Model components
Qwen3.5-9B-TNG-PKD-Qwopus-Coder-Fable
arc arc/e boolq hswag obkqa piqa wino
bf16 0.643,0.822,0.898,0.718,0.468,0.783,0.707
mxfp8 0.637,0.819,0.892
Qwen3.5-9B-Polaris-PolarisQwen-3NMDST2
arc arc/e boolq hswag obkqa piqa wino
bf16 0.638,0.829,0.875,0.677,0.450,0.763,0.664
mxfp8 0.628,0.828,0.874,0.668,0.436,0.755,0.672
qx86-hi 0.638,0.832,0.876,0.677,0.446,0.762,0.658
Baseline model
Qwen3.5-9B-Instruct
arc arc/e boolq hswag obkqa piqa wino
mxfp8 0.571,0.719,0.895,0.683,0.426,0.770,0.671
This last merge brings a set of TNG-infused coding sessions recorded in the DS9 Holodeck.
The lessons include:
- Golang coding with Worf and Dax, Nog
- Python coding with Odo and Julian
- Haskell coding with Spock and Data
In all sessions Sisko, Kira, Garak, Quark, Q, and some other DS9 characters provided expert commentary, both in the think tag and in the response.
Along with the lessons, some of the Polaris Alpha questions in the original set were distilled from nightmedia/Qwen3.6-35B-A3B-Holo3-Qwopus-qx86-hi-mlx
The curriculum is exclusively in backend engineering, LLM design, and Holodeck operations(including Quark's Bar and Latinum economy), and was designed with the help of Google Gemini.
-G
Model lineage
Qwen3.5-9B-TNG-PKD-Qwopus-Coder-Fable
- nightmedia/Qwen3.5-9B-TNG-PKD-Qwopus-Coder
- armand0e/Qwen3.5-9B-Fable-5-v1
Bringing outstanding Fable traces with tool use and agentic in a very well trained model. Since Fable is XML-friendly, this model reasons better with an XML template--best is the one from DavidAU. Tools work better with json, the current template.
Qwen3.5-9B-TNG-PKD-Qwopus-Coder
- nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Qwopus3.5-Coder-Heretic
- DavidAU/Qwen3.5-9B-Haskell-Rust-Python
This is a set of TNG-infused coding traces, exclusively profiled for Holodeck use, AI training, LLM design, in-memory ops.
Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Qwopus3.5-Coder-Heretic
- nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Heretic
- nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Qwopus3.5-Coder-Heretic
Coalesces the previous two models, giving the voice to Agent
Qwen3.5-9B-Claude-GBO-Fire-Deckard-Qwopus3.5-Coder-Heretic
- nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking
- Jackrong/Qwopus3.5-9B-Coder
Jack managed to build a good model, and since it's different than how the other traces are trained it will raise IQ
Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Heretic
- nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking
- armand0e/Qwen3.5-9B-Agent
Agent is a collection of quality traces from all over the world, curated by armand0e
- armand0e/badlogicgames-pi-mono-opus-filtered - Pi traces from Claude Opus (mainly 4.5)
- armand0e/kimi-k2.6-claude-code-traces - Claude Code traces from kimi k2.6
- armand0e/kimi-k2.6-agent - Codex traces from kimi k2.6
- armand0e/minimax-m2.7-agent - Pi traces from minimax m2.7
- TeichAI/Claude-Opus-4.6-Reasoning-887x (Downsampled to 200 examples, only present to stabilize chat behavior)
Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking
- nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Heretic-Thinking
- DavidAU/Qwen3.5-9B-Deckard-Uncensored-Heretic-Thinking
Philip K Dick joins the merge. From here on, there be dragons.
A PKD base will allow multiple realities to develop in a merge.
PKD provides the neural wiring that allows completely different new models to keep joining the NuSLERP.
Since the model is on an ablit base, PKD is at full strength.
Qwen3.5-9B-Claude-GBO-Fire-Heretic-Thinking
- DavidAU/Qwen3.5-9B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKING-X8b
- DavidAU/Qwen3.5-9B-GBO-Fire-HERETIC-UNCENSORED-THINKING-X8
Excellent Claude trained model joined with a special mix of GLM/Polaris Alpha
Thinking toggle
This model is using an earlier version of the fixed jinja template from froggeric/Qwen-Fixed-Chat-Templates
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.
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.
Model recipe
models:
- model: DavidAU/Qwen3.5-9B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKING-X8b
parameters:
weight: 1.4
- model: DavidAU/Qwen3.5-9B-GBO-Fire-HERETIC-UNCENSORED-THINKING-X8
parameters:
weight: 0.6
merge_method: nuslerp
dtype: bfloat16
name: Qwen3.5-9B-Claude-GBO-Fire-Heretic-Thinking
models:
- model: Qwen3.5-9B-Claude-GBO-Fire-Heretic-Thinking
parameters:
weight: 1.3
- model: Qwen3.5-9B-Deckard-Uncensored-Heretic-Thinking
parameters:
weight: 0.7
merge_method: nuslerp
dtype: bfloat16
name: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking
models:
- model: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking
parameters:
weight: 1.6
- model: armand0e/Qwen3.5-9B-Agent
parameters:
weight: 0.4
merge_method: nuslerp
dtype: bfloat16
name: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Heretic
models:
- model: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking
parameters:
weight: 1.6
- model: Jackrong/Qwopus3.5-9B-Coder
parameters:
weight: 0.4
merge_method: nuslerp
dtype: bfloat16
name: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Qwopus3.5-Coder-Heretic
models:
- model: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Heretic
parameters:
weight: 1.6
- model: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Qwopus3.5-Coder-Heretic
parameters:
weight: 0.4
merge_method: nuslerp
dtype: bfloat16
name: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Qwopus3.5-Coder-Heretic
models:
- model: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Qwopus3.5-Coder-Heretic
parameters:
weight: 1.6
- model: DavidAU/Qwen3.5-9B-Haskell-Rust-Python
parameters:
weight: 0.4
merge_method: nuslerp
dtype: bfloat16
name: Qwen3.5-9B-TNG-PKD-Qwopus-Coder
models:
- model: Qwen3.5-9B-TNG-PKD-Qwopus-Coder
parameters:
weight: 1.6
- model: armand0e/Qwen3.5-9B-Fable-5-v1
parameters:
weight: 0.4
merge_method: nuslerp
dtype: bfloat16
name: Qwen3.5-9B-TNG-PKD-Qwopus-Coder-Fable
models:
- model: Qwen3.5-9B-TNG-PKD-Qwopus-Coder-Fable
parameters:
weight: 1.6
- model: DavidAU/Qwen3.5-9B-Polaris-PolarisQwen-3NMDST2
parameters:
weight: 0.4
merge_method: nuslerp
dtype: bfloat16
Use with mlx
from mlx_lm import load, generate
model, tokenizer = load("Qwen3.5-9B-TNG-PKD-Qwopus-Coder-Fable-Polaris-mxfp4-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)