The diversity of natural proteins shapes cell- and tissue-level structure and behavior, and advances in protein engineering have enabled the de novo design of artificial, super-stable proteins. But real proteins have evolved to depend on biomolecular interactions and conformational flexibility in order to balance stability with function. A key challenge in protein engineering is our limited mechanistic understanding of how proteins’ conformational ensembles are poised to perform non-equilibrium processes, which enable their functions.