Almost every safety and bias metric at scale is judge-scored, which makes the judge part of your measurement instrument. This module applies the calibration discipline to safety grading: TPR and TNR against human labels, the biases that distort scores, and the iteration loop that tightens a rubric until both rates clear 0.90.