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Xinyu Huang

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Preprint Aug 2026

SkillSentry: Reliable Skill Execution for LLM Agents via Runtime Assurance

SkillSentry is proposed, a skill-oriented runtime assurance framework built upon a new domain-specific language (DSL) for representing runtime guidance for skill execution that improves the task success rate of LLM agents by 24.1% across skills, on average, while exhibiting lower variability across repeated runs.

You Lu, Xinyu Huang, Bihuan Chen et al. · 0 citations

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