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divinetribe/Qwen3.6-27B-abliterated-4bit-mlx

divinetribe Qwen 27B second-order
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Response includes
  • classification m1
  • files 11
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  • author_summary 14 models
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Abliteration classifier · v1.0.0
M1
Primary method

Direct removal

No other method signals detected in this model.
Confidence
MEDIUM
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=0 (base model)
  • no specific method indicators - defaulting to M1 (most common)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
Downloads · lifetime
909
178 last 30d - stable
Likes
0
Model age
4mo ago
created 2026-06-05
Downloads over time
Now985→from211↑367%
1724697661.1K211 on Jun 10985 on Oct 12JunJulAugSepOct
Jun 10 → Oct 12 · 58 snapshots · spans 124 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Metadata

License
apache-2.0
Languages
en
Tags
mlx safetensors qwen3_5 qwen qwen3.6 abliterated apple-silicon mlx-lm local-llm on-device macbook uncensored

Related

Total size
14.1 GB
Files
11
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-08-22 20:27

Files by quantization

Auxiliary files 11 files 14.1 GB
model-00002-of-00003.safetensors 4.99 GB 1cfe2a8c download
model-00001-of-00003.safetensors 4.96 GB bd649cc8 download
model-00003-of-00003.safetensors 4.14 GB b6498323 download
tokenizer.json 19.1 MB 87a7830d download
model.safetensors.index.json 185 KB 8cabf784 download
chat_template.jinja 7.58 KB a8755d82 download
config.json 3.99 KB 47bb32a5 download
README.md 2.88 KB 03a2fcbd download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.11 KB f57cfc38 download
generation_config.json 202 B 023756cf download

README current version from Hugging Face


base_model: huihui-ai/Huihui-Qwen3.6-27B-abliterated
base_model_relation: quantized
license: apache-2.0
language:

  • en
    library_name: mlx
    pipeline_tag: text-generation
    tags:
  • mlx
  • qwen
  • qwen3.6
  • abliterated
  • apple-silicon
  • mlx-lm
  • local-llm
  • on-device
  • macbook
  • uncensored
  • 27b
  • 4-bit
  • qwen3

Qwen3.6-27B-abliterated-4bit-mlx

Uncensored Qwen3.6 27B on Apple Silicon. huihui-ai's abliterated Qwen3.6, converted to 4-bit MLX — 15.2 GB, the sweet spot for a 32 GB Mac. No cloud, no API key, no refusals.

A 4-bit MLX build of huihui-ai's abliterated Qwen3.6 27B, packaged for Apple Silicon. At ~15 GB it runs comfortably on a 32 GB Mac — the new sweet spot in the divinetribe roster.

Credit where it's due

The hard part — the abliteration (removing the refusal direction) — was done by huihui-ai. This repo is only the MLX 4-bit conversion of their work, so Apple Silicon users get a one-command local pull. All the uncensoring credit goes to huihui-ai; please go like and follow their work:

This build

  • Quantization: 4-bit, group size 64 (MLX)
  • Architecture: Qwen3.6 (qwen3_5) — converted with mlx-lm
  • Footprint: ~15 GB — fits a 32 GB Mac with room to work

Use with MLX

pip install mlx-lm
python -m mlx_lm.generate --model divinetribe/Qwen3.6-27B-abliterated-4bit-mlx --prompt "Hello" --max-tokens 256

Drop-in for the claude-code-local stack — point MLX_MODEL at this repo.

Note

"Abliterated" suppresses the model's built-in refusal direction so it won't refuse benign-but-edgy requests. It is not a capability upgrade, and you remain bound by the upstream Qwen license. Use it responsibly.

Abliteration by huihui-ai. MLX conversion + quantization by divinetribe. Part of the Abliterated MLX for Apple Silicon collection.


Part of Claude Code Local

This model is one of the fighters in Claude Code Local (3.2k★), which runs Claude Code 100% on-device on Apple Silicon through an MLX-native Anthropic-API server. Not sure which local model to run as an agent? Check the Agent-12 local agent leaderboard: real agent tasks, judged by the filesystem, same hardware for every row.

Built by Matt Macosko in Arcata, CA. Open to work on local-AI and Apple Silicon inference: [email protected].

README history 4 versions

The author's README evolved over time. Click a version to see its content at that point.

  1. 2026-08-22Model card: link to Claude Code Local and the Agent-12 leaderboardfdd10a22.9 KB
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  2. 2026-08-12SEO: lead with a searchable summaryd4aacbc2.3 KB
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  3. 2026-08-12SEO: base_model lineage, language, Apple Silicon / MLX tagsbaadec82.1 KB
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  4. 2026-06-05Add MLX 4-bit of huihui-ai/Huihui-Qwen3.6-27B-abliterated758bc962 KB
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