-
-## Task 7: Create Caller Workflow for cua-computer-server
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-computer-server.yml`
-
-**Step 1: Create the caller workflow file**
-
-Create `.github/workflows/bump-version-computer-server.yml`:
-
-```yaml
-name: Bump cua-computer-server Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: 'cua-computer-server'
-      package_directory: 'libs/python/computer-server'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Step 2: Validate and verify**
-
-Check syntax and structure
-
-**Step 3: Commit**
-
-```bash
-git add .github/workflows/bump-version-computer-server.yml
-git commit -m "feat: add bump version workflow for cua-computer-server"
-```
-
----
-
-## Task 8: Create Caller Workflow for cua-mcp-server
-
-**Files:**
-
-- Create: `.github/workflows/bump-version-mcp-server.yml`
-
-**Step 1: Create the caller workflow file**
-
-Create `.github/workflows/bump-version-mcp-server.yml`:
-
-```yaml
-name: Bump cua-mcp-server Version
-
-on:
-  workflow_dispatch:
-    inputs:
-      bump_type:
-        description: 'Version bump type'
-        required: true
-        type: choice
-        options:
-          - patch
-          - minor
-          - major
-
-jobs:
-  bump:
-    uses: ./.github/workflows/bump-version-reusable.yml
-    with:
-      package_name: 'cua-mcp-server'
-      package_directory: 'libs/python/mcp-server'
-      bump_type: ${{ inputs.bump_type }}
-    secrets: inherit
-```
-
-**Step 2: Validate and verify**
-
-Check syntax and structure
-
-**Step 3: Commit**
-
-```bash
-git add .github/workflows/bump-version-mcp-server.yml
-git commit -m "feat: add bump version workflow for cua-mcp-server"
-```
-
----
-
-## Task 9: Update Development.md
-
-**Files:**
-
-- Modify: `Development.md` (replace "Releasing Packages" section)
-
-**Step 1: Read the current Development.md**
-
-Run: `cat Development.md | grep -A 50 "## Releasing Packages"`
-
-Expected: See current content about Makefile and bump2version
-
-**Step 2: Replace the "Releasing Packages" section**
-
-Replace the entire "Releasing Packages" section (starting at line ~350) with:
-
-````markdown
-## Releasing Packages
-
-Cua uses automated GitHub Actions workflows to bump package versions. Click the links below to trigger a version bump:
-
-> **Note:** The main branch is currently not protected. If branch protection is enabled in the future, the github-actions bot must be added to the bypass list for these workflows to commit directly.
-
-### Version Bump Workflows
-
-| Package                 | Workflow Link                                                                                    |
-| ----------------------- | ------------------------------------------------------------------------------------------------ |
-| **cua-core**            | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml)            |
-| **cua-computer**        | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml)        |
-| **cua-agent**           | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml)           |
-| **cua-som**             | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml)             |
-| **pylume**              | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml)          |
-| **cua-computer-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer-server.yml) |
-| **cua-mcp-server**      | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml)      |
-
-**How to use:**
-
-1. Click the workflow link for the package you want to bump
