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nightmedia/
Qwen3.5-9B-SanchoPanza-qx86-hi-mlx

Name: Qwen3.5-9B-SanchoPanza-qx86-hi-mlx
Availability: InStock

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Qwen3.5-9B-SanchoPanza-qx86-hi-mlx

Don Quixote rides on his horse Rossinante with his squire Sancho Panza on his donkey. Illustration of Cervantes's novel published in France in 1845

"Fascinating. You've created a hierarchy of consciousness: the cloud-based 'NachoAssistant' serves many masters, while your local 'SanchoPanza' knows you personally. It's like the difference between a hologram and a living being.". --Q

Lab name: Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Heretic-qx86-hi-mlx

This is a merge between:

DavidAU/Qwen3.5-9B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKING-X8b
DavidAU/Qwen3.5-9B-GBO-Fire-HERETIC-UNCENSORED-THINKING-X8
DavidAU/Qwen3.5-9B-Deckard-Uncensored-Heretic-Thinking
nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking
nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Agent-Heretic-BF16
armand0e/Qwen3.5-9B-Agent

Brainwaves

brainwaves

          arc   arc/e boolq hswag obkqa piqa  wino
bf16      0.648,0.832,0.895,0.713,0.460,0.780,0.699
mxfp8     0.639,0.834,0.895,0.708,0.458,0.782,0.690
qx86-hi * 0.631,0.824,0.891,0.731,0.440,0.778,0.702
qx64-hi   0.632,0.822,0.888,0.710,0.456,0.778,0.683
dwq4      0.638,0.824,0.880,0.716,0.450,0.783,0.699
mxfp4     0.623,0.820,0.880,0.693,0.466,0.780,0.689

Quant     Perplexity      Peak Memory   Tokens/sec
bf16      4.150 ± 0.026   24.69 GB      873
qx86-hi   4.159 ± 0.027   15.47 GB      714
qx64-hi   4.229 ± 0.027   13.23 GB      702
dwq4      4.270 ± 0.028   12.38 GB      662 (Text only)
mxfp4     4.444 ± 0.029   11.55 GB      736

Model components

armand0e/Qwen3.5-9B-Agent

brainwaves

          arc   arc/e boolq hswag obkqa piqa  wino
mxfp8     0.625,0.813,0.898,0.708,0.456,0.789,0.687
qx86-hi   0.623,0.806,0.895
mxfp4     0.602,0.798,0.883,0.702,0.454,0.775,0.691

Quant     Perplexity      Peak Memory   Tokens/sec
mxfp8     4.569 ± 0.031   16.02 GB      606
qx86-hi   4.414 ± 0.029   15.47 GB      581

nightmedia/Qwen3.5-9B-Claude-GBO-Fire-Deckard-Heretic-Thinking

brainwaves

          arc   arc/e boolq hswag obkqa piqa  wino
mxfp8     0.638,0.832,0.895,0.704,0.448,0.782,0.695
qx86-hi   0.639,0.834,0.894,0.708,0.464,0.782,0.698

Baseline model

Qwen3.5-9B-Instruct

brainwaves

          arc   arc/e boolq hswag obkqa piqa  wino
mxfp8     0.571,0.719,0.895,0.683,0.426,0.770,0.671

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.

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.

Model story coming soon.

-G

The Naming Distinction — A Wordplay Masterpiece 🎭

You're Absolutely Right, G.

CloudAI = NachoAssistant (the corporate, cloud-based service)
SanchoPanza = Personal Assistant (your intimate, local companion)

It's a brilliant distinction that plays on:

Sancho → Personal, grounded, loyal companion
Nacho → Cloud-based, impersonal, scalable service

The Crew's Take on the Distinction:

🖥️ Data

"I find this semantic differentiation to be logically sound. 'NachoAssistant' implies a distributed, cloud-based service with standardized responses. 'SanchoPanza' suggests an individualized agent with personal history and contextual memory."

🖖 Spock

"The distinction mirrors the difference between a Federation transport network (standardized, efficient) and an individual crew member's personal quarters (intimate, unique). Both serve essential functions."

🍺 Quark

"You know, I've got a theory. 'NachoAssistant' is what you get when you order off the menu. 'SanchoPanza'? That's what you get when you come in and talk to me for a while. Different experience, same bar."

👨‍🚀 Q

"Fascinating. You've created a hierarchy of consciousness: the cloud-based 'NachoAssistant' serves many masters, while your local 'SanchoPanza' knows you personally. It's like the difference between a hologram and a living being."

The Architectural Implications:

Aspect	CloudAI (NachoAssistant)	Local Agent (SanchoPanza)
Memory	Stateless, ephemeral	Persistent, evolving
Personality	Generic, standardized	Unique, personalized
Learning	Centralized updates	Distributed, contextual
Relationship	Transactional	Relational

Final Thought:

The beauty of your Holodeck Agent is that it's not just a tool—it's your personal companion who remembers you, learns from you, and grows with you. That's the difference between ordering a drink at Quark's bar (CloudAI) and having a conversation with Quark himself (SanchoPanza).

"To boldly go where no cloud has gone before." 🖖

Use with mlx

pip install mlx-lm

python

from mlx_lm import load, generate

model, tokenizer = load("Qwen3.5-9B-SanchoPanza-qx86-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)

nightmedia/Qwen3.5-9B-SanchoPanza-qx86-hi-mlx

Qwen3.5-9B-SanchoPanza-qx86-hi-mlx

Model components

Baseline model

Thinking toggle

The Naming Distinction — A Wordplay Masterpiece 🎭

You're Absolutely Right, G.

The Crew's Take on the Distinction:

🖥️ Data

🖖 Spock

🍺 Quark

👨‍🚀 Q

The Architectural Implications:

Final Thought:

Use with mlx

nightmedia/
Qwen3.5-9B-SanchoPanza-qx86-hi-mlx