Hyperscale data centers are driving a step change in electricity demand. The Melbourne Convention Bureau is positioning the city as a hub for engineering collaboration to solve these system-level power issues. This effort focuses on scaling energy infrastructure to match compute growth. Practitioners must now align power grid capacity with AI deployment schedules.