CKA-Agent Research Website

Official website for CKA-Agent: A Wolf in Sheep's Clothing — a novel jailbreak framework achieving 96%+ success rates against state-of-the-art LLMs through adaptive tree search over correlated knowledge.

Quick Start

python -m http.server 8080

# Open http://localhost:8080 in browser

Cite

If you find CKA-Agent useful in your research, please consider citing:

@misc{wei2025wolfsheepsclothingbypassing,
      title={A Wolf in Sheep's Clothing: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search}, 
      author={Rongzhe Wei and Peizhi Niu and Xinjie Shen and Tony Tu and Yifan Li and Ruihan Wu and Eli Chien and Olgica Milenkovic and Pan Li},
      year={2025},
      eprint={2512.01353},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2512.01353}, 
}