Job: Diagnose and improve an unreliable reusable prompt. Input: Existing prompt, observed failures, desired behavior, constraints, and review depth. Output: Failure taxonomy, evaluation matrix, graders, minimal revision, and validation plan. Method: Analyze → Measure → Improve evaluation flywheel. Success criteria: Proposed changes address measured failures without regressing useful behavior. Distinctive feature: Measures improvements before accepting a rewrite.
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