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Qwen3.8-Flash-Next-Gyro-abliterated-Huihui

Qwen3.8-Flash-Next-Gyro-abliterated-Huihui is a refusal-ablated variant of huihui-ai/Huihui-Qwen3.8-Flash-Next-abliterated, published on Hugging Face by agentionai. It is other licence. It is distributed across 3 repositories in GGUF format, totalling 702.6K downloads.

Abliteration (directional ablation)Qwen↓ 702,601♥ 46
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Specification

Model name
Qwen3.8-Flash-Next-Gyro-abliterated-Huihui
Source repository
agentionai/Qwen3.8-Flash-Next-Gyro-abliterated-Huihui-GGUF
Base model
huihui-ai/Huihui-Qwen3.8-Flash-Next-abliterated
Publisher
agentionai
Parameters
Not determinable from name
VRAM required
Unknown — no published parameter count
Hardware class
Unknown
Licence
other
Task
Image text to text
Context window
64K tokens (as documented)
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
1 Oct 2026
Last updated
3 Nov 2026

Ablation technique

How Qwen3.8-Flash-Next-Gyro-abliterated-Huihui 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

“is huihui-ai's work: it removes the refusal direction from the model's weights. We only quantized it.”

Running it

Commands are templates — confirm the exact repository and quant file before use.

llama.cpp / GGUF
hf download agentionai/Qwen3.8-Flash-Next-Gyro-abliterated-Huihui-GGUF --local-dir ./qwen3.8-flash-next-gyro-abliterated-huihui
llama-cli -m ./qwen3.8-flash-next-gyro-abliterated-huihui/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "agentionai/Qwen3.8-Flash-Next-Gyro-abliterated-Huihui-GGUF"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve agentionai/Qwen3.8-Flash-Next-Gyro-abliterated-Huihui-GGUF --trust-remote-code

Downloads and variants (2)

Every published repository of Qwen3.8-Flash-Next-Gyro-abliterated-Huihui, including quantised re-releases by other authors.

RepositoryFormatDownloads
agentionai/Qwen3.8-Flash-Next-Gyro-abliterated-Huihui-GGUFsourceGGUF702.4K
cc1244578151/Qwen3.8-Flash-Next-Gyro-abliterated-Huihui-GGUFGGUF236

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-Gyro-abliterated-Huihui 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-Gyro-abliterated-Huihui is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with agentionai, and does not independently verify publisher claims. See responsible use.