Proteus: A Self-Evolving Red Team for Agent Skill Ecosystems
The results show that current skill vetting substantially underestimates residual risk when evaluated against adaptive, feedback-driven attackers.
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The results show that current skill vetting substantially underestimates residual risk when evaluated against adaptive, feedback-driven attackers.
MAS-Shield is proposed, a secure and efficient defense framework designed with a coarse-to-fine filtering pipeline that achieves a 92.5\% recovery rate against diverse adversarial scenarios and reduces defense latency by over 70\% compared to existing methods.
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