Proceedings of the National Academy of Sciences, Volume 122, Issue 41, October 2025. The recent surge in generative AI has introduced exciting possibilities for computational chemistry. Generative AI methods have made significant progress in sampling molecular structures across chemical species, developing force fields, and speeding up …