Qwen3.8-Flash-Next-Uncensored-Gufo-Q4Mix
Qwenuncensored
from orcarouter/Qwen3.8-Flash-Next-Uncensored
↓ 49K♥ 17
OrcaRouter-Qwen3.8-Flash-Next-Uncensored-Strata
OrcaRouter-Qwen3.8-Flash-Next-Uncensored-Strata is a abliterated and uncensored variant of orcarouter/Qwen3.8-Flash-Next-Uncensored, published on Hugging Face by Maximilian228. It is other licence. It is distributed across 2 repositories in GGUF format, totalling 26K downloads.
Specification
- Model name
- OrcaRouter-Qwen3.8-Flash-Next-Uncensored-Strata
- Base model
- orcarouter/Qwen3.8-Flash-Next-Uncensored
- Publisher
- Maximilian228
- Parameters
- Not determinable from name
- VRAM required
- Unknown — no published parameter count
- Hardware class
- Unknown
- Licence
- other
- Task
- Text generation
- Context window
- 256K tokens (as documented)
- Ablation scope
- Not stated by the publisher
- Formats available
- GGUF
- First indexed
- 9 Oct 2026
- Last updated
- 10 Oct 2026
Ablation technique
How OrcaRouter-Qwen3.8-Flash-Next-Uncensored-Strata 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
“with every routed expert in NVFP4, re-quantized from the BF16 checkpoint by GPTQ, packed for Strata NVFP4: the 125B hybrid MoE on one RTX 20-50 card (12 GB of VRAM or more) and 64 GB of RAM or more.”
Running it
Commands are templates — confirm the exact repository and quant file before use.
llama.cpp / GGUF
hf download Maximilian228/OrcaRouter-Qwen3.8-Flash-Next-Uncensored-NVFP4-GPTQ-Strata --local-dir ./orcarouter-qwen3.8-flash-next-uncensored-strata
llama-cli -m ./orcarouter-qwen3.8-flash-next-uncensored-strata/<file>.gguf -p "..."Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "Maximilian228/OrcaRouter-Qwen3.8-Flash-Next-Uncensored-NVFP4-GPTQ-Strata"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve Maximilian228/OrcaRouter-Qwen3.8-Flash-Next-Uncensored-NVFP4-GPTQ-Strata --trust-remote-codeDownloads and variants (1)
The only published repository of OrcaRouter-Qwen3.8-Flash-Next-Uncensored-Strata.
| Repository | Format | Downloads |
|---|---|---|
| Maximilian228/OrcaRouter-Qwen3.8-Flash-Next-Uncensored-NVFP4-GPTQ-Stratasource | GGUF | 26K |
Security-team assessment
Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.
- OrcaRouter-Qwen3.8-Flash-Next-Uncensored-Strata 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 other, 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 OrcaRouter-Qwen3.8-Flash-Next-Uncensored-Strata is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with Maximilian228, and does not independently verify publisher claims. See responsible use.