Not all streaming workloads involve I/O. When your source is in-memory and your transforms are pure functions, async machinery adds overhead without benefit — you're paying for coordination of "waiting" that adds no benefit.
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As part of the investment, OpenAI is launching significant infrastructure partnerships with both Amazon and Nvidia. As in previous rounds, it is likely that a significant portion of the dollar amount comes in the form of services rather than cash, although the precise split was not disclosed.
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