diff --git a/website/docs/Examples/AutoGen-AgentChat.md b/website/docs/Examples/AutoGen-AgentChat.md
index a41cd2f2596..55988818ef0 100644
--- a/website/docs/Examples/AutoGen-AgentChat.md
+++ b/website/docs/Examples/AutoGen-AgentChat.md
@@ -16,3 +16,4 @@ Links to notebook examples:
 * [Automated Complex Task Solving by Group Chat (with 6 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_research.ipynb)
 * [Automated Continual Learning from New Data](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb)
 * [Teach Agents New Skills & Reuse via Automated Chat](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teaching.ipynb)
+* [Automated Code Generation and Question Answering with Retrieval Augemented Agents](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat.ipynb)
diff --git a/website/docs/Use-Cases/agent_chat.md b/website/docs/Use-Cases/agent_chat.md
index 9da5c8ec11e..5dcc7d8e070 100644
--- a/website/docs/Use-Cases/agent_chat.md
+++ b/website/docs/Use-Cases/agent_chat.md
@@ -92,6 +92,7 @@ The figure below shows six examples of applications built using AutoGen.
 * [Automated Complex Task Solving by Group Chat (with 6 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_research.ipynb)
 * [Automated Continual Learning from New Data](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb)
 * [Teach Agents New Skills & Reuse via Automated Chat](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teaching.ipynb)
+* [Automated Code Generation and Question Answering with Retrieval Augemented Agents](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat.ipynb)