Computer Use 3.0: From Foreground GUI Loops to Self-Evolving CUAs
TianbaoX · x · 2026-09-11
francedot lays out a three-stage evolution of computer use: 1.0 foreground GUI loops, 2.0 background multi-player agents, and 3.0 self-evolving CUAs. TianbaoX amplifies the point, arguing "Computer Use 3.0" requires agents that continually learn and evolve in deployment without relying on forward-deployed engineers — turning a real deployment bottleneck into a concrete research problem.
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