# AI Learns at the Wrong Abstraction: Matthieu Wyart on the Physics of Intelligence

> Source: <https://aiflash.com/content/ai-learns-at-the-wrong-abstraction-matthieu-wyart-on-the-physics-of-intelligenc/>
> Published: 2026-09-08 21:32:28+00:00

Theoretical physicist Matthieu Wyart reveals why current frontier AI models suffer from a 100,000x sample inefficiency gap compared to human brains. By mapping deep learning to granular physics and jamming transitions, Wyart demonstrates the urgent need to abandon token-space prediction in favor of introspective latent abstraction.