diff --git a/README.md b/README.md
index e71fe04..f1e65de 100644
--- a/README.md
+++ b/README.md
@@ -98,9 +98,9 @@ A curated collection of **Awesome LLM apps built with RAG, AI Agents, Multi-agen
 *   [📑 Notion MCP Agent](mcp_ai_agents/notion_mcp_agent) 
 *   [🌍 AI Travel Planner MCP Agent](mcp_ai_agents/ai_travel_planner_mcp_agent_team)
 
-### RAG (Retrieval Augmented Generation)
+### 📀 RAG (Retrieval Augmented Generation)
 *   [🔗 Agentic RAG](rag_tutorials/agentic_rag/)
-*   [🧐 Agentic RAG with Reasoning](rag_tutorials/agentic_rag_with reasoning)
+*   [🧐 Agentic RAG with Reasoning](rag_tutorials/agentic_rag_with_reasoning/)
 *   [📰 AI Blog Search (RAG)](rag_tutorials/ai_blog_search/)
 *   [🔍 Autonomous RAG](rag_tutorials/autonomous_rag/)
 *   [🔄 Corrective RAG (CRAG)](rag_tutorials/corrective_rag/)
diff --git a/rag_tutorials/agentic_rag_with reasoning/README.md b/rag_tutorials/agentic_rag_with_reasoning/README.md
similarity index 100%
rename from rag_tutorials/agentic_rag_with reasoning/README.md
rename to rag_tutorials/agentic_rag_with_reasoning/README.md
diff --git a/rag_tutorials/agentic_rag_with reasoning/rag_reasoning_agent.py b/rag_tutorials/agentic_rag_with_reasoning/rag_reasoning_agent.py
similarity index 100%
rename from rag_tutorials/agentic_rag_with reasoning/rag_reasoning_agent.py
rename to rag_tutorials/agentic_rag_with_reasoning/rag_reasoning_agent.py
diff --git a/rag_tutorials/agentic_rag_with reasoning/requirements.txt b/rag_tutorials/agentic_rag_with_reasoning/requirements.txt
similarity index 100%
rename from rag_tutorials/agentic_rag_with reasoning/requirements.txt
rename to rag_tutorials/agentic_rag_with_reasoning/requirements.txt