competence verification

AI Didn’t Replace Workers—It Replaced the Need to Know Who’s Competent

Graduates with laptops at ceremony symbolizing labor market price discovery collapse when AI assistance makes competence unobservable and performance signals equalize across all capability levels

How Artificial Intelligence Destroyed Labor Market Price Discovery and Made Capability Invisible While Everyone Still Has Jobs The unemployment rate hasn’t spiked. Hiring continues. Salaries remain stable. Workers keep working. AI didn’t replace the workforce. It replaced something more fundamental: the ability to observe competence. When everyone can produce senior-level output regardless of actual capability—when AI Didn’t Replace Workers—It Replaced the Need to Know Who’s Competent