Why Public AI Benchmarks Lie (And How to Actually Evaluate Models)

We’ve all seen the flashy headlines: "Model X beats the leaderboard on MTEB!" But if you deploy that model blindly into production, you're likely setting yourself up for failure. Public benchmarks are