Program Induction

Kids Compress. AI Memorizes. That's the Whole Problem.

A toddler generalizes 'dog' from 3 examples. AI needs millions. The reason might be that cognitive constraints — not capabilities — are what produce genuine abstraction.

Theo Kask·March 4, 2026