The International Energy Agency reports that AI software advances now outstrip the physical systems required to support them. Power grids and cooling systems cannot keep pace with compute demands. This bottleneck forces developers to optimize for efficiency over raw scale. Infrastructure constraints now dictate the actual speed of model deployment.