diff --git a/multimodal-understanding/getting-started/04_langchain_integration.ipynb b/multimodal-understanding/getting-started/04_langchain_integration.ipynb
index 764fe117..fb722db7 100644
--- a/multimodal-understanding/getting-started/04_langchain_integration.ipynb
+++ b/multimodal-understanding/getting-started/04_langchain_integration.ipynb
@@ -349,7 +349,7 @@
     "    ]\n",
     ")\n",
     "\n",
-    "agent = create_tool_calling_agent(llm, tools, prompt)\n",
+    "agent = create_tool_calling_agent(llm_with_tools, tools, prompt)\n",
     "\n",
     "agent_executor = AgentExecutor(agent=agent, tools=tools, verbose=True)\n",
     "\n",