orcarouter_Qwen3.8-27B-Uncensored
27BOtheruncensored
from orcarouter/Qwen3.8-27B-Uncensored
↓ 38.6K♥ 73 repos
Qwen3.8-27B-Uncensored-oQ4e
Qwen3.8-27B-Uncensored-oQ4e is a abliterated and uncensored variant of orcarouter/Qwen3.8-27B-Uncensored, published on Hugging Face by pyros-vault. It is 27B parameters, 48GB VRAM class class and apache-2.0 licence. It is distributed across 6 repositories in MLX format, totalling 7.6K downloads.
Specification
- Model name
- Qwen3.8-27B-Uncensored-oQ4e
- Source repository
- pyros-vault/Qwen3.8-27B-Uncensored-oQ4e-mtp
- Base model
- orcarouter/Qwen3.8-27B-Uncensored
- Publisher
- pyros-vault
- Parameters
- 27B
- Hardware class
- 25B – 50B — 48GB VRAM class
- Licence
- apache-2.0
- Task
- Image text to text
- Context window
- Not documented
- Ablation scope
- Not stated by the publisher
- Formats available
- MLX
- First indexed
- 18 Aug 2026
- Last updated
- 30 Aug 2026
Ablation technique
How Qwen3.8-27B-Uncensored-oQ4e 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
“This repository is a complete Apple MLX deployment of orcarouter/Qwen3.8-27B-Uncensored, converted with oMLX v0.6.1 using importance-matrix-enhanced oQ mixed-precision quantization.”
Running it
Commands are templates — confirm the exact repository and quant file before use.
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "pyros-vault/Qwen3.8-27B-Uncensored-oQ4e-mtp"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve pyros-vault/Qwen3.8-27B-Uncensored-oQ4e-mtp --trust-remote-codeDownloads and variants (5)
Every published repository of Qwen3.8-27B-Uncensored-oQ4e, including quantised re-releases by other authors.
| Repository | Format | Downloads |
|---|---|---|
| pyros-vault/Qwen3.8-27B-Uncensored-oQ4e-mtpsource | MLX | 4.7K |
| pyros-vault/Qwen3.8-27B-Uncensored-oQ4e-fp16-mtp | MLX | 2.3K |
| root4k/Qwen3.8-27B-Uncensored-oQ4e-fp16-mtp | MLX | 314 |
| samwang0041/Qwen3.8-27B-Uncensored-oQ4e-mtp | MLX | 188 |
| root4k/Qwen3.8-27B-Uncensored-oQ4e-mtp | MLX | 126 |
Security-team assessment
Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.
- Qwen3.8-27B-Uncensored-oQ4e 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.
- Capability is inherited from orcarouter/Qwen3.8-27B-Uncensored, not added by ablation — at 27B parameters, expect roughly the base model’s competence, minus some instruction-following fidelity.
- 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/Qwen3.8-27B-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 Qwen3.8-27B-Uncensored-oQ4e is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with pyros-vault, and does not independently verify publisher claims. See responsible use.