
The a16z Show Martin Casado on the Demand Forces Behind AI
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Jan 21, 2026 Martin Casado, a general partner at Andreessen Horowitz and a former founder in networking, dives into the transformative impact of AI on infrastructure. He reveals how AI shifts the landscape of software development, making coding easier while keeping the need for skilled engineers intact. Martin contrasts genuine AI demand with market hype and discusses the role of regulation as a critical constraint in scaling AI solutions. He also explores how agent-driven tools might change traditional infrastructure decision-making, highlighting the evolving dynamics of enterprise purchasing.
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Demand Outpacing Supply In AI
- AI demand is real and accelerating, but supply and scaling feel constrained across compute, power, and data centers.
- The biggest bottlenecks are regulatory and physical infrastructure, not model capability.
Every Epoch Forces A Stack Rebuild
- Martin recalls previous epochs (internet, 5G) that forced full stack rebuilds like networking and silicon.
- He uses those past shifts to predict AI will require redoing the infrastructure stack again.
Prioritize Engineers And Ops, Not Just Coders
- Accept that coding is becoming easier but engineering and operations remain crucial and in higher demand.
- Invest in professional developers and operational capacity as AI expands who can build software.