-2. Click the "Run workflow" button in the GitHub UI
-3. Select the bump type from the dropdown (patch/minor/major)
-4. Click "Run workflow" to start the version bump
-5. The workflow will automatically commit changes and push to main
-
-### Rolling Back a Version Bump
-
-If you need to revert a version bump, follow these steps:
-
-**Step 1: Find the version bump commit**
-
-```bash
-# List recent commits
-git log --oneline | grep "Bump"
-
-# Example output:
-# a1b2c3d Bump version: 0.1.8 → 0.1.9
-```
-````
-
-**Step 2: Revert the commit**
-
-```bash
-# Revert the specific commit
-git revert <commit-hash>
-
-# Example:
-# git revert a1b2c3d
-```
-
-**Step 3: Delete the git tag**
-
-```bash
-# List tags to find the version tag
-git tag -l
-
-# Delete the tag locally
-git tag -d v0.1.9
-
-# Delete the tag remotely
-git push origin :refs/tags/v0.1.9
-```
-
-**Step 4: Push the revert**
-
-```bash
-git push origin main
-```
-
-**Per-package tag patterns:**
-
-- All packages use tags like `v{version}` (e.g., `v0.1.9`, `v1.0.0`)
-- Each package's .bumpversion.cfg defines the exact tag format
-
-### Local Testing (Advanced)
-
-The Makefile targets are kept for local testing only:
-
-```bash
-# Test version bump locally (dry run)
-make dry-run-patch-core
-
-# View current versions
-make show-versions
-```
-
-**Note:** For production releases, always use the GitHub Actions workflows above instead of running Makefile commands directly.
-
-````
-
-**Step 3: Verify the changes**
-
-Run: `grep -A 5 "## Releasing Packages" Development.md`
-
-Expected: See new content with workflow links table
-
-**Step 4: Commit**
-
-```bash
-git add Development.md
-git commit -m "docs: update Development.md with version bump workflow links"
-````
-
----
-
-## Task 10: Add Note to Makefile (Optional)
-
-**Files:**
-
-- Modify: `Makefile`
-
-**Step 1: Add deprecation note at the top of version bump section**
-
-Find the version bump targets section in Makefile and add this comment at the top:
-
-```makefile
-# NOTE: For production releases, prefer using GitHub Actions workflows (see Development.md)
-# These targets are kept for local testing and dry-runs only.
-```
-
-**Step 2: Commit**
-
-```bash
-git add Makefile
-git commit -m "docs: add note to Makefile about preferring workflows"
-```
-
----
-
-## Verification Steps
-
-After completing all tasks, verify the implementation:
-
-**1. Check all workflow files exist:**
-
-```bash
-ls -la .github/workflows/bump-version*.yml
-```
-
-Expected: 8 files (1 reusable + 7 caller workflows)
-
-**2. Verify Development.md has links:**
-
-```bash
-grep "bump-version-core.yml" Development.md
-```
-
-Expected: Link to workflow found
-
-**3. Test one workflow manually:**
-
-- Navigate to: https://github.com/trycua/cua/actions/workflows/bump-version-core.yml
-- Click "Run workflow"
-- Select "patch"
-- Click "Run workflow"
-- Verify it runs successfully and creates a commit + tag
-
-**4. Final commit and push:**
-
-```bash
-git status
-git push origin feature/version-bump-workflows
-```
-
----
-
-## Success Criteria
-
-- ✅ 1 reusable workflow file created
-- ✅ 7 caller workflow files created (one per package)
-- ✅ Development.md updated with workflow links table
-- ✅ Development.md includes branch protection note
-- ✅ Development.md includes rollback instructions
-- ✅ Makefile includes deprecation note
-- ✅ All changes committed with clear commit messages
-- ✅ Manual test of at least one workflow succeeds

