diff --git a/docs/source/docs/index.rst b/docs/source/docs/index.rst
index b4bd66fba6f..5b8d144af70 100644
--- a/docs/source/docs/index.rst
+++ b/docs/source/docs/index.rst
@@ -69,6 +69,7 @@ Runnable examples:
 
 * **LLMs on SkyPilot**
 
+  * `Llama 3.1 finetuning <https://github.com/skypilot-org/skypilot/tree/master/llm/llama-3_1-finetuning>`_ and `serving <https://github.com/skypilot-org/skypilot/tree/master/llm/llama-3_1>`_
   * `GPT-2 via llm.c <https://github.com/skypilot-org/skypilot/tree/master/llm/gpt-2>`_
   * `Llama 3 <https://github.com/skypilot-org/skypilot/tree/master/llm/llama-3>`_
   * `Qwen <https://github.com/skypilot-org/skypilot/tree/master/llm/qwen>`_