What Is Retrieval-Augmented Generation (RAG)? How AI Answers with External Knowledge

Retrieval-augmented generation supplies a generative model with relevant external evidence at inference time so answers can reflect current or private knowledge. This guide explains the mechanism, trade-offs, evaluation, and controls that matter in practice.

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