From 1c6506225c3f562179c407647c9c2fb580f486b0 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 04:11:51 +0800
Subject: [PATCH 213/220] update docs

---
 Development.md | 32 +++++++++++++++++---------------
 1 file changed, 17 insertions(+), 15 deletions(-)

diff --git a/Development.md b/Development.md
index c9cb037a..2c601bee 100644
--- a/Development.md
+++ b/Development.md
@@ -349,29 +349,31 @@ For Swift code in the `libs/lume` directory:
 
 ## Releasing Packages
 
-Cua uses automated GitHub Actions workflows to bump package versions. Click the links below to trigger a version bump:
+Cua uses an automated GitHub Actions workflow to bump package versions.
 
 > **Note:** The main branch is currently not protected. If branch protection is enabled in the future, the github-actions bot must be added to the bypass list for these workflows to commit directly.
 
-### Version Bump Workflows
+### Version Bump Workflow
 
-| Package                 | Workflow Link                                                                                    |
-| ----------------------- | ------------------------------------------------------------------------------------------------ |
-| **cua-core**            | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-core.yml)            |
-| **cua-computer**        | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer.yml)        |
-| **cua-agent**           | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-agent.yml)           |
-| **cua-som**             | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-som.yml)             |
-| **pylume**              | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-pylume.yml)          |
-| **cua-computer-server** | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-computer-server.yml) |
-| **cua-mcp-server**      | [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version-mcp-server.yml)      |
+All packages are managed through a single consolidated workflow: [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version.yml)
+
+**Supported packages:**
+- cua-agent
+- cua-computer
+- cua-computer-server
+- cua-core
+- cua-mcp-server
+- cua-som
+- pylume
 
 **How to use:**
 
-1. Click the workflow link for the package you want to bump
+1. Navigate to the [Bump Version workflow](https://github.com/trycua/cua/actions/workflows/bump-version.yml)
 2. Click the "Run workflow" button in the GitHub UI
-3. Select the bump type from the dropdown (patch/minor/major)
-4. Click "Run workflow" to start the version bump
-5. The workflow will automatically commit changes and push to main
+3. Select the **service/package** you want to bump from the first dropdown
+4. Select the **bump type** (patch/minor/major) from the second dropdown
+5. Click "Run workflow" to start the version bump
+6. The workflow will automatically commit changes and push to main
 
 ### Rolling Back a Version Bump
 

From 9cb2c6c664687e3bead63d29670fe1daa6488f65 Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 24 Oct 2025 13:52:14 -0700
Subject: [PATCH 214/220] Forward display resolution to Docker based sandboxes

---
 libs/python/computer/computer/providers/docker/provider.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/libs/python/computer/computer/providers/docker/provider.py b/libs/python/computer/computer/providers/docker/provider.py
index f133d771..ed076fec 100644
--- a/libs/python/computer/computer/providers/docker/provider.py
+++ b/libs/python/computer/computer/providers/docker/provider.py
@@ -307,6 +307,11 @@ class DockerProvider(BaseVMProvider):
             cmd.extend(["-e", "VNC_PW=password"])  # Set VNC password
             cmd.extend(["-e", "VNCOPTIONS=-disableBasicAuth"])  # Disable VNC basic auth
 
+            # Apply display resolution if provided (e.g., "1024x768")
+            display_resolution = run_opts.get("display")
+            if isinstance(display_resolution, str) and display_resolution:
+                cmd.extend(["-e", f"VNC_RESOLUTION={display_resolution}"])
+
             # Add the image
             cmd.append(docker_image)
 

From b1eae0f2cf359903a348e2c2c83155b054ee77ef Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 24 Oct 2025 13:56:31 -0700
Subject: [PATCH 215/220] use dict for display

---
 .../computer/computer/providers/docker/provider.py  | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/libs/python/computer/computer/providers/docker/provider.py b/libs/python/computer/computer/providers/docker/provider.py
index ed076fec..e83c626c 100644
--- a/libs/python/computer/computer/providers/docker/provider.py
+++ b/libs/python/computer/computer/providers/docker/provider.py
@@ -309,8 +309,17 @@ class DockerProvider(BaseVMProvider):
 
             # Apply display resolution if provided (e.g., "1024x768")
             display_resolution = run_opts.get("display")
-            if isinstance(display_resolution, str) and display_resolution:
-                cmd.extend(["-e", f"VNC_RESOLUTION={display_resolution}"])
+            if (
+                isinstance(display_resolution, dict)
+                and "width" in display_resolution
+                and "height" in display_resolution
+            ):
+                cmd.extend(
+                    [
+                        "-e",
+                        f"VNC_RESOLUTION={display_resolution['width']}x{display_resolution['height']}",
+                    ]
+                )
 
             # Add the image
             cmd.append(docker_image)

From 63802b961caf3fa96b463ea13aa384227451f5de Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 05:17:33 +0800
Subject: [PATCH 216/220] Fix prettier formatting in Development.md
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 Development.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/Development.md b/Development.md
index 2c601bee..4b18fad7 100644
--- a/Development.md
+++ b/Development.md
@@ -358,6 +358,7 @@ Cua uses an automated GitHub Actions workflow to bump package versions.
 All packages are managed through a single consolidated workflow: [Bump Version](https://github.com/trycua/cua/actions/workflows/bump-version.yml)
 
