AI in Medicine Featured FDA Clearance Is Not a Monitoring Plan Clinical AI can fail without crashing. Physician-developers must build the monitoring, outcome linkage, and human checkpoints that keep cleared software safe after deployment. Jul 23, 2026 · 18 min read clinical-aiphysician-developermodel-monitoring