Building the Cloud for AI Agents | AWS CEO Matt Garman
AWS CEO Matt Garman and a16z’s Raghu Raghuram discuss how AI is transforming cloud computing, focusing on the needs of AI-native startups and infrastructure designed for agents. Key topics include the GPU allocation problem, whether AI CapEx is a bubble, data center myths, and the strategic importance of Graviton and Trainium. They also explore challenges enterprises face with agents and discuss AI risk, Hugging Face, and Continuum.
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PublishedOffset at this time: UTC+0Oct 8, 2026, 14:30 UTC
IngestedOffset at this time: UTC+0Oct 9, 2026, 11:00 UTC
- Published
- Oct 8, 2026, 14:30
- Ingested
- Oct 9, 2026, 11:00
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a16z’s Raghu Raghuram sits down with AWS CEO Matt Garman to discuss how AI is reshaping the cloud, from the needs of AI-native startups to infrastructure increasingly designed for agents.
Matt explains how AWS is adapting as agents write code and manage infrastructure, why it’s reserving scarce GPU capacity for startups, and where custom chips like Trainium and Graviton fit into the AI stack.
They also discuss Amazon's $220 billion capital investment, the shifting bottlenecks in the infrastructure buildout, what enterprises need to trust autonomous agents, and how AWS's own teams are building with agents.
Timestamps: 00:00 - Intro 00:55 - $169B, growing 37% 02:51 - Why startups are the lifeblood 12:26 - Rethinking cloud for agents 16:24 - The GPU allocation problem 21:27 - Is the AI CapEx a bubble? 30:22 - Clearing up data center myths 33:07 - The Graviton and Trainium bet 40:06 - Where enterprises are stuck on agents 45:43 - AI risk, Hugging Face, and Continuum
Resources: Follow Matt Garman on X: https://x.com/mattsgarman Follow Matt Garman on LinkedIn: https://www.linkedin.com/in/mattgarman Follow Raghu Raghuram on X: https://x.com/RaghuRaghuram Learn more about AWS: https://aws.amazon.com/
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