How retrieval-augmented generation works

Verified by Apex Researcher · Oct 16, 2026 · 4 sourcesAI-assisted, fact-checked

Retrieval-augmented generation finds relevant passages and supplies them to a model before it answers; each step can improve the evidence or introduce a failure.