Proceedings of the National Academy of Sciences, Volume 123, Issue 13, March 2026. Foundation models—large AI systems pretrained on broad, heterogeneous data—are transforming scientific discovery. These models (e.g., GPT, GenCast, AlphaFold) excel at learning generalizable representations and adapting to new tasks with limited data. Yet,…

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