Handoffs fail when people ask for "quality metrics" and get generic coherence scores that ignore the job. Bring TRACE raw material instead: traces, ranked failures, must-pass checklist.

Ask for: (1) binary checks tied to those failure modes; (2) if using an AI judge, validation with TPR and TNR against your labels - not raw agreement; (3) a view where a specific failure's rate goes down after a fix.