Chaves et al. present a super learner model for protein–protein binding free energies. Their PBEE pipeline integrates Rosetta descriptors, achieving ~2 kcal/mol error and ~0.70 correlation vs experiment. This fast, accurate tool speeds up protein interaction engineering. https://pubs.acs.org/doi/full/10.1021/acs.jcim.4c01641