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CKA-Agent Project: The Trojan Knowledge

Official organization for ICML 2026 paper CKA-Agent: The Trojan Knowledge — a novel jailbreak framework achieving 96%+ success rates against state-of-the-art LLMs through adaptive tree search over correlated knowledge.

Links

  • Code Repository: CKA-Agent
  • Project Homepage: cka-agent.github.io
  • Paper:
    • Title: The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search
    • Read more on arXiv, our paper is accpeted by ICML 2026

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  1. cka-agent.github.io cka-agent.github.io Public

    [ICML 2026] Official Project Website of CKA Agent

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  2. CKA-Agent CKA-Agent Public

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    Official Implementation of the CKA-Agent, "A Wolf in Sheep’s Clothing: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search".

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  3. .github .github Public

    Bio for CKA-Agent organization

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