CMU's cua-speedrun ranks computer-use agents on speed and cost: GPT-6.1 Terra fastest, Opus 5.5 top score 85.1%

kohjingyu · x · 2026-11-04

CMU researchers (Aggarwal, Welleck, Salakhutdinov et al.) release cua-speedrun, a computer-use agent benchmark that measures not just success but task time and model-call cost. All runs use the same pipeline and pay-per-second Modal VMs through one agent interface across OSWorld, OSWorld 2.0, CUA-World, and MyPCBench. Early results: gpt-6.1-terra is fastest and cheapest (487.6s, $0.362/task at 54.9%); Opus 5.5 holds the top score at 85.1% (3050s, $15.17/task); Meta's Muse Wonder ranks third behind only OpenAI and Anthropic models.

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