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News1 min read·2026-09-18

Agent skill attack trajectory library opens 3,014 cases

SkillAtlas releases 3,014 agent skill attack cases and 6,589 trajectories; authors self-report 42.5% of successful attacks succeeded only after a failed first attempt.

ImportanceLocalEvidenceE2 unreplicated

2026-09-23 12:00 GMT+8

You can now search 3,014 agent skill attack cases, 6,589 trajectories, 233 affected skills and 8 risk categories, drawn from the vetted, desensitised public attack trajectory library SkillAtlas.

Previously, agent skill security reports were mostly private, and existing static, dynamic and benchmark-style evaluations rarely preserved publicly verifiable evidence.

The authors self-report that 42.5% of successful attacks succeeded only after a failed first attempt, and that trajectory-based labels raise pre-execution defence accuracy to 0.770; all these figures are self-reported by the authors.

The preprint was submitted to arXiv on 11 September by Yuxin Tian, Liang Pang and three other authors (arXiv:2609.13353), has been accepted to the EMNLP 2026 REALM workshop as a non-archival paper, and has not yet been reproduced by others.

Sources

  • arxiv.orgOriginal source↗
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