Codex Ultra Fast burns budget fast, highlighting a widening compute-class gap

herbiebradley · x · 2026-10-01

Miles Brundage and Herbie Bradley discuss OpenAI Codex's new Ultra Fast mode: blazingly quick but budget-hungry. Bradley notes running out of Codex budget used to be regular even on standard tiers, and argues most tasks are better served by parallelism than raw speed.

He frames AI compute as now split into three tiers — free, paid, and insiders at a handful of companies — with multi-agent workflows plus speed tiers widening the gap between the last two.

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

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