Hyperscale data centers are driving a sharp increase in electricity demand. Melbourne is positioning itself as a hub for engineering collaborations to solve these system-level energy constraints. The city aims to coordinate infrastructure and power disciplines to support scaling compute. This effort focuses on the physical energy bottleneck limiting AI growth.