diff --git a/ch05/01_main-chapter-code/ch05.ipynb b/ch05/01_main-chapter-code/ch05.ipynb
index dc74950..de627c3 100644
--- a/ch05/01_main-chapter-code/ch05.ipynb
+++ b/ch05/01_main-chapter-code/ch05.ipynb
@@ -2460,7 +2460,8 @@
    "id": "28493b9b-a1ae-4f31-87bc-c10ee4447f44",
    "metadata": {},
    "source": [
-    "- For an alternative way to load the weights from the Hugging Face Hub, see [../02_alternative_weight_loading](../02_alternative_weight_loading)"
+    "- For an alternative way to load the weights from the Hugging Face Hub, see [../02_alternative_weight_loading](../02_alternative_weight_loading)\n",
+    "- If you are interested in seeing how the GPT architecture compares to the Llama architecture (a popular LLM developed by Meta AI), see the bonus content at [../07_gpt_to_llama](../07_gpt_to_llama)"
    ]
   },
   {