diff --git a/website/docs/topics/non-openai-models/cloud-anthropic.ipynb b/website/docs/topics/non-openai-models/cloud-anthropic.ipynb
index 183ced1a8a..c5b757f828 100644
--- a/website/docs/topics/non-openai-models/cloud-anthropic.ipynb
+++ b/website/docs/topics/non-openai-models/cloud-anthropic.ipynb
@@ -131,7 +131,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Coding Example with Two Agent"
+    "## Two-agent Coding Example"
    ]
   },
   {
@@ -139,7 +139,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Construct Agents\n",
+    "### Construct Agents\n",
     "\n",
     "Construct a simple conversation between a User proxy and an ConversableAgent based on Claude-3 model.\n"
    ]
@@ -173,7 +173,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Initiate Chat"
+    "### Initiate Chat"
    ]
   },
   {
@@ -283,7 +283,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Function Call in Latest Anthropic API \n",
+    "## Tool Call Example with the Latest Anthropic API \n",
     "Anthropic just announced that tool use is now supported in the Anthropic API. To use this feature, please install `anthropic>=0.23.1`."
    ]
   },
@@ -291,7 +291,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Register the function"
+    "### Register the function"
    ]
   },
   {
@@ -396,7 +396,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# GroupChat with Claude and GPT Agents "
+    "## Group Chat Example with both Claude and GPT Agents "
    ]
   },
   {
@@ -706,7 +706,6 @@
     "\n",
     "manager = GroupChatManager(\n",
     "    groupchat=groupchat,\n",
-    "    # is_termination_msg=lambda x: x.get(\"content\", \"\").find(\"TERMINATE\") >= 0,\n",
     "    llm_config={\n",
     "        \"config_list\": config_list_gpt4,\n",
     "    },\n",