# Know What You Don't Know: Agentic Data Synthesis by Evolving Generation Space for Closed-Loop Learning

**Published:** October 12, 2026
**Author:** Wei Yang, Qing Ping, Youzhi Luo, Yawei Wang, Abhishek Kumar, Panpan Xu, Jun Huan
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/know-what-you-don-t-know-agentic-data-synthesis-by-evolving-generation-s

arXiv:2610.12593v1 Announce Type: new Abstract: The continued improvement of large language models increasingly depends on synthetic experience, yet effective data synthesis for interactive agents requires not only executable and verifiable trajectories, but also interactions…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.12593)

**Tags:** #arXiv

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