The economics of artificial intelligence infrastructure are entering a phase of structural stress. While demand for inference continues to expand across consumer, enterprise, and embedded applications, the traditional model of scaling capacity through centralized datacenters is increasingly constrained by capital intensity, energy availability, and deployment timelines. In response, a parallel th...