diff --git a/docs/modules/agents/agents/custom_llm_agent.ipynb b/docs/modules/agents/agents/custom_llm_agent.ipynb
index 7951fd5e..189aadaf 100644
--- a/docs/modules/agents/agents/custom_llm_agent.ipynb
+++ b/docs/modules/agents/agents/custom_llm_agent.ipynb
@@ -60,7 +60,7 @@
    "id": "6df0253f",
    "metadata": {},
    "source": [
-    "# Set up tool\n",
+    "## Set up tool\n",
     "\n",
     "Set up any tools the agent may want to use. This may be necessary to put in the prompt (so that the agent knows to use these tools)."
    ]
diff --git a/docs/modules/agents/agents/custom_llm_chat_agent.ipynb b/docs/modules/agents/agents/custom_llm_chat_agent.ipynb
index bbac7bff..9d5d224e 100644
--- a/docs/modules/agents/agents/custom_llm_chat_agent.ipynb
+++ b/docs/modules/agents/agents/custom_llm_chat_agent.ipynb
@@ -61,7 +61,7 @@
    "id": "6df0253f",
    "metadata": {},
    "source": [
-    "# Set up tool\n",
+    "## Set up tool\n",
     "\n",
     "Set up any tools the agent may want to use. This may be necessary to put in the prompt (so that the agent knows to use these tools)."
    ]