Author

Yuchun Miao

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#artificial intelligence Preprint Sep 2026

PluginRSI: Recursive Improvement of Agent Harnesses with Reusable Plugins

This work introduces PluginRSI, which represents a harness as a composition of atomized plugins and organizes harness evolution around these plugins, and shows that accumulating reusable mechanisms provides an effective basis for continued harness improvement.

Yao-Rui Shi, Yu-Chun Miao, Yu-Xin Chen et al. · 0 citations

Jul 2026

CAST: Game Solvers as Turn-Level Teachers for LLM Agents

CAST (Credit Assignment from Solver Teachers), which converts value changes in a game solver's state value into solver advantages and injects them into RLVR as turn-level signals and achieves the highest average zero-shot performance on ALFWorld and WebShop.

Yu Wang, Yi-Kai Zhang, Wentao Shi et al. · arXiv.org · 0 citations