Clinical AI Needs a Permanent Test Network

A medical model should not be trusted forever because it passed once. Hospitals need a permanent validation network running silent prospective tests, publishing subgroup and workflow effects, and sharing drift signals through common protocols. The network’s job is to catch the distance between a regulatory moment and a changing clinical reality.