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Peng-Xiang Zhao

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#artificial intelligence Preprint Sep 2026

CUA-Universe: A Scalable and Dynamic Environment for Hybrid GUI+CLI Agents

CUA-Universe is introduced, a scalable environment-to-data pipeline that turns real desktop software into hybrid GUI+CLI environments and training on this data shifts behavior from inefficient GUI interaction and brittle CLI scripting toward effective GUI+CLI orchestration.

Hao-Ting Shi, Wen-Hao Wang, Wei-Cheng Fang et al. · 5 citations · ⚡1

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