This workshop aims to explore the cutting-edge intersection of Generative AI and Design. It will bring together researchers to share insights, innovations, and pioneering research spanning multiple disciplines, including Design, Architecture, Computer Science, Mechanical Engineering, Music, and more, aiming to shape the future of performance-based design—an approach that focuses on achieving measurable, outcome-driven results.