abliteratedmodels.org

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 47 repositories in NVFP4, GGUF, EXL3 and Transformers formats, totalling 136.2K downloads.

Abliteration (directional ablation)35B MoEQwen25B – 50B136,169217

Specification

Model name
Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated
Publisher
huihui-ai
Parameters
35B (mixture-of-experts)
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
NVFP4, GGUF, EXL3, Transformers, FP8, MLX, GGUF (imatrix)
First indexed
21 Apr 2026
Last updated
3 Sept 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 (46)

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-GGUFGGUF99.1K
mlx-community/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-8bitMLX6.8K
huihui-ai/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliteratedsourceTransformers5.7K
sakamakismile/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-NVFP4NVFP45.6K
shennguyen/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-GGUFGGUF4.5K
mradermacher/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-i1-GGUFGGUF (imatrix)4.1K
mradermacher/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-GGUFGGUF3K
batsclamp/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-FP8FP81.4K
IHateCrickets/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MLX-6bitMLX587
Gustav0-Freind/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MTP-GGUFGGUF561
googlecs/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q4_K_M-GGUFGGUF454
Momix-44/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliteratedGGUF407
ArkhAngelLifeJiggy/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-8bitMLX371
Solstice-AI/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q8_0-GGUFGGUF317
blockblockblock/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-exl3-3.0bpwEXL3248
EdmS/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q4_0-GGUFGGUF213
nabi-chan/Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MLX-4bitMLX212
nabi-chan/Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-MLX-5bitMLX197
whoya/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q5_K_M-GGUFGGUF194
blockblockblock/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-exl3-5.0bpwEXL3191
blockblockblock/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-exl3-4.0bpwEXL3177
blockblockblock/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-exl3-4.5bpwEXL3166
porschefreak/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-4BitMLX165
blockblockblock/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-exl3-6.0bpwEXL3164
keXjos/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-6BitMLX152
vectoronfire/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-4BitMLX139
q66117593/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliteratedTransformers139
vectoronfire/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-5BitMLX130
porschefreak/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-mlx-6BitMLX110
Stickmouse/Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliterated-Q3_K_M-GGUFGGUF109
Plus 16 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.