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Hardware flexibility

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Single-device Pareto curve for throughput and latency

IN CONTEXTHardware flexibility1 viewpoints
2026-09-17

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Single-device Pareto curve for throughput and latency

Ho says a single device can operate at either end of the Pareto curve between high throughput and low latency, or at points between them. He connects this capability to lowering infrastructure costs.

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Supporting evidence

Inside OpenAI’s First Chip

Original excerpt

What we have in a single device—and I think this is really critical for our infrastructure and being able to lower the cost of the infrastructure—is a single device that can operate at both points, or at any point along that curve. We call it the Pareto curve between high throughput and low latency.

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