Author

Bo Li

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Jul 2026

SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe

This work formalizes skill optimization via Zeroth-Order (ZO) optimization, mapping classical counterparts (central difference, trust regions) to recent literature to establish three principles for convergence and generalization: file-system-based trajectory exploration, consensus attribute mining, and independent validation gating.

Yifei Shen, Bo Li, Xinjie Zhang · arXiv.org · 10 citations

Preprint Jul 2026

MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation

MineValiCoder is proposed, a collaborative closed-loop TDD framework based on the mutual reinforcement of test-case quality and code quality that significantly outperforms state-of-the-art methods in mitigating LLM stochasticity and improving the reliability of automated code generation.

Zhenqian Zhao, Qihang Yang, Feifei Dai et al. · 0 citations