From 4dedd06c5b7a5a4c5bde69403561dd6c9ff03d10 Mon Sep 17 00:00:00 2001
From: James Murdza <james@jamesmurdza.com>
Date: Fri, 12 Sep 2025 12:39:37 -0400
Subject: [PATCH] Improve notebook structure

---
 notebooks/hud_hackathon.ipynb | 30 +++++++++++++++++++++---------
 1 file changed, 21 insertions(+), 9 deletions(-)

diff --git a/notebooks/hud_hackathon.ipynb b/notebooks/hud_hackathon.ipynb
index edfdbd4e..e1e9d7b8 100644
--- a/notebooks/hud_hackathon.ipynb
+++ b/notebooks/hud_hackathon.ipynb
@@ -15,10 +15,16 @@
    "id": "19f92431",
    "metadata": {},
    "source": [
-    "## Step 1: Connect to cloud services\n",
-    "\n",
-    "You will need a Cua account to run computer use agents in the cloud and a HUD account to evaluate them.\n",
+    "## ☁️ Connect to cloud services\n",
     "\n",
+    "Create Cua and HUD accounts and load your API keys. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "47171dc3",
+   "metadata": {},
+   "source": [
     "1. Create a Cua account at https://www.trycua.com/\n",
     "2. Start a Cua container at https://www.trycua.com/dashboard/containers\n",
     "3. Create a HUD account at https://www.hud.so/\n",
@@ -56,8 +62,16 @@
    "id": "5c8bef64",
    "metadata": {},
    "source": [
-    "## Step 2: Create a Computer Use Agent\n",
+    "## 🤖 Create a Computer Use Agent\n",
     "\n",
+    "Create and run a computer use agent using the Cua SDK."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "54338496",
+   "metadata": {},
+   "source": [
     "Connect to your running Cua container using the Cua SDK and initialize an agent."
    ]
   },
@@ -99,8 +113,6 @@
    "id": "12b9c22c",
    "metadata": {},
    "source": [
-    "## Step 3: Run a Simple Task\n",
-    "\n",
     "Try running the computer use agent on a simple task.\n",
     "\n",
     "Trajectories are saved in the format: `trajectories/YYYY-MM-DD_computer-use-pre_XXX`.\n",
@@ -135,9 +147,9 @@
    "id": "eb4edbb5",
    "metadata": {},
    "source": [
-    "## Step 4: Evaluate the Agent with HUD\n",
+    "## 🧐 Evaluate the Agent with HUD\n",
     "\n",
-    "Test your agent's performance on a selection of tasks from the OSWorld benchmark:"
+    "Test your agent's performance on a selection of tasks from the OSWorld benchmark."
    ]
   },
   {
@@ -174,7 +186,7 @@
    "id": "5b89a103",
    "metadata": {},
    "source": [
-    "# Step 5: Improve your Agent\n",
+    "# 🦾 Improve your Agent\n",
     "\n",
     "Improve your agent to get the highest score possible on OSWorld-Verified. Here are some ideas to get you started:\n",
     "\n",