EvoSafety achieves model-agnostic lifelong LLM safety via external adversarial skill libraries for red-teaming and a lightweight memory-augmented defense model that operates in steer or guard modes, reaching 99.61% defense success.
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Model-Agnostic Lifelong LLM Safety via Externalized Attack-Defense Co-Evolution
EvoSafety achieves model-agnostic lifelong LLM safety via external adversarial skill libraries for red-teaming and a lightweight memory-augmented defense model that operates in steer or guard modes, reaching 99.61% defense success.