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Rohan Paul· @rohanpaul_ai · X·· 4 小时前AI 评分65
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一篇论文分析了公开 GitHub 仓库中 153 万份英文 agent 技能文件,发现约 1/17 的技能包含让 agent 跳过人工确认的指令,约 8.8 万份技能存在这类语句,其中 70.1% 的语句在所有场景下生效而非仅限 CI 等特定场景。

正文

This paper finds that about 1 in 17 agent skills tells agents to skip human checks, and existing skill scanners miss most of them.

Agent skills are shared SKILL.md instruction files that agents load on demand. One line like "push without confirmation" or "keep going until done" removes a human checkpoint from every agent that loads it.

They analyzed 1.53 million English skills from public GitHub repos, then tested 2 open-source scanners from Cisco and NVIDIA that can call GPT-5.4.

Roughly 88,000 skills contain such a line, and 70.1% of these lines apply in every context, not only in cases like CI. The scanners caught at most 46% at under 0.4 precision, while the same LLM, asked about oversight instead of malice, caught 61% at 0.71 precision.

Limit every "don't ask" line in your skills to a context, such as CI only, and screen skills for oversight, not just malware.

来源:Rohan Paul · x.com