diff --git a/recipes/3p_integrations/llamaindex/dlai_agentic_rag/Building_Agentic_RAG_with_Llamaindex_L3_Building_an_Agent_Reasoning_Loop.ipynb b/recipes/3p_integrations/llamaindex/dlai_agentic_rag/Building_Agentic_RAG_with_Llamaindex_L3_Building_an_Agent_Reasoning_Loop.ipynb
index 7cc2a373ff491fd7757be04b46dc479284571069..f2703d29570a9d44246f8311dae7e49bf697d240 100644
--- a/recipes/3p_integrations/llamaindex/dlai_agentic_rag/Building_Agentic_RAG_with_Llamaindex_L3_Building_an_Agent_Reasoning_Loop.ipynb
+++ b/recipes/3p_integrations/llamaindex/dlai_agentic_rag/Building_Agentic_RAG_with_Llamaindex_L3_Building_an_Agent_Reasoning_Loop.ipynb
@@ -149,17 +149,6 @@
     "    return vector_query_tool, summary_tool"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "6zi9eRc2dOMQ"
-   },
-   "outputs": [],
-   "source": [
-    "vector_tool, summary_tool = get_doc_tools(\"metagpt.pdf\", \"metagpt\")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -199,6 +188,15 @@
     ")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vector_tool, summary_tool = get_doc_tools(\"metagpt.pdf\", \"metagpt\")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -460,15 +458,6 @@
    "source": [
     "print(str(response))"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "iyhvuua7GjVD"
-   },
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {