Nature Machine Intelligence, Published online: 28 September 2026; doi:10.1038/s42256-026-01306-9

Wu et al. show that neural networks learning multiple tasks organize into specialized modules, particularly under capacity constraints. Incremental multitask learning strengthens this modularity and produces architectures resembling brain networks.