Author

Jingren Zhou

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Review Oct 2026

Rethinking Verification in Agent Harnesses

Agent harnesses enable large language models to act through tools, observe the results, and iteratively work toward a task goal. Verification checks and revises agents'work to improve output quality. Yet there is limited guidance on how harnesses should organize this effort. We study verification as an axis of test-tim...

Zheng-Xin Zhang, Er-Kang Zhu, Yin Lin et al. · 0 citations

Preprint Aug 2026

Context as an Environment: Programmatic Context Management for Long-Horizon Agents

LLM agents increasingly take on long-running tasks whose history grows far beyond a single model context window. Existing approaches compress earlier interactions or extract selected information into fixed memory representations, committing to what to preserve before future needs are known. We present Scroll, a context...

Yin Lin, Elaine Ang, E. Zhu et al. · 3 citations

Jul 2026

QwenPaw-Data: Bridging Facts, Methodology, and Execution for Autonomous Enterprise Data Analytics

Experiments on public benchmarks and real-world industrial BI workloads show that QwenPaw-Data improves both verifiable data access capability and higher-level analytical quality, offering a practical foundation for reliable, traceable, and continuously improving enterprise data agents.

Tian Zeng, Yuntao Hong, Zhong-Jun Ding et al. · arXiv.org · 1 citation