Model card
For developers working with multimodal pipelines, this Qwen-based 27B model offers a specialized approach to image-text reasoning. Unlike standard restricted models, this version is fine-tuned to bypass typical refusal triggers, making it a viable candidate for complex, unfiltered data extraction and creative workflows where strict safety guardrails often cause logic breaks. It utilizes Multi-Token Prediction (MTP) to improve inference efficiency and coherence, which is a significant step up from traditional autoregressive decoding in long-form generation. The GGUF quantization makes it highly accessible for local deployment on consumer-grade hardware or edge servers using llama.cpp. While the 'uncensored' nature requires careful implementation in production environments, the model's ability to handle nuanced visual context without excessive moralizing makes it a powerful tool for researchers and developers building autonomous agents or unrestrained creative assistants.
Model files and versions
Download this model
We recommend using the ModelScope CLI or SDK. Install ModelScope first, then choose a full snapshot, single file, SDK or Git LFS workflow.
HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUFInstall the CLI and SDK dependency before downloading.
pip install modelscopeDownload the complete weights, configuration and model card.
modelscope download --model HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUFREADME.md is used as an example; replace it with another repository file when needed.
modelscope download --model HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUF README.md --local_dir ./dirUseful in Python projects and automation scripts.
from modelscope import snapshot_download
model_dir = snapshot_download('HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUF')Make sure Git LFS is installed correctly.
git lfs install
git clone https://www.modelscope.cn/HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUF.gitFetch the repository structure first, then pull large files when needed.
GIT_LFS_SKIP_SMUDGE=1 git clone https://www.modelscope.cn/HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUF.gitHow to use
- 01Step 1
Read the model card and source information.
- 02Step 2
Start with a small, non-sensitive evaluation.
- 03Step 3
Review quality, licensing and usage limits.
- 04Step 4
Adopt it only after validation.
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