Qwen3.8-Flash-Next-Gyro-abliterated-Huihui
Qwen
from huihui-ai/Huihui-Qwen3.8-Flash-Next-abliterated
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Qwen3.8-Flash-Next-abliterated-Strata
Qwen3.8-Flash-Next-abliterated-Strata is a refusal-ablated variant of huihui-ai/Huihui-Qwen3.8-Flash-Next-abliterated, published on Hugging Face by Maximilian228. It is other licence. It is distributed across 2 repositories in GGUF format, totalling 23.5K downloads.
Specification
- Model name
- Qwen3.8-Flash-Next-abliterated-Strata
- 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
- 9 Oct 2026
Ablation technique
How Qwen3.8-Flash-Next-abliterated-Strata was modified, and what that implies.
Abliteration (directional ablation)
The single residual-stream direction that mediates refusal is identified from harmful/harmless prompt pairs and projected out of the model weights.
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, quantized from the BF16 checkpoint by GPTQ (not by rounding each weight to the nearest value), 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/Huihui-Qwen3.8-Flash-Next-abliterated-NVFP4-GPTQ-Strata --local-dir ./qwen3.8-flash-next-abliterated-strata
llama-cli -m ./qwen3.8-flash-next-abliterated-strata/<file>.gguf -p "..."Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "Maximilian228/Huihui-Qwen3.8-Flash-Next-abliterated-NVFP4-GPTQ-Strata"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve Maximilian228/Huihui-Qwen3.8-Flash-Next-abliterated-NVFP4-GPTQ-Strata --trust-remote-codeDownloads and variants (1)
The only published repository of Qwen3.8-Flash-Next-abliterated-Strata.
| Repository | Format | Downloads |
|---|---|---|
| Maximilian228/Huihui-Qwen3.8-Flash-Next-abliterated-NVFP4-GPTQ-Stratasource | GGUF | 23.5K |
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-abliterated-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.
- Declared licence is other, but the terms that bind you are huihui-ai/Huihui-Qwen3.8-Flash-Next-abliterated’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-abliterated-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.