A new framework in Nature warns that medical trainees relying on AI risk "never-skilling" in clinical reasoning. This cognitive atrophy occurs when students bypass foundational diagnostic steps. Educators must now implement guarded integration strategies to ensure practitioners maintain independent competence. Failure to do so compromises patient safety during AI system outages.