As AI outputs grow, new formats can make them easier to understand

Sam KaufmanOct 2, 2026

Andrej Karpathy argues that as language models take on more work, people will spend more time reviewing and understanding their outputs. He suggests using constrained writing, diagrams, interactive web pages, and custom explainer videos—bespoke artifacts that are becoming practical to generate on demand.