Saad is a mechanical engineer shaping intelligent, sustainable buildings by integrating thermal comfort, thermal management, and energy-responsive operation. He develops hybrid data + physics methods for BEC forecasting, and comfort-driven HVAC optimization, and leverages PCMs for thermal storage, flexibility, and peak shifting. He is investigating the potential of LLMs in building energy management and intelligent grid operation, focusing on optimization, and decision-support applications.