Author

Jingsheng Zheng

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Preprint Aug 2026

OneDayAgent: Towards a Long-Horizon Harness for Autonomous Agents

The same harness runs across five backend LLMs from three model families, indicating the harness generalizes across backends without tuning, even as different models induce distinct execution styles under the same workflow.

Jingsheng Zheng, Xinyuan Fang, Jintian Zhang et al. · 0 citations

#artificial intelligence May 2026

Exploring Autonomous Agentic Data Engineering for Model Specialization

This study formalizes Autonomous Agentic Data Engineering, a novel task designed to evaluate LLMs as autonomous data engineers that drive model specialization through end-to-end data curation, and charts a path toward agent-driven model specialization.

Yujie Luo, Xiangyuan Ru, Jingsheng Zheng et al. · arXiv.org · 2 citations