Open-source inference cloud operator: compute demand will be desperately short if workloads shift to open models

gharik · x · 2026-10-08

Jeffrey Huang says he's deeply involved in a decently sized inference cloud that runs only open-source models, including Chinese ones. His take: if compute shifts away from Anthropic and OpenAI toward open models, inference compute will be desperately needed — "we already do".

It's a counterpoint to the narrative that open models reduce compute demand: open-weight inference still burns massive compute, likely less efficiently.

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