The rapid advancement of artificial intelligence (AI), particularly in the form of generative AI and large language models (LLMs), is poised to revolutionize medical education and physician training. As global healthcare systems face increasing demand amid workforce shortages, especially in low- and middle-income countries (LMICs), AI offers innovative solutions to enhance learning, improve clinical competency, and support research.