Think of an entire training cluster as a single, unified computer. Whenever thousands of GPUs simultaneously complete a processing phase, the energy demand of a whole campus can plummet by 300MW in mere moments before immediately surging back up. Traditional electrical grids were simply never built to accommodate consumers whose power usage patterns closely resemble a scheduled fault. 🧵