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Claude Code agent for rigorous ML hypothesis investigation: critic-defender debate (default) or ensemble critique (opt-in), pre-specified metrics, agreed empirical tests, and production re-evaluation. Methodology itself is empirically calibrated through pre-registered meta-experiments.