diff --git a/rag_tutorials/agentic_rag_math_agent/README.md b/rag_tutorials/agentic_rag_math_agent/README.md
index 3f8e8ef..315dbce 100644
--- a/rag_tutorials/agentic_rag_math_agent/README.md
+++ b/rag_tutorials/agentic_rag_math_agent/README.md
@@ -14,6 +14,7 @@ This project implements an **Agentic-RAG architecture** to simulate a math profe
 - 💻 **Streamlit UI**: Interactive dashboard with multiple tabs.
 
 ## 🚀 Architecture Flow
+<img width="465" alt="Screenshot 2025-05-04 at 3 45 58 PM" src="https://github.com/user-attachments/assets/c0a9e612-2ef0-413c-b779-c99fe9f48619" />
 
 
 ## 📚 Knowledge Base