In this episode, JGME Editor-in-Chief, Dr. Gail Sullivan, speaks with 3 guests who were integral to the latest supplement issue Reimagining Residency: An American Medical Association Initiative to Transform GME. Starting in 2019, the AMA funded eleven 5-year grants with a goal to transform residency training to best address the workplace needs of our current and future health care system. This supplement issue is a collection of findings from the innovation projects that represent real-world applications of ideas that address pressing issues for trainees, program leaders, health care systems, and patients.

This is an audio version of a Review article from the June 2025 issue of JGME, "The Use of Artificial Intelligence in Residency Application Evaluation—A Scoping Review" by Maxwell D. Sumner, BS, T. Clark Howell, MD, MSHS, Alexandria L. Soto, BS, Samantha Kaplan, PhD, Elisabeth T. Tracy, MD, Aimee K. Zaas, MD, John Migaly, MD, Allan D. Kirk, MD, PhD, and Kevin Shah, MD.

This is an audio version of an Editorial article from the June 2025 issue of JGME, "A Practical Guide to Writing Effective Needs Assessments in Graduate Medical Education by Mallory Davis, MD, MPH, Sally A. Santen, MD, PhD, Benjamin Kinnear, MD, MEd, Jaime Jordan, MD, MA, Michael Gottlieb, MD, and Anthony R. Artino, Jr, PhD.