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Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated

Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated is a refusal-ablated variant of lordx64/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled, published on Hugging Face by huihui-ai. It is 35B total parameters (mixture-of-experts), 48GB VRAM class class and apache-2.0 licence. It is distributed across 45 repositories in GGUF, MLX, GGUF (imatrix) and Transformers formats, totalling 74.8K downloads.

Abliteration (directional ablation)35B MoEQwen25B – 50B↓ 74,762♥ 223

Specification

Model name
Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated
Publisher
huihui-ai
Parameters
35B (mixture-of-experts)
VRAM required
~22.1 GB at Q4_K_M, 4k context (estimated) — runs on 24 GB cards
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Text generation
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF, MLX, GGUF (imatrix), Transformers, FP8, NVFP4, EXL3
First indexed
21 Apr 2026
Last updated
1 Nov 2026

Ablation technique

How Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated 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

“This is an uncensored version of lordx64/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled created with abliteration (see remove-refusals-with-transformers to know more about it). This is a crude, proof-of-concept implementation to remove refusals from an LLM model without using TransformerLens.”

Running it

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

Ollama (publisher-documented)
ollama run huihui_ai/Qwen3.6-abliterated:35b-Claude-4.7
llama.cpp / GGUF
hf download huihui-ai/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MTP-GGUF --local-dir ./qwen3.6-35b-a3b-claude-4.7-opus-abliterated
llama-cli -m ./qwen3.6-35b-a3b-claude-4.7-opus-abliterated/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "huihui-ai/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve huihui-ai/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated --trust-remote-code

Downloads and variants (44)

Every published repository of Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated, including quantised re-releases by other authors.

RepositoryFormatDownloads
huihui-ai/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MTP-GGUFGGUF49.3K
mradermacher/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-i1-GGUFGGUF (imatrix)5.5K
mlx-community/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-8bitMLX4.4K
mradermacher/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-GGUFGGUF4.3K
mudler/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-APEX-GGUFGGUF2.7K
shennguyen/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-GGUFGGUF2.1K
sakamakismile/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-NVFP4NVFP41.1K
Gustav0-Freind/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MTP-GGUFGGUF1.1K
huihui-ai/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliteratedsourceTransformers1.1K
Momix-44/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliteratedGGUF444
batsclamp/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-FP8FP8405
IHateCrickets/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MLX-6bitMLX393
vectoronfire/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-4BitMLX189
ArkhAngelLifeJiggy/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-8bitMLX189
googlecs/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q4_K_M-GGUFGGUF163
porschefreak/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-4BitMLX146
nabi-chan/Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MLX-4bitMLX145
blockblockblock/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-exl3-3.0bpwEXL3128
blockblockblock/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-exl3-5.0bpwEXL380
Stickmouse/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q3_K_M-GGUFGGUF73
nabi-chan/Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MLX-5bitMLX71
keXjos/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-6BitMLX66
jing96963/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q4_K_M-GGUFGGUF56
OrchardPair/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-8bitMLX55
EdmS/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q3_K_L-GGUFGGUF52
vectoronfire/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-5BitMLX50
Rubertigno/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q8_0-GGUFGGUF48
porschefreak/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-6BitMLX48
ScottzillaSystems/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-8bitMLX47
EdmS/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q4_0-GGUFGGUF46
Plus 14 further repositories with fewer downloads, all counted in the totals above.

Security-team assessment

Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.

  • Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated 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 lordx64/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled, not added by ablation — at 35B 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.
  • Declared licence is apache-2.0, but the terms that bind you are lordx64/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled’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 Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with huihui-ai, and does not independently verify publisher claims. See responsible use.