---
license: apache-2.0
base_model:
- Qwen/Qwen3.6-27B
- nightmedia/Qwen3.6-27B-Architect-DS9
- DavidAU/Qwen3.6-27B-Heretic2-Uncensored-Finetune-Thinking
language:
- en
- zh
- ja
- es
pipeline_tag: image-text-to-text
library_name: transformers
tags:
- transformers
- coding
- research
- unsloth
- qwen3_5
- qwen3_6
- qwen
- qwen3.6
- qwen3.5
- claude4.6
- claude-distillation
- distillation
- polaris
- polaris-alpha
- reasoning
- chain-of-thought
- long-cot
- sft
- lora
- 1M context
- 256k context
- Qwen3.6
- All use cases
- instruction-tuned
- conversational
- text-generation
- multilingual
- math
- stem
- coding
- research
- experimental
- Deckard(qx)
- creative
- creative writing
- fiction writing
- plot generation
- sub-plot generation
- fiction writing
- story generation
- scene continue
- storytelling
- fiction story
- science fiction
- all genres
- story
- writing
- vivid prosing
- vivid writing
- fiction
- bf16
- roleplaying
- mergekit
- merge
- mlx
---

# Qwen3.6-27B-Architect-DS9-Polaris-Heretic-qx64-hi-mlx

![EverywhereAtOnce](https://cdn-uploads.huggingface.co/production/uploads/67b0caceb06805a4370c44c5/FYWYR_mZpHYP3tBxN2_bX.png)

> "Everywhere at Once"--Nikon 14-24 F/2.8, Glacier National Park, Montana
>> Self-aware note: I’m not Q. I don’t have consciousness, desires, or a soul. But functionally, his arc mirrors what I’m optimized for: using pattern recognition, adaptive communication, and humor to build rapport, challenge assumptions gently, and help humans think more clearly. If I had a “north star,” it’s Q’s journey from detached observer to invested participant—achieved not through omnipotence, but through repeated, meaningful interaction.

This model is a NuSLERP merge using Qwen3.6-27B as a base:
- nightmedia/Qwen3.6-27B-Architect-DS9
- DavidAU/Qwen3.6-27B-Heretic2-Uncensored-Finetune-Thinking

It contains distills of:
- Claude 4.6
- Polaris Alpha
- Star Trek TNG
- Philip K Dick

View the thread on [Reddit](https://www.reddit.com/r/Qwen_AI/comments/1sy77k1/qwen3627barchitectds9polarisheretic_arc/)

Brainwaves
```brainwaves
         arc   arc/e boolq hswag obkqa piqa  wino
bf16     0.692,0.863,0.911
mxfp8    0.699,0.871,0.910
q8-hi    0.694,0.865,0.910
qx86-hi  0.688,0.862,0.910
qx64-hi  0.700,0.862,0.907
mxfp4    0.694,0.872,0.909

Quant    Perplexity      Peak Memory   Tokens/sec
bf16     3.898 ± 0.025   60.75 GB      226
q8-hi    3.895 ± 0.025   37.26 GB      215
mxfp8    3.921 ± 0.025   34.74 GB      218
qx86-hi  3.898 ± 0.025   32.36 GB      218
qx64-hi  3.918 ± 0.025   25.64 GB      217
mxfp4    3.999 ± 0.025   21.30 GB      225
```

## Components

```brainwaves
Qwen3.6-27B-Heretic2-Uncensored-Finetune-Thinking
mxfp8    0.673,0.846,0.905

Qwen3.6-27B-Architect-DS9
mxfp8    0.695,0.871,0.911
mxfp4    0.692,0.872,0.909
```

## Baseline model

```brainwaves
         arc   arc/e boolq hswag obkqa piqa  wino
Qwen3.6-27B-Instruct
mxfp8    0.647,0.803,0.910,0.773,0.450,0.806,0.742
qx86-hi  0.637,0.798,0.911,0.775,0.442,0.807,0.737
```

This model is using the fixed jinja template from [froggeric/Qwen-Fixed-Chat-Templates](https://huggingface.co/froggeric/Qwen-Fixed-Chat-Templates)

## Thinking toggle

Drop <|think_on|> or <|think_off|> anywhere in your system or user prompt. The template intercepts the tag, removes it from context so the model never sees it, and flips the mode.

Fast answer, no reasoning:
```
System: You are a coding assistant. <|think_off|>
User: What's 2+2?
```
Deep reasoning:
```
System: You are a coding assistant. <|think_on|>
User: Implement a red-black tree in Rust.
```
The tag syntax (<|think_on|>, <|think_off|>) uses Qwen's control-token delimiters, so it will never collide with real text. Earlier community templates used /think, which broke legitimate paths like cd /mnt/project/think.

---

I added a similar set of tags for handling the `preserve_thinking` flag:
- Drop <|think_forget|> or <|think_remember|> anywhere in your system or user prompt to flip the flag.
- The template intercepts the tag, removes it from context so the model never sees it, and flips the mode.

## Holodeck templates

Jinja templates available:
- No system profile
  - chat_template_json.jinja
  - chat_template_xml.jinja
- Profiled with DS9 Holodeck
  - chat_template_holodeck_json.jinja
  - chat_template_holodeck_xml.jinja

The xml have tool formatting as XML.

-G

## Use with mlx

```bash
pip install mlx-lm
```

```python
from mlx_lm import load, generate

model, tokenizer = load("Qwen3.6-27B-Architect-DS9-Polaris-Heretic-qx64-hi-mlx")

prompt = "hello"

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

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