GPT-4 scores 87% on HumanEval. Claude solves competitive programming problems. Yet engineering teams are merging regressions, leaking secrets, and shipping logic bugs they did not write. What the benchmarks are measuring and what actually ships are t
HumanEval Passes. Production Burns. The Real Story of AI Code Generation in the Vibe Coding Era