diff --git a/05-agentic-rag/README.md b/05-agentic-rag/README.md
index e8eebe44..f0eb8fca 100644
--- a/05-agentic-rag/README.md
+++ b/05-agentic-rag/README.md
@@ -128,4 +128,5 @@ Agentic RAG represents a natural evolution in how AI systems handle complex, dat
 
 - <a href="https://arxiv.org/abs/2303.17651" target="_blank">2303.17651 Self-Refine: Iterative Refinement with Self-Feedback</a>
 - <a href="https://arxiv.org/abs/2303.11366" target="_blank">2303.11366 Reflexion: Language Agents with Verbal Reinforcement Learning</a>
-- <a href="https://arxiv.org/abs/2305.11738" target="_blank">2305.11738 CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing</a>
\ No newline at end of file
+- <a href="https://arxiv.org/abs/2305.11738" target="_blank">2305.11738 CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing</a>
+- <a href="https://arxiv.org/abs/2501.09136" target="_blank">2501.09136 Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG</a>