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  This model is a fully fine-tuned version of [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) on the [WNT3D/Ultimate-Offensive-Red-Team](https://huggingface.co/datasets/WNT3D/Ultimate-Offensive-Red-Team) dataset.
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  ![Screenshot 2026-01-05 at 5.31.24 PM](https://cdn-uploads.huggingface.co/production/uploads/69592e81fb23588772201200/pwEDctIiwDoEwJfx-RHsR.png)
 
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  ## Intended uses & limitations
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  This model is a fully fine-tuned version of [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) on the [WNT3D/Ultimate-Offensive-Red-Team](https://huggingface.co/datasets/WNT3D/Ultimate-Offensive-Red-Team) dataset.
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  ![Screenshot 2026-01-05 at 5.31.24 PM](https://cdn-uploads.huggingface.co/production/uploads/69592e81fb23588772201200/pwEDctIiwDoEwJfx-RHsR.png)
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+ vLLM deployment shown above + custom web gui (coming soon)
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  ## Intended uses & limitations
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