The institutional weight of this research cycle is what separates it from prior rounds of AI fairness concern. These are not preprints or advocacy reports — breast cancer screening AI evaluated across NHS services and clinical NLP audited for demographic performance gaps are peer-reviewed findings in Nature-family journals. The JAMA Health Forum has positioned health equity as a central obligation for the AI revolution in medicine, not an optional consideration. The effect is that hospitals and health systems deploying commercial AI tools can no longer treat bias as a vendor…