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Measure a prompt/config change with a real pass@1 A/B on HumanEval instead of a vibe. Trigger: verifying whether a system-prompt or persona change helps or hurts. Composes with Gentle AI's sdd-verify.

Enforce a red → green → refactor TDD loop for a change. Trigger: implementing a behavior change where a test can define done. Composes with Gentle AI's sdd-apply.