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mlx-community/Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic-OptiQ-4bit

mlx-community Qwen 27B second-order
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  • files 13
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  • author_summary 207 models
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
3K
1K last 30d - stable
Likes
2
Model age
2mo ago
created 2026-07-27
Downloads over time
Now3.6K→from691↑427%
5431.7K2.8K3.9K691 on Jul 293.6K on Oct 11JulAugSepOct
Jul 29 → Oct 11 · 51 snapshots · spans 74 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
Tags
mlx safetensors qwen3_5 optiq mixed-precision qwen3.6 uncensored creative writing text-generation conversational base_model:DavidAU/Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic base_model:quantized:DavidAU/Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic

Related

Total size
17.5 GB
Files
13
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-09-16 12:52

Files by quantization

Auxiliary files 13 files 17.5 GB
model-00002-of-00004.safetensors 4.99 GB 39f0096d download
model-00003-of-00004.safetensors 4.97 GB 73533dc5 download
model-00001-of-00004.safetensors 4.96 GB 87897376 download
model-00004-of-00004.safetensors 2.53 GB 7c077f67 download
tokenizer.json 19.1 MB 06b95093 download
model.safetensors.index.json 185 KB 2c1e204a download
config.json 126 KB 5faa505d download
chat_template.jinja 7.58 KB a8755d82 download
README.md 1.80 KB 986f0896 download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.28 KB 04aca9c6 download
optiq_metadata.json 585 B dc5661fc download
generation_config.json 284 B 9bdb9eb7 download

README current version from Hugging Face


license: apache-2.0
base_model: DavidAU/Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic
pipeline_tag: text-generation
library_name: mlx
tags:

  • mlx
  • optiq
  • mixed-precision
  • qwen3.6
  • uncensored
  • creative writing

Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic-OptiQ-4bit

An OptiQ mixed-precision quantization of
DavidAU/Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic,
built for Apple Silicon with MLX.

OptiQ assigns a per-layer bit-width (4-bit or 8-bit here) instead of quantizing
every layer the same, so the layers that need the precision keep it.

  • Method: OptiQ data-driven mixed precision (optiq_mixed_precision)
  • Average: ~5.6 bits per weight (220 layers at 8-bit, 276 at 4-bit)
  • Architecture: qwen3_5 (Qwen3.6-27B)

The per-layer allocation is reused from
mlx-community/Qwen3.6-27B-OptiQ-4bit,
which shares the same Qwen3.6-27B architecture, so no separate sensitivity pass
was run for this merge. This is a text-only quant of the language tower. The
tokenizer is copied from the base model unchanged.

Use

pip install mlx-optiq
optiq serve --model mlx-community/Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic-OptiQ-4bit

Or load it directly with mlx_lm:

from mlx_lm import load, generate
model, tokenizer = load("mlx-community/Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic-OptiQ-4bit")

See mlx-optiq.com for the CLI, the local Lab UI, and the
OptiQ Code agent. The base model and its behavior are DavidAU's; this repo only
changes the quantization.

README history 1 version

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

  1. 2026-07-27Add files using upload-large-folder tool403382e1.8 KB
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