The International Energy Agency projects global data center electricity consumption will surge as AI adoption accelerates. Physical power grids cannot keep pace with this demand. This bottleneck forces developers to prioritize energy-efficient hardware over raw compute. Infrastructure constraints now dictate the speed of model scaling more than algorithmic breakthroughs do.