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Retrieval-augmented generation (RAG)

Retrieval-augmented generation is a technique in which a large language model first searches a trusted document set, such as internal policies, and then answers using the passages it found, ideally citing them. It reduces made-up answers and keeps content current without retraining.

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Updated 31 Oct 2026.