diff --git a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb
index f9f0946e2..71ddb19a1 100644
--- a/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb
+++ b/examples/advanced_agents/multi-agent/agent-simulation-evaluation.ipynb
@@ -5,7 +5,7 @@
    "id": "a3e3ebc4-57af-4fe4-bdd3-36aff67bf276",
    "metadata": {},
    "source": [
-    "## Chat Bot Evaluation as Multi-agent Simulation\n",
+    "# Chat Bot Evaluation as Multi-agent Simulation\n",
     "\n",
     "When building a chat bot, such as a customer support assistant, it can be hard to properly evalute your bot's performance. It's time-consuming to have to manually interact with it intensively for each code change.\n",
     "\n",
@@ -358,7 +358,7 @@
     }
    ],
    "source": [
-    "# These are the message from the final simulation state\n",
+    "gch  # These are the message from the final simulation state\n",
     "result[\"messages\"]"
    ]
   },