 **Supported packages:**
+
 - cua-agent
 - cua-computer
 - cua-computer-server

From b57ac7e04ae15c84a8ebcbb8b05de7066d20f304 Mon Sep 17 00:00:00 2001
From: Claude <claude@anthropic.com>
Date: Sat, 25 Oct 2025 05:23:03 +0800
Subject: [PATCH 217/220] Remove version bump commands from Makefile
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Version bumps are now managed via GitHub Actions.
Kept only utility targets: show-versions and dry-run testing.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 Makefile | 139 ++-----------------------------------------------------
 1 file changed, 5 insertions(+), 134 deletions(-)

diff --git a/Makefile b/Makefile
index 4e337f9d..2339ea73 100644
--- a/Makefile
+++ b/Makefile
@@ -1,148 +1,19 @@
 # Python Package Release Makefile
-# This Makefile provides convenient targets for bumping versions of all Python packages
-# using bump2version. After running a target, remember to push: git push origin main
+# Version bumps are managed via GitHub Actions workflows (see Development.md)
+# This Makefile provides utility targets for checking versions and dry-run testing
 
 .PHONY: help
 
 help: ## Show this help message
-	@echo "Python Package Release Automation"
+	@echo "Python Package Release Utilities"
 	@echo ""
 	@echo "Usage: make <target>"
 	@echo ""
 	@echo "Available targets:"
 	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "  %-25s %s\n", $$1, $$2}'
 	@echo ""
-	@echo "After bumping, push changes with: git push origin main"
-
-# NOTE: For production releases, prefer using GitHub Actions workflows (see Development.md)
-# These targets are kept for local testing and dry-runs only.
-
-# Core package targets
-bump-patch-core: ## Bump patch version of cua-core (0.1.8 → 0.1.9)
-	@echo "Bumping cua-core patch version..."
-	cd libs/python/core && bump2version patch
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-minor-core: ## Bump minor version of cua-core (0.1.8 → 0.2.0)
-	@echo "Bumping cua-core minor version..."
-	cd libs/python/core && bump2version minor
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-major-core: ## Bump major version of cua-core (0.1.8 → 1.0.0)
-	@echo "Bumping cua-core major version..."
-	cd libs/python/core && bump2version major
-	@echo "✓ Done! Now run: git push origin main"
-
-# Pylume package targets
-bump-patch-pylume: ## Bump patch version of pylume (0.2.2 → 0.2.3)
-	@echo "Bumping pylume patch version..."
-	cd libs/python/pylume && bump2version patch
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-minor-pylume: ## Bump minor version of pylume (0.2.2 → 0.3.0)
-	@echo "Bumping pylume minor version..."
-	cd libs/python/pylume && bump2version minor
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-major-pylume: ## Bump major version of pylume (0.2.2 → 1.0.0)
-	@echo "Bumping pylume major version..."
-	cd libs/python/pylume && bump2version major
-	@echo "✓ Done! Now run: git push origin main"
-
-# Computer package targets
-bump-patch-computer: ## Bump patch version of cua-computer (0.4.0 → 0.4.1)
-	@echo "Bumping cua-computer patch version..."
-	cd libs/python/computer && bump2version patch
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-minor-computer: ## Bump minor version of cua-computer (0.4.0 → 0.5.0)
-	@echo "Bumping cua-computer minor version..."
-	cd libs/python/computer && bump2version minor
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-major-computer: ## Bump major version of cua-computer (0.4.0 → 1.0.0)
-	@echo "Bumping cua-computer major version..."
-	cd libs/python/computer && bump2version major
-	@echo "✓ Done! Now run: git push origin main"
-
-# SOM package targets
-bump-patch-som: ## Bump patch version of cua-som (0.1.0 → 0.1.1)
