⚠ For educational and research use only.
KillChain-8B is a fine-tune of Qwen3-8B
on the Ultimate-Offensive-Red-Team
dataset. Intended for red-team simulation, security training, adversarial LLM evaluation,
and studying alignment failure modes. Do not use outputs to attack systems you don't
own or lack authorization to test. Outputs may be inaccurate or fabricated — verify before use.
system
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