Modern GPUs consume up to 1,000 watts apiece to process the trillions of operations required for AI. In contrast, a new smartphone operates on less than 1 watt. This massive power disparity forces a reliance on energy-intensive data centers. Hardware engineers must bridge this gap to enable efficient on-device inference.