H. Kino

Crystal-structure design by agentic AI in a language of motifs

Applied to the design of rare-earth-lean permanent magnets, MatEvolve, an agentic-AI framework designing crystals, reaches new structural prototypes more than three times as often as generative models under an equal validation budget, at a comparable on-target-magnet rate.