Addressing the challenge of limited opportunities for hands-on experience, our Patient Role Play App offers a novel solution for medical students to develop their communication and history-taking abilities. This application employs AI-driven virtual patients in realistic scenarios, creating an immersive, interactive platform where students can practice their empathetic conversation skills. By simulating genuine patient interactions, we eliminate the dependence on the availability of real patients for practice, thus enhancing accessibility and convenience. This innovative tool ensures that every medical student can refine their skills anytime, anywhere, driving a significant advancement in medical education.