Nature, Published online: 13 November 2024; doi:10.1038/s41586-024-08157-7

A task-agnostic controller assists the user on the basis of instantaneous estimates of lower-limb biological joint moments from a deep neural network so exoskeletons can aid users across a broad spectrum of human activities.