Nature, Published online: 15 January 2025; doi:10.1038/s41586-024-08435-4A computational deep learning approach is used to design synthetic proteins that target the neosurfaces formed by proteinligand interactions, with applications in the development of new therapeutic modalities such as molecular glues or cell-based therapies.