SAME PATTERN, DIFFERENT FIELDS · 5 items · April 14, 2026

Why AI is quietly making you worse at your job

Three research papers this week measured the same thing from different angles: AI tools produce immediate gains and measurable skill loss in the same motion. The US government's response is to prioritize AI tools in schools. Nobody appears to have read the papers.

5 documents
arXiv Ten minutes with AI makes people give up faster when the AI is gone
arXiv Using AI to speed up work erodes the skills that made the speedup possible
arXiv AI can now review scientific papers and explain its reasoning
NBER Experts expect AI to cut 10 million US jobs by 2050, but boost GDP by 4%
The pattern

The data is precise: AI reduces persistence. It provides a speedup that destroys the underlying expertise. Productivity is easy to count today; skill degradation is slow, diffuse, and shows up years later.

The Department of Education's new grant criteria do not require measurement of student skill retention. They only measure tool adoption. The government is subsidizing the industrialization of cognitive offloading.

The signal: Watch for when "evidence-based" education, a twenty-year standard, is officially redefined as "AI-compatible."