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feat: Phase O O1 calibration performance summary schema -- prediction accuracy tracking across batches with known outcomes (starts Phase O) - #834
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… accuracy tracking across batches with known outcomes (starts Phase O)
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Implements CalibrationPerformanceEntry schema. Confusion matrix validation. Brier score bounds. FP rate, recall, and small-sample warnings. dry_lab_only=False. 46 tests. CLI: openamp-foundry calibration-performance-check. Starts Phase O (Calibration Quality Assurance).