A foundational shift in artificial intelligence (AI) is underway, moving from the congested highways of centralized cloud data centers to the private driveways of localized, on-premise hardware. This migration is not a matter of preference, but of necessity. The financial model for running sophisticated, autonomous AI agents in the public cloud has officially reached its breaking point, creating a powerful secular tailwind for a new class of hardware providers poised to dominate the next decade of computing.
