Dr. Jose Francisco Abad leads AI implementation at UPMC to balance machine efficiency with human clinical judgment. He focuses on identifying specific medical triggers where organic intelligence must override automated suggestions. This framework prevents over-reliance on algorithms. Practitioners must now define strict boundaries to ensure AI supports rather than replaces critical lifesaving decisions.