RealCUA debuts open-ended computer-use dataset, immediately gets flak over trajectory length

Pseudomanifold · x · 2026-11-06

SF startup figbrains released RealCUA, billed as the first computer-use dataset of open-ended work in evolving environments: 600+ hours (and growing) of real multi-objective work with interleaved tasks across thousands of steps on realistic desktops, with an 11-hour sample published.

It immediately drew public pushback from @lemergenz, whose team holds 15,000 hours of screencasts tracking top-tier PhD students over 3-12 months of research. Their comparison chart claims trajectories roughly 180-730x longer than RealCUA's 12-hour max, disputing RealCUA's "open-ended" framing—setting off a public dataset-quality feud.

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