As AI data centers evolve into integrated energy-and-compute systems, they expose a deeper structural mismatch between modern digital infrastructure and legacy power models. The challenge is not simply the amount of electricity AI consumes, but the way that consumption collides with grids optimized for slower growth, distributed demand, and predictable usage patterns. To understand why self-generation is emerging as a rational response—not a radical one—it is necessary to exa