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Maintainer direction: A/B testing to extrapolate detection instead of hard-coding it, and a trained decision engine. Instruments become signal producers; labels from ground truth with provenance; a simple calibrated engine with population folds; experiments as plane Runs; extrapolation with intervals, checked once on frozen v3; the engine is what scan/pre-push/plane report. Co-Authored-By: Claude Opus 5.5 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo