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