A synthesized six-risk taxonomy; a four-level governance model spanning the individual, developer, state, and international levels; and a critical appraisal of the evidentiary basis for each risk claim suggest that dangerous outcomes are structurally plausible, though not inevitable, and that coordinated multilevel gov...
Joey O. Chua, E. Ayo, Josan D. Tamayo et al.· GEO Academic Journal· 0 citations
SkillGate, a deployable security gateway that screens AI skill packages before coding agent installation is presented, and four research questions covering detection effectiveness, screening cost, runtime overhead, and false positive behavior on the SkillsBench benchmark against two existing tools are answered.
Rui Yang, Michael Fu, C. Tantithamthavorn et al.· arXiv.org· 1 citation
An adversarial skill-synthesis method using six LLMs across four families to transform 471 real-world shell commands into benign-appearing skills, released as a benchmark of 2,826 skills mapped to 11 MITRE ATT&CK tactics.
Rui Yang, Michael Fu, Kla Tantithamthavorn et al.· 0 citations
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