This multidisciplinary symposium will present challenges and solutions from Neuromedicine, Radiology, Oncology and Digital Pathology. Researchers, clinicians, and developers will share strategies to detect data drift and bias, cope with diverse data, and embed feedback loops that keep AI devices safe and effective throughout their life cycle.