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Technique · retrieval

Retrieval-Augmented Generation (RAG)

Conditioning generation on retrieved passages from a non-parametric memory, combining parametric and retrieval-based knowledge.

Origin: Meta AI, 2020-05Read origin paper →Also known as: RAG
1
Products deploying
6y
Avg research → prod
6y
First commercial deploy

Deployment timeline

  1. Claude 4.5

    Deployed 2026-02-26 · Velocity 6y

    Claude supports retrieval-augmented generation through file uploads and context window expansion.

    high