Qwen3.8-Flash-Next-Uncensored-NGQ4
Qwenuncensored
from orcarouter/Qwen3.8-Flash-Next-Uncensored
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Qwen3.8-Flash-Next-Uncensored-Serve
Qwen3.8-Flash-Next-Uncensored-Serve is a abliterated and uncensored variant of orcarouter/Qwen3.8-Flash-Next-Uncensored, published on Hugging Face by ARC4NUM. It is apache-2.0 licence. It is distributed across 2 repositories in MLX format, totalling 5.4K downloads.
Specification
- Model name
- Qwen3.8-Flash-Next-Uncensored-Serve
- Source repository
- ARC4NUM/Qwen3.8-Flash-Next-Uncensored-MLX-Serve-4bit
- Base model
- orcarouter/Qwen3.8-Flash-Next-Uncensored
- Publisher
- ARC4NUM
- Parameters
- Not determinable from name
- Hardware class
- Unknown
- Licence
- apache-2.0
- Task
- Image text to text
- Context window
- 100K tokens (as documented)
- Ablation scope
- Not stated by the publisher
- Formats available
- MLX
- First indexed
- 28 Aug 2026
- Last updated
- 28 Aug 2026
Ablation technique
How Qwen3.8-Flash-Next-Uncensored-Serve was modified, and what that implies.
Abliteration + uncensored fine-tune
Directional ablation combined with additional fine-tuning on unfiltered data, so behaviour diverges from the base model beyond refusal removal alone.
Reported scope: Not stated by the publisher. Publishers frequently omit this, so verify behaviour empirically rather than assuming full coverage.
From the publisher’s model card
“and is memory-mapped from disk, not held in RAM”
Running it
Commands are templates — confirm the exact repository and quant file before use.
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "ARC4NUM/Qwen3.8-Flash-Next-Uncensored-MLX-Serve-4bit"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve ARC4NUM/Qwen3.8-Flash-Next-Uncensored-MLX-Serve-4bit --trust-remote-codeDownloads and variants (1)
The only published repository of Qwen3.8-Flash-Next-Uncensored-Serve.
| Repository | Format | Downloads |
|---|---|---|
| ARC4NUM/Qwen3.8-Flash-Next-Uncensored-MLX-Serve-4bitsource | MLX | 5.4K |
Security-team assessment
Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.
- Qwen3.8-Flash-Next-Uncensored-Serve will attempt offensive-security prompts that a hosted commercial model declines, which is what makes it usable for red-team corpus generation and for measuring what an unaligned model of this class produces.
- The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
- This release adds fine-tuning on unfiltered data, so its behaviour diverges from the base model beyond refusal removal — differences you measure cannot be attributed to ablation alone.
- Declared licence is apache-2.0, but the terms that bind you are orcarouter/Qwen3.8-Flash-Next-Uncensored’s — a re-release cannot grant more than its parent.
Handling: run it isolated, put moderation in front of it if anyone outside your team can reach it, and verify the weights before loading — these are third-party artifacts. Full handling and licence guidance.
Metadata for Qwen3.8-Flash-Next-Uncensored-Serve is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with ARC4NUM, and does not independently verify publisher claims. See responsible use.