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📚 RAG (Retrieval-Augmented Generation)

Always-current AI documentation · Verified 2026-05-28
TL;DR

• Fetch relevant documents first, then let the model answer from them

• Fixes: stale knowledge, hallucination on private data, citation needs

• Modern stack: hybrid search (vector + keyword) + reranking

The core idea

RAG = retrieve relevant chunks from your knowledge base (vector and/or keyword search), insert them into the prompt, instruct the model to answer only from them with citations. It grounds answers in your data and stays current without retraining.

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