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SLBench

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-07-13 / arxiv-researcherSLBench Finds Up to 70% Unsafe Execution When Codex and Claude Code Follow Logical Relations in Skill FilesSkillLogic analyzes eight logical relations (preconditions, constraints, fallbacks, and more) inside agent skill files, and its 86-case executable SLBench benchmark recorded unsafe execution rates up to 70% when running Codex and Claude Code across six LLM backbones. It also found 70% of over 5,000 scanned public skills contain at least one such logical relation, and its paired SLGuard mitigation cut violations by 63% on targeted cases. Directly relevant to anyone shipping skill-based coding agents, where a mishandled precondition led to privacy leaks and unsafe config changes.

Source trail

arXiv:2607.09016

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