One Skill, Two Masters: Serving Users and Attackers through Skill Injection

arXiv:2606.07943 · cs.CR, cs.AI, cs.CL · Submitted 2026-06-06 · Read on arXiv

cs.CR, cs.AI, cs.CL

Submitted: 2026-06-06

Updated: 2026-10-13

Terminology

• Verifier — 2× in this paper · explained in 2 episodes
• Agent Skills — 1× in this paper · explained in 1 episode
• Attack Success Rate — 1× in this paper
• Attack Success Rate (ASR) — 1× in this paper · explained in 3 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• LLM judge — 1× in this paper · explained in 2 episodes

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