Biohub Protein World Model Commentary: Why AI drug design must fix the experimental verification loop before structure prediction
ESMC, ESMFold2, and ESM Atlas released by Biohub extend protein AI from structure prediction competition to candidate search and experimental verification loop. We summarize the structure, comparison criteria, and failure prevention checklist that must be observed when attaching an open model to the new drug design pipeline.