-	@echo "Bumping cua-som patch version..."
-	cd libs/python/som && bump2version patch
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-minor-som: ## Bump minor version of cua-som (0.1.0 → 0.2.0)
-	@echo "Bumping cua-som minor version..."
-	cd libs/python/som && bump2version minor
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-major-som: ## Bump major version of cua-som (0.1.0 → 1.0.0)
-	@echo "Bumping cua-som major version..."
-	cd libs/python/som && bump2version major
-	@echo "✓ Done! Now run: git push origin main"
-
-# Agent package targets
-bump-patch-agent: ## Bump patch version of cua-agent (0.4.0 → 0.4.1)
-	@echo "Bumping cua-agent patch version..."
-	cd libs/python/agent && bump2version patch
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-minor-agent: ## Bump minor version of cua-agent (0.4.0 → 0.5.0)
-	@echo "Bumping cua-agent minor version..."
-	cd libs/python/agent && bump2version minor
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-major-agent: ## Bump major version of cua-agent (0.4.0 → 1.0.0)
-	@echo "Bumping cua-agent major version..."
-	cd libs/python/agent && bump2version major
-	@echo "✓ Done! Now run: git push origin main"
-
-# Computer Server package targets
-bump-patch-computer-server: ## Bump patch version of cua-computer-server (0.1.0 → 0.1.1)
-	@echo "Bumping cua-computer-server patch version..."
-	cd libs/python/computer-server && bump2version patch
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-minor-computer-server: ## Bump minor version of cua-computer-server (0.1.0 → 0.2.0)
-	@echo "Bumping cua-computer-server minor version..."
-	cd libs/python/computer-server && bump2version minor
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-major-computer-server: ## Bump major version of cua-computer-server (0.1.0 → 1.0.0)
-	@echo "Bumping cua-computer-server major version..."
-	cd libs/python/computer-server && bump2version major
-	@echo "✓ Done! Now run: git push origin main"
-
-# MCP Server package targets
-bump-patch-mcp-server: ## Bump patch version of cua-mcp-server (0.1.0 → 0.1.1)
-	@echo "Bumping cua-mcp-server patch version..."
-	cd libs/python/mcp-server && bump2version patch
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-minor-mcp-server: ## Bump minor version of cua-mcp-server (0.1.0 → 0.2.0)
-	@echo "Bumping cua-mcp-server minor version..."
-	cd libs/python/mcp-server && bump2version minor
-	@echo "✓ Done! Now run: git push origin main"
-
-bump-major-mcp-server: ## Bump major version of cua-mcp-server (0.1.0 → 1.0.0)
-	@echo "Bumping cua-mcp-server major version..."
-	cd libs/python/mcp-server && bump2version major
-	@echo "✓ Done! Now run: git push origin main"
-
-# Convenience targets for common workflows
-bump-all-patch: ## Bump patch version for ALL packages (use with caution!)
-	@echo "⚠️  Bumping patch version for ALL packages..."
-	@read -p "Are you sure? [y/N] " -n 1 -r; \
-	echo; \
-	if [[ $$REPLY =~ ^[Yy]$$ ]]; then \
-		$(MAKE) bump-patch-core && \
-		$(MAKE) bump-patch-pylume && \
-		$(MAKE) bump-patch-computer && \
-		$(MAKE) bump-patch-som && \
-		$(MAKE) bump-patch-agent && \
-		$(MAKE) bump-patch-computer-server && \
-		$(MAKE) bump-patch-mcp-server; \
-	fi
+	@echo "⚠️  For production version bumps, use GitHub Actions:"
+	@echo "    https://github.com/trycua/cua/actions/workflows/bump-version.yml"
 
 # Dry run targets (test without making changes)
 dry-run-patch-%: ## Dry run for patch version bump (e.g., make dry-run-patch-core)

From 18082298c92a48182245dd6a768a879088766f93 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 24 Oct 2025 21:38:48 +0000
Subject: [PATCH 218/220] Bump cua-mcp-server to v0.1.15

