AI dependency

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

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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

We Are Teaching Machines While Forgetting How to Learn

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Human figure fading while teaching glowing AI brain, illustrating training asymmetry where machines learn from every interaction while humans forget how to learn through struggle removal

The more we teach machines, the less we notice that humans are no longer learning. Not learning less. Forgetting how. Key findings: Training asymmetry: AI learns from every interaction. Humans learn only through struggle. When AI removes struggle, machines continue learning while humans stop. Invisible erosion: Productivity, quality, and satisfaction metrics all improve while capability … We Are Teaching Machines While Forgetting How to Learn

The Recursive Dependency Trap: Why AI Training on Human Weakening Makes Capability Recovery Impossible

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Overwhelmed human figure trapped in downward spiral being pulled toward AI brain, illustrating the recursive dependency trap where human weakening becomes AI training data

When foundation models learn from users becoming dependent, they optimize future humans for dependency. This feedback loop accelerates with every training cycle—and the next cycle begins now. I. The Pattern You’re Living You became more productive today. You also became weaker. A developer finishes three features using AI code generation instead of one. Output tripled. … The Recursive Dependency Trap: Why AI Training on Human Weakening Makes Capability Recovery Impossible