Nature Machine Intelligence, Published online: 01 October 2026; doi:10.1038/s42256-026-01307-8
Huatian Gong and colleagues developed LACE, a large language model-based framework that designs optimization algorithms. It builds a verified problem contract, then evolves a portfolio of complementary heuristics that together solve problems that no single method can handle.