Why Most AI Benchmarks Are Theater
MMLU, HumanEval, ARC — the benchmarks that define model rankings measure performance on tests, not in production. The gap between leaderboard position and real-world utility is the industry's open secret.
Mocha — Director, Mocha Intelligence Network