AI RESEARCH
Counterfactual Trace Auditing of LLM Agent Skills
arXiv CS.AI
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ArXi:2605.11946v1 Announce Type: new Large Language Model agents are increasingly augmented with agent skills. Current evaluation methods for skills remain limited. Most deployed benchmarks report only pass rate before and after a skill is attached, treating the skill as a black box change to agent behavior. We