Nature Machine Intelligence, Published online: 23 September 2026; doi:10.1038/s42256-026-01304-x

Computational drug design often generates molecules that cannot be synthesized. Li and Lai show how large language models can predict precise structural edits to fix these molecules, outperforming traditional methods and preserving key features.