Can AI make genuine theoretical discoveries?

When Nature included ChatGPT alongside its list of ten people who helped to shape science in 2023 (Nature 624, 509; 2023), it seemed deliberately provocative. The natural tendency to exaggerate the achievements of artificial intelligence (AI) is found not only in regard to large language models, but also in the abstract world of theoretical physics and pure mathematics.