Nature, Published online: 21 October 2026; doi:10.1038/s41586-026-11205-z

Pinal, a 16-billion-parameter artificial intelligence model, designs functional proteins from natural-language descriptions, demonstrating experimentally validated activities and improved CO2-fixation product yields without iterative optimization.