The a16z Show The a16z Show

The Infrastructure Behind the Machine Age

Aug 28, 2026 · 55m

Summary

a16z partners Ben Horowitz, Ragul Ram, and Martin Casado announce the Machine Age Fund, a new investment vehicle dedicated to the physical infrastructure powering the next era of AI. They argue that the primary bottleneck has shifted from model development to the underlying hardware, including chips, memory, networking, power, and cooling, which are currently sold out through 2028. The episode explores how AI’s insatiable demand for compute is forcing a redesign of data centers and supply chains, creating massive opportunities for new founders to solve these resource limitations.

Topics discussed

Introduction to the Machine Age Fund and AI infrastructure Why infrastructure is the new bottleneck for AI Shift in founder focus toward hardware and physical limits Hyperscaler CapEx and exploding demand signals Supply constraints and historical comparisons to internet Anecdotes on server costs and the impossibility of scaling fast Why this investment category emerged only now Token demand growth and physics limits of current tech Inference scaling and the resource limitation dynamic The Mythical Man Month vs. AI scaling dynamics User adoption metrics and expanding demand drivers GrokBot, computer use, and the early stage of AI journey AI as a digital employee and organizational integration Designing hardware and architecture specifically for AI Power delivery challenges: AC to DC transition Cooling, water usage, and physical data center constraints Labor shortages and defining the fund's scope Power grid gaps and the need for self-sufficient energy Naming the fund: Machine Age vs. Artificial Intelligence Innovation drivers and the role of startups vs. incumbents Investment thesis: Hardware margins and specific categories Founding teams: Experience, age, and ecosystem thinking Talent pipeline, US infrastructure advantage, and closing
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