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About this paper

Anni Zou, Cheng Chen, Jiaji Deng, Weikang Zhou, Xinji Mai, Yue Wu, Jianing Lin, Lipeng Xie and 13 more

Cowork-Gym generates environments for agents working with people through shared files and tools. It builds tasks, workspaces, user policies, and hybrid checks, then runs and revises environments; simulated users respond to progress and can change inputs. Qwen models improve in most comparisons; Ours-27B scores 0.8400 on PawBench under OpenClaw, but WildClawBench is a weakness and the pool is not representative.

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