attention debt

Why AI Makes Smart People Worse — And Why We Didn’t Notice

Senior professional working with AI device while expertise visually disintegrates on other side, illustrating how AI assistance degrades expert capability faster than novice knowledge through removal of cognitive persistence

The most experienced professionals are becoming less capable faster than novices. Output increases. Judgment collapses. Nobody measured what mattered. I. The Pattern Senior Professionals Notice A CTO with fifteen years of architecture experience begins using AI coding assistance. Productivity doubles. Code ships faster. Metrics improve across every dimension management tracks. Six months later, a junior Why AI Makes Smart People Worse — And Why We Didn’t Notice