← back to catalog · registered 2026-08-22 13:56

culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-3Bit

culturerevolt Qwen 34B MoE second-order
Your rig guess connected
? Why do I need an app?
Reading your rig…

This is a rough estimate. Install the free app - we'll show exact numbers.

Reading real hardware from your app right now. Numbers below are exact.

Below is the per-quantization compatibility for this model.

curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/culturerevolt%2FQwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-3Bit"
Response includes
  • classification m3
  • files 10
  • hub_downloads_all_time 996
  • author_summary 10 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
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
996
46 last 30d - cooling
Likes
0
Model age
5mo ago
created 2026-05-06
Downloads over time
Now1K→from193↑423%
1524657781.1K193 on May 61K on Oct 111K on Oct 7MayJunJulAugSepOct
May 6 → Oct 11 · 62 snapshots · spans 158 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
transformers safetensors qwen3_moe text-generation 256k context Qwen3 Mixture of Experts MOE MOE Dense thinking reasoning GPT-5.1-High-Reasoning-Distill

Related

Total size
13.7 GB
Files
10
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-05-06 06:13

Files by quantization

Auxiliary files 10 files 13.7 GB
model-00002-of-00003.safetensors 4.99 GB a6e04f70 download
model-00001-of-00003.safetensors 4.92 GB 9267daaa download
model-00003-of-00003.safetensors 3.78 GB 83150e4c download
tokenizer.json 10.9 MB be756060 download
model.safetensors.index.json 87.5 KB 37f3d0b2 download
config.json 8.29 KB 196840ad download
chat_template.jinja 4.94 KB 05bf3627 download
README.md 2.13 KB e1eb5f27 download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 485 B 3e31c88a download

README current version from Hugging Face


license: apache-2.0
base_model: DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored
tags:

  • 256k context
  • Qwen3
  • Mixture of Experts
  • MOE
  • MOE Dense
  • thinking
  • reasoning
  • GPT-5.1-High-Reasoning-Distill
  • Gemini-3-Pro-Preview-High-Reasoning-Distill
  • Claude-4.5-Opus-High-Reasoning-Distill
  • Claude-Sonnet-4-Reasoning-Distill
  • Kimi-K2-Thinking-Distill
  • Gemini-2.5-Flash-Distill
  • Gemini-2.5-Flash-Lite-Preview-Distill
  • gpt-oss-120b-Distill
  • GLM-Flash-4.6-Distill
  • Open-R1-Distill
  • Command-A-Reasoning-Distill
  • 2 experts
  • 4Bx12
  • All use cases
  • bfloat16
  • heretic
  • uncensored
  • decensored
  • abliterated
  • merge
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • not-for-all-audiences
  • mlx
  • mlx-my-repo
    pipeline_tag: text-generation
    language:
  • en
    library_name: transformers

culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-3Bit

The Model culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-3Bit was converted to MLX format from DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored using mlx-lm version 0.31.2.

Use with mlx

pip install mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-3Bit")

prompt="hello"

if hasattr(tokenizer, "apply_chat_template") and tokenizer.chat_template is not None:
    messages = [{"role": "user", "content": prompt}]
    prompt = tokenizer.apply_chat_template(
        messages, tokenize=False, add_generation_prompt=True
    )

response = generate(model, tokenizer, prompt=prompt, verbose=True)

README history 1 version

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

  1. 2026-05-06Upload folder using huggingface_hub713bee42.1 KB
    Loading...
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Open in Abliteration