Expertise

‘LLMs Reward Expertise’: What the Data Actually Shows

The AI Prism Admin

Goedecke says LLMs reward expertise. The studies tell a finer story: AI compresses the floor and amplifies the ceiling.

Coding Expertise Is Collapsing — and AI Is Why

The AI Prism Admin

The top story on Hacker News this week argues that AI coding tools are eroding the very expertise they require — and the studies back it up: novices who lean on AI learn less, 80% of developers report dependence, and trust in AI accuracy is falling. The collapse of coding expertise isn't about the technology; it's about the people we're training to never become senior.