Author

Xiaotian Luo

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Jul 2026

SkillCorpus: Consolidating and Evaluating the Open Skill Ecosystem for Real-World LLM Agents

SkillCorpus is, to the authors' knowledge, the first end-to-end account of when a curated, retrieval-served community corpus improves real agent tasks, and where it does not, and is evaluated end-to-end across three benchmarks.

Yanze Wang, Pengfei Yao, Tian-Yi Sun et al. · arXiv.org · 1 citation

Preprint Jul 2026

HarnessBank: Semantic Gene-Bank Search with Gated Verification for Agent-Harness Self-Evolution

Large Language Models (LLMs) have enabled capable agents across diverse applications. Beyond the foundation model, the performance of an agent is governed by the surrounding agent harness, including prompts, tools, control loops, etc. Automatically evolving this harness offers a promising pathway to agent improvement,...

Xiaotian Luo, Dizhan Xue, Fengxingyu Wang et al. · 4 citations