Who Checks the AI Judge? Calibrate It Before It Gates
A judge that agrees with your reviewers 60% of the time produces numbers that look like a good one. LLM judge validation in ai-eval: held-out labels, rates computed by calibrate.py, and a lint that fails any gate on an unvalidated judge.