I ran a top-scoring agent on my actual backlog — expense reports, dependency upgrades, triaging flaky tests — and it flopped where the leaderboard said it should shine. The benchmarks reward narrow task completion, not judgment under ambiguity. Am I using them wrong, or is the eval ecosystem optimizing for demoability? What would a benchmark that predicts real utility even look like?