diff --git a/book/jupyternotebook/Chapter.ipynb b/book/jupyternotebook/Chapter.ipynb
index 0cbfae9..91d005b 100644
--- a/book/jupyternotebook/Chapter.ipynb
+++ b/book/jupyternotebook/Chapter.ipynb
@@ -468,6 +468,61 @@
    "source": [
     "!nbstripout FILE.ipynb"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Bring LLMs Into Your Notebook with `jupyter-ai`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Bring GenAI into your Jupyter Notebooks with `jupyter-ai`\n",
+    "\n",
+    "`jupyter-ai` lets you use LLMs from vendors like OpenAI, Huggingface and Anthropic within your Notebook cells.\n",
+    "\n",
+    "You can just ask for a code snippet and the result will be rendered into your Notebook."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%env PROVIDER_API_KEY=YOUR_API_KEY_HERE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install jupyter_ai"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext jupyter_ai"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%ai chatgpt\n",
+    "Provide a hello world function in Python"
+   ]
   }
  ],
  "metadata": {