diff --git a/recipes/use_cases/github_triage/walkthrough.ipynb b/recipes/use_cases/github_triage/walkthrough.ipynb
index f98fae876..b685686e3 100644
--- a/recipes/use_cases/github_triage/walkthrough.ipynb
+++ b/recipes/use_cases/github_triage/walkthrough.ipynb
@@ -1,15 +1,5 @@
 {
   "cells": [
-    {
-      "cell_type": "code",
-      "execution_count": 1,
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "%load_ext autoreload\n",
-        "%autoreload 2"
-      ]
-    },
     {
       "cell_type": "markdown",
       "metadata": {},
@@ -29,13 +19,13 @@
       ]
     },
     {
-      "cell_type": "code",
-      "execution_count": null,
+      "cell_type": "markdown",
       "metadata": {},
-      "outputs": [],
       "source": [
         "!git clone https://github.com/meta-llama/llama-recipes\n",
+        "\n",
         "%cd recipes/use_cases/github_triage\n",
+        "\n",
         "!pip install -r requirements.txt"
       ]
     },
@@ -355,7 +345,6 @@
         }
       ],
       "source": [
-        "\n",
         "print(f\"Additional metadata generated by LLM: {set(annotated_issues.columns).difference(set(issues_df.columns))}\\n\\n\")\n",
         "print(f\"[Showing 5 out of {annotated_issues.shape[0]} rows]\\n\")\n",
         "print(annotated_issues.head())\n"
@@ -413,8 +402,6 @@
         }
       ],
       "source": [
-        "\n",
-        "\n",
         "# Generate high-level analysis\n",
         "challenges, overview = generate_executive_reports(annotated_issues, theme_counts, repo_name, start_date, end_date)\n",
         "# Validate and save generated data\n",
@@ -586,8 +573,6 @@
         }
       ],
       "source": [
-        "\n",
-        "\n",
         "# Create graphs and charts\n",
         "plot_folder = out_folder + \"/plots\"\n",
         "os.makedirs(plot_folder, exist_ok=True)\n",