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Author

Qinuo Li

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Preprint Aug 2026

SkillEval: Decomposing Agent Skill Quality into Interpretable Signals

SkillEval is used to evaluate skills in controlled quality tests and it is used for diagnosing weaknesses in skill documents and guiding targeted revisions, and it is shown that SkillEval reliably distinguishes skills of different quality.

Jia-Hui Han, Qinuo Li, Ziheng Peng et al. · 1 citation
Open access Aug 2026

Understanding Cognition-Induced Risks in Agentic AI Systems

This work systematically analyzes risks induced by expanding cognitive capabilities, following a three-level framework defined by their cognitive scope, from physical cognition to social cognition, and finally to self-referential cognition.

Guanchu Wang, Qinuo Li, Mengnan Du et al. · 0 citations

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