4 articles
The AI infrastructure race is measured in accelerators, megawatts, and construction commitments. The harder business problem is turning all that capacity into workloads customers will fund repeatedly.
The defining constraint on AI infrastructure is moving beyond chips and into substations, transmission queues, and local power politics. That shift will reorder where AI capacity gets built—and who can afford to build it.
The AI industry increasingly behaves less like software and more like heavy infrastructure. That shift changes who can compete, where margins hide, and which risks investors routinely underestimate.
The defining AI business decisions are moving from API pricing pages to substations, cooling systems, debt structures, and utilization forecasts. That shift changes who can compete—and how failure will arrive.