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Zhaoyang Liu

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#artificial intelligence Review Oct 2026

Cowork-Gym: Synthesizing Interactive Work Environments at Scale

Cowork agents navigate dependencies across tools and files while adapting to changing user requirements and edits to shared workspaces. Scaling such environments requires maintaining consistency among task objectives, executable resources, user behavior, and success criteria. We introduce Cowork-Gym, a framework that s...

An-Ni Zou, Cheng Chen, Jia-Ji Deng et al. · 1 citation
Preprint Aug 2026

Towards Robust Tool Use in Agents via Experience-Driven Adaptive Guidance

Extensive experiments show that ExpG brings consistent improvements across the tool selection, tool calling, and response generation tasks, enabling smaller agents to outperform larger ones that do not use ExpG, suggesting a promising path toward more robust tool use.

Can Wang, Hao-Ran Chen, Li Yu et al. · 0 citations

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