The COVID‐19 pandemic has been transformative for healthcare and medical education. Physician trainees and the education system that serves them adapted quickly so that trainees could finish the academic year on time and advance to the next phase of training without compromising clinical competency or public safety. Systemic changes have had the most significant impact on telemedicine training, virtual learning, secure testing, and the interview process for residency and fellowship training positions. Trainees are now getting regular, supervised practice experience with telemedicine. Some secure testing is being done remotely, without jeopardizing examination test items or trainee assessment. Attending physicians are experimenting with novel ways to engage learners with video for virtual rounds to keep the rounding team safe. Finally, the interview process for medical school, residency, and fellowship programs, which has traditionally been an expensive and travel‐laden process, has been made completely virtual for the first time ever. These changes have disadvantages, including a lack of social connection, potential distraction when learning remotely, and limited contact with a potential training program when interviewing by video. This perspective paper, written by a senior internal medicine resident, details his firsthand experience with these changes during the pandemic. It also looks forward to how the current changes will likely change medical education permanently and for the better.