ACM TOCHI 2026The one-to-one apprenticeship in many residency programs, while providing direct supervision from an assigned expert, lacks timely and diverse feedback, especially from other physicians with unique clinical tendencies. This often contributes to subpar training for high-stakes tasks with unstructured solutions, further diminishing education quality and patient safety.