Judgment Layer Audit v1
Three days of a production agent’s messages judged twice — by a cheap always-on judge model and by the operator’s written rules. 7,940 messages judged, 2,648 scored against the reference. Agreement 68.4% → 75.1% → 80.9%; 87.2% in the judge’s top confidence band. Includes a worked correction: the rule-compliance gain everyone would have quoted, 69 → 7, is 13 → 7 once both days are measured with the same criterion.