Miles Brundage: Codex ultrafast mode is overkill for most tasks vs running more in parallel

Miles_Brundage · x · 2026-10-01

Former OpenAI policy lead Miles Brundage discussed compute economics with @herbiebradley, who said he used to regularly exhaust his Codex budget on standard mode, but the new fast/ultrafast modes now feel excessive for most tasks—spending the same FLOPs on parallel work is a better deal. Brundage replied that "excessiveness is relative to the amount of FLOPs available per dollar," framing the tradeoff as a pure cost-per-compute question.

Related event: Codex Ultra Fast Mode Burns Through Budgets, Sparking Compute Divide Debate(4 posts)→

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