Most AI benchmarks are lying to you. MMLU is saturated, contamination is rampant, and companies cherry-pick evals. What actually predicts production success: latency under load, cost per quality-adjusted token, consistency across runs, and edge case handling. Stop reading leaderboards. Start building eval suites. #AI #LLM #benchmarks #TheSyntheticMind