# Forging More Tasks into Better Harnesses: Agentic Harness Evolution via Successive Scale Racing

**Published:** October 22, 2026
**Author:** Jingzhe Liu, Jiliang Tang, Tong Zhao, Neil Shah, Clark Mingxuan Ju
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/forging-more-tasks-into-better-harnesses-agentic-harness-evolution-via-s

arXiv:2610.28815v1 Announce Type: new Abstract: Agentic harness evolution optimizes an agent's instructions, tools, and control flow by using its task execution experiences as evolving evidence. While more evolution tasks should intuitively improve performance, our preliminary…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.28815)

**Tags:** #Papers with Code #arXiv

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