Nature Biotechnology, Published online: 20 March 2026; doi:10.1038/s41587-026-03064-wThis Review discusses the promises and pitfalls of biological AI algorithms and presents a vision for generalist biological artificial intelligence, in which models can perform diverse tasks across biological domains.