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How does Retrieval-Augmented Generation (RAG) work in LangChain?
Vishal •
Jul 18, 2026 •
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I have heard that RAG improves AI responses by retrieving information from external sources. How does RAG work in LangChain, and what are the main components involved, such as document loaders, embeddings, vector databases, retrievers, and LLMs?