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AI Factories: The New Infrastructure Powering Intelligence Generation Through Codesign

By

Jeremy Graybill

4d ago· 5 min readenInsight

Summary

The article discusses the emergence of "AI factories" as a new infrastructure paradigm for intelligence generation. These factories rely on extreme codesign across hardware, networking, memory, storage, and software layers to optimize performance. Key challenges include balancing real-time responsiveness for interactive AI workloads with throughput maximization, managing inference as a real-time orchestration challenge, and optimizing cost per token and performance per watt as agentic AI scales in enterprise environments.

Key quotes

· 4 pulled
AI factories are token factories, converting power into intelligence in real time.
Hardware, networking, memory, storage and software are architected together with continuous optimization at every layer to increase utilization, lower cost per token and raise output.
As AI workflows grow longer and more interactive, the factory has to balance responsiveness for always-on, interactive AI workloads with the throughput needed to maximize production.
Performance per watt and cost per token become the economics that matter.
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AI factories are token factories, converting power into intelligence in real time. And as agentic AI scales and autonomous, always-on special agents are deployed in the enterprise, performance per watt and cost per token become the economics that matter.

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