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Leoweiliang

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#artificial intelligence Preprint Oct 2026

Scaling Trajectories for Complex Tasks through Recursive Self-Rewrite

Successful trajectories on difficult tasks provide valuable supervision for model improvement, but specialized harnesses introduce interventions that may be unavailable during deployment. We propose Recursive Self-Rewrite (RSR), a framework that uses one base model, Qwen-3.8-27B, to discover successful solutions under...

Zong-Xia Li, Yu-Cheng Shi, Zhong-Zhi Li et al. · 1 citation
Preprint Jul 2026

Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable

The capability of a modern AI agent depends not only on its foundation model but also on its harness, which constructs prompts, manages state, invokes tools, and coordinates execution. As models, APIs, environments, and requirements evolve, the harness must be continually modified. Before such a change can be made, a d...

Ruhan Wang, Yucheng Shi, Zongxia Li et al. · 7 citations

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