diff --git a/notebooks/en/multiagent_web_assistant.ipynb b/notebooks/en/multiagent_web_assistant.ipynb
index 1a9a7b52..84d62e28 100644
--- a/notebooks/en/multiagent_web_assistant.ipynb
+++ b/notebooks/en/multiagent_web_assistant.ipynb
@@ -32,8 +32,6 @@
     "```\n",
     "Let's set up this system. \n",
     "\n",
-    "⚡️ Our agent will be powered by [meta-llama/Meta-Llama-3.1-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct) using `HfApiEngine` class that uses HF's Inference API: the Inference API allows to quickly and easily run any OS model.\n",
-    "\n",
     "Run the line below to install the required dependencies:"
    ]
   },
@@ -50,7 +48,27 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We will choose to have our model powered by [Qwen/Qwen2.5-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-72B-Instruct) since it's very powerful and available for free in the HF API."
+    "Let's login in order to call the HF Inference API:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from huggingface_hub import notebook_login\n",
+    "\n",
+    "notebook_login()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "⚡️ Our agent will be powered by [Qwen/Qwen2.5-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-72B-Instruct) using `HfApiEngine` class that uses HF's Inference API: the Inference API allows to quickly and easily run any OS model.\n",
+    "\n",
+    "_Note:_ The Inference API hosts models based on various criteria, and deployed models may be updated or replaced without prior notice. Learn more about it [here](https://huggingface.co/docs/api-inference/supported-models)."
    ]
   },
   {