diff --git a/docs/zero_to_hero_guide/03_Tool_Calling101.ipynb b/docs/zero_to_hero_guide/03_Tool_Calling101.ipynb
index 6431c3e0a..5e86aaa56 100644
--- a/docs/zero_to_hero_guide/03_Tool_Calling101.ipynb
+++ b/docs/zero_to_hero_guide/03_Tool_Calling101.ipynb
@@ -318,11 +318,13 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "Thanks for checking out this tutorial, hopefully you can now automate everything with Llama! :D\n",
+    "\n",
+    "Next up, we learn another hot topic of LLMs: Memory and Rag. Continue learning [here](./04_Memory101.ipynb)!"
+   ]
   }
  ],
  "metadata": {