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paperarXivTrust 82 · PrimaryPublished 3d agoLive · 13h ago

RedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill Evolution

LLM-based agents are increasingly deployed in product-level execution harnesses, where jailbreaks can trigger harmful tool use and persistent state changes, creating greater risks than unsafe text generation alone. Existing automatic red-teaming methods often rely on fixed attacks, while recent agentic attackers coordinate multiple jailbreak tools and show stronger potential through trajectory-based retrieval. However, such retrieval can reuse misleading experiences due to retrieval bias and unclear tool credit, and full trajectories add context overhead while reducing interpretability. We pro

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  • FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B

    Fuzzy title match (0.73): “RedEvoAgent: Automatic Red-Teaming Agent with Experience-Dri” ≈ “AgentCore-8B”

  • FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent

    Fuzzy title match (0.94): “RedEvoAgent: Automatic Red-Teaming Agent with Experience-Dri” ≈ “SWE-agent/SWE-agent”

  • FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent

    Fuzzy title match (0.94): “RedEvoAgent: Automatic Red-Teaming Agent with Experience-Dri” ≈ “zhayujie/CowAgent”

  • FuzzyOverlapping authors or contributors · 62%modular/modular

    Shared author/contributor keys: liu

  • FuzzySimilar title/name (fuzzy) · 59%NousResearch/hermes-agent

    Fuzzy title match (0.73): “RedEvoAgent: Automatic Red-Teaming Agent with Experience-Dri” ≈ “NousResearch/hermes-agent”

  • FuzzySimilar title/name (fuzzy) · 59%bojieli/ai-agent-book

    Fuzzy title match (0.73): “RedEvoAgent: Automatic Red-Teaming Agent with Experience-Dri” ≈ “bojieli/ai-agent-book”

  • LinkedLinked via arxiv author · 85%Junjie Zhang

    RedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill Evolution

  • LinkedLinked via arxiv author · 85%Hui Liu

    RedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill Evolution

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