Researchers have developed AiCE, an AI-informed method that integrates structural and evolutionary constraints to accelerate protein engineering. This innovation streamlines the rapid evolution of proteins, enhancing the efficiency and precision of therapeutic development without requiring specialized AI models. The approach is expected to transform protein engineering by allowing more effective and faster design of novel protein therapeutic candidates.