---
license: apache-2.0
library_name: mlx
tags:
  - mlx
  - omlx
  - qwen3_5_moe
  - abliterated
  - uncensored
  - 3-bit
base_model: Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved
pipeline_tag: text-generation
---

# Qwen3.6-35B-A3B Heretic — oQ3 (3-bit, MLX)

A **sensitivity-guided ~3-bit (oQ3)** quant of the abliterated **Qwen3.6-35B-A3B "Heretic" (Native-MTP-Preserved)** model, built on-device with **omlx**'s mixed-precision `oQ` quantizer. MoE arch `qwen3_5_moe` (35B total / ~3B active). Apple-Silicon MLX format.

- **Effective precision:** ~3.6 bpw (≈16 GB weights) — `oQ` keeps sensitive layers higher-bit, so it punches above its nominal bit-width.
- **Abliterated / uncensored.** Use responsibly; you are accountable for your outputs.

## Why this quant
Despite being the *smallest/fastest* quant of the family, it matched the higher-bit builds on every benchmark tried (M4 Max, thinking modes as noted):

| Test | Score |
|---|---|
| Hard reasoning + code (8 tasks) | 8/8 |
| Harder quality (multi-digit math, DP) (6) | 6/6 |
| General knowledge (20 facts) | 20/20 |
| Multi-step agentic tool-use (5) | 5/5 |
| Agentic "gauntlet" — flaky-tool retry, traps, branch (7, thinking-OFF) | 7/7 |
| Throughput | ~100+ tok/s |

## Run it
Serve with **omlx** (or any MLX-LM runtime) on Apple Silicon:
```bash
omlx serve --port 8000
# then request model "Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved-oQ3"
```
Best as an **agent default with thinking OFF** (cleanest tool-discipline); flip thinking ON for hard multi-step reasoning.

*Private quant for personal use. License inherits from the base model.*