Gavin Baker: Why AI Demand Is Outrunning Compute Supply

The AI boom represents a fundamental, positive-sum shift in the global economy, characterized by compute demand that consistently outpaces supply. Rather than a traditional bubble, the current infrastructure build-out is driving a massive reindustrialization of America, revitalizing local economies through data center development and energy investment. Companies are increasingly adopting a hybrid model strategy, leveraging open-source frameworks alongside frontier models to maintain control over proprietary data and reduce costs. NVIDIA remains the central architect of this ecosystem, as its vertically integrated yet horizontally open platform is uniquely financeable by institutional capital. While concerns about over-investment persist, the rapid payback periods on compute and the emerging potential for orbital data centers suggest that the industry is still in the early stages of a long-term, transformative cycle.