Counterfactual Trace Auditing of LLM
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Counterfactual Trace Auditing of LLM Agent Skills
Announce Type: replace Abstract: 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.