A newly published guide outlines the use of the Cradle AI platform for protein lead optimization in early drug discovery. Although some scientists caution that purely data-driven machine learning models lack the physical context to accurately capture complex protein structures, developers highlight that fine-tuning foundation models for specific local tasks successfully predicts crucial traits like binding and aggregation.