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ResearchOctober 22, 2026

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

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…

Jingzhe Liu, Jiliang Tang, Tong Zhao, Neil Shah, Clark Mingxuan Ju·arXiv — cs.AI
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  • 01.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
  • 02.While more evolution tasks should intuitively improve performance, our preliminary…

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