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RAG in 2026: four patterns production teams still use.

Retrieval-augmented generation survived the hype cycle because the architecture became more disciplined.

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Retrieval-augmented generation survived the hype cycle because the architecture became more disciplined.

Why it matters

AI products are becoming systems of action. This changes how teams design permissions, review loops, metrics, memory, retrieval, and human escalation.

What to watch

Look for patterns that reduce operational risk: clear ownership, durable logs, reliable evals, cost controls, and interfaces that let users supervise without micromanaging.

The interesting question is no longer what can the model do — it’s what should we let it do unsupervised, and on whose behalf.

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