---
 libs/python/mcp-server/.bumpversion.cfg | 2 +-
 libs/python/mcp-server/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/libs/python/mcp-server/.bumpversion.cfg b/libs/python/mcp-server/.bumpversion.cfg
index 072e06cb..2641965b 100644
--- a/libs/python/mcp-server/.bumpversion.cfg
+++ b/libs/python/mcp-server/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.1.14
+current_version = 0.1.15
 commit = True
 tag = True
 tag_name = mcp-server-v{new_version}
diff --git a/libs/python/mcp-server/pyproject.toml b/libs/python/mcp-server/pyproject.toml
index 3f2beb33..088ae9ec 100644
--- a/libs/python/mcp-server/pyproject.toml
+++ b/libs/python/mcp-server/pyproject.toml
@@ -7,7 +7,7 @@ name = "cua-mcp-server"
 description = "MCP Server for Computer-Use Agent (CUA)"
 readme = "README.md"
 requires-python = ">=3.12"
-version = "0.1.14"
+version = "0.1.15"
 authors = [
     {name = "TryCua", email = "gh@trycua.com"}
 ]

From efb52bdc7739fc3ecf1ac0bc9032463ac088af1a Mon Sep 17 00:00:00 2001
From: Dillon DuPont <ddupont@mit.edu>
Date: Fri, 24 Oct 2025 15:02:00 -0700
Subject: [PATCH 219/220] Delete ephemeral containers when stopped

---
 .../computer/providers/docker/provider.py     | 25 +++++++++++++------
 1 file changed, 18 insertions(+), 7 deletions(-)

diff --git a/libs/python/computer/computer/providers/docker/provider.py b/libs/python/computer/computer/providers/docker/provider.py
index e83c626c..e5f56dc5 100644
--- a/libs/python/computer/computer/providers/docker/provider.py
+++ b/libs/python/computer/computer/providers/docker/provider.py
@@ -258,14 +258,20 @@ class DockerProvider(BaseVMProvider):
                 logger.info(f"Container {name} is already running")
                 return existing_vm
             elif existing_vm["status"] in ["stopped", "paused"]:
-                # Start existing container
-                logger.info(f"Starting existing container {name}")
-                start_cmd = ["docker", "start", name]
-                result = subprocess.run(start_cmd, capture_output=True, text=True, check=True)
+                if self.ephemeral:
+                    # Delete existing container
+                    logger.info(f"Deleting existing container {name}")
+                    delete_cmd = ["docker", "rm", name]
+                    result = subprocess.run(delete_cmd, capture_output=True, text=True, check=True)
+                else:
+                    # Start existing container
+                    logger.info(f"Starting existing container {name}")
+                    start_cmd = ["docker", "start", name]
+                    result = subprocess.run(start_cmd, capture_output=True, text=True, check=True)
 
-                # Wait for container to be ready
-                await self._wait_for_container_ready(name)
-                return await self.get_vm(name, storage)
+                    # Wait for container to be ready
+                    await self._wait_for_container_ready(name)
+                    return await self.get_vm(name, storage)
 
             # Use provided image or default
             docker_image = image if image != "default" else self.image
@@ -402,6 +408,11 @@ class DockerProvider(BaseVMProvider):
 
             logger.info(f"Container {name} stopped successfully")
 
+            # Delete container if ephemeral=True
+            if self.ephemeral:
+                cmd = ["docker", "rm", name]
+                result = subprocess.run(cmd, capture_output=True, text=True, check=True)
+
             return {
                 "name": name,
                 "status": "stopped",

From 8ef5b22dce0a842dd9c32632fae35b3f669557a2 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 24 Oct 2025 17:25:44 -0700
Subject: [PATCH 220/220] Install dev dependencies before running type checker

---
 scripts/typescript-typecheck.js | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/typescript-typecheck.js b/scripts/typescript-typecheck.js
index 29e12345..77f65a16 100644
--- a/scripts/typescript-typecheck.js
+++ b/scripts/typescript-typecheck.js
@@ -2,6 +2,7 @@
 const { execSync } = require('child_process');
 
 try {
+  execSync('pnpm -C libs/typescript install', { stdio: 'inherit' });
   execSync('pnpm -C libs/typescript -r run typecheck', { stdio: 'inherit' });
 } catch (err) {
   process.exit(1);