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Critique-revise

AI & ML På svenska → Updated: 2026-07-30

Two-step process: LLM generates response → second LLM (or same with different prompt) critiques → first LLM revises. Core idea in Self-Refine (Madaan 2023).

Differs from Reflection: split into separate roles. Used in Constitutional AI (Anthropic), debate-based alignment, code review agents. Risk: over-revision degrades quality after 2-3 iterations. Typically combined with stopping criterion (test pass, score threshold).

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