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deep tech NVIDIA Blog August 24, 2026

How XPUs Meet a World-Class AI Factory

How XPUs Meet a World-Class AI Factory
AI Summary

To generate intelligence at scale, AI factories run continuously, and their economics are defined by delivered output: tokens per second, tokens per watt, cost per token, utilization and uptime. That requires AI infrastructure designed and built as a full factory, not a collection of individual accelerators. Hyperscalers and AI-native companies building custom XPUs must consider not just XPU design, but the design and development of the entire AI platform, including scale-up and scale-out networ

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