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Maintainer: the tool will never run against the test cases it is trained with; its purpose is a repo safety net. Repository-grouped folds, repository-agnostic features, BLOCK/ADVISORY operating points for changed code, out-of-repo calibration, adaptation kept separate. Co-Authored-By: Claude Opus 5.5 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo