Update README.md

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README.md

@@ -454,8 +454,7 @@ See https://fastapi.tiangolo.com/tutorial/cors/
 
 # RAG Configuration
 
-The [guide to RAG setup](docs/rag-guide.md) provides guidance on setting up RAG and includes tested examples for both inference and vector store integration.
-
+The [guide to RAG setup](docs/rag_guide.md) provides guidance on setting up RAG and includes tested examples for both inference and vector store integration.
 
 ## Example configurations for inference