calibrate

Tune and validate the scoring constants (evidence-weight base, diversity factors, gate threshold, crispness bars) against past decisions with known outcomes. Use when the user says "calibrate", "tune the thresholds", "validate the scoring", "the confidence numbers feel off", or has a set of past decisions to check the model against. Reports mismatches and recommended constant changes; never silently changes them.