2 papers
cs.CR2026
Semia: Auditing Agent Skills via Constraint-Guided Representation Synthesis
Hongbo Wen, Ying Li, Hanzhi Liu +4
An agent skill is a configuration package that equips an LLM-driven agent with a concrete capability, such as reading email, executing shell commands, or signing blockchain transac…
cs.CR2026
Synthesizing Multi-Agent Harnesses for Vulnerability Discovery
Hanzhi Liu, Chaofan Shou, Xiaonan Liu +4
LLM agents have begun to find real security vulnerabilities that human auditors and automated fuzzers missed for decades, in source-available targets where the analyst can build an…