Author

Y. Suo

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#artificial intelligence Preprint Oct 2026

WorkRover: Scaling Long-Horizon Cowork Agent Training Via Recursive Environment Evolution

WorkRover is introduced, a framework for training long-horizon cowork agents through recursive environment evolution that enables construction agents to jointly build and validate semantically aligned work contexts, executable tasks, and evidence-grounded verifiers, adapting their actions to workspace state and executi...

Hang He, Lin-Ting Wang, Guan-Ming Liu et al. · 1 citation

Preprint Aug 2026

ContextWeave: A Real-World Workflow Benchmark

ContextWeave is introduced, a longitudinal benchmark that evaluates whether recalled experience improves downstream agent performance in realistic office-work streams and motivates memory systems that optimize not only retrieval relevance but also reliable use during execution.

Bo Wang, Yu Yao, Enxi Wang et al. · 0 citations