physical-computing

Un-0 is an image generator powered by a simulated system of coupled oscillators, achieving FID 6.74 on ImageNet 64×64, matching early conventional methods. It is open-source and aims to demonstrate energy-efficient AI on physical substrates.

This paper proposes a principle of 'constraint-enhanced physical search' where temporal correlations in exploration are matched to constraint-induced spatial correlations in update dynamics, demonstrated via a tug-of-war bandit model. The authors show that efficient search emerges not from maximal randomness but from matching temporal correlation to the physical update scale that converts feedback into evidence.

Claude Desktop Buddy is a project that integrates Anthropic's Claude AI into physical maker hardware, bringing conversational AI into the physical world.