Instructions to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF",
	filename="Qwen3.6-35B-A3B-Uncensored-APEX-Compact.gguf",
)

llm.create_chat_completion(
	messages = [
		{
			"role": "user",
			"content": [
				{
					"type": "text",
					"text": "Describe this image in one sentence."
				},
				{
					"type": "image_url",
					"image_url": {
						"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
					}
				}
			]
		}
	]
)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M
# Run inference directly in the terminal:
llama-cli -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M
# Run inference directly in the terminal:
llama-cli -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M
# Run inference directly in the terminal:
./llama-cli -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Use Docker

docker model run hf.co/LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

LM Studio
Jan

vLLM

How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Ollama
How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with Ollama:
```
ollama run hf.co/LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M
```

Unsloth Studio

How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF to start chatting

How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Configure the model in Pi

# Install Pi:
npm install -g @mariozechner/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Run Hermes

hermes

Docker Model Runner
How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with Docker Model Runner:
```
docker model run hf.co/LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M
```

Lemonade

How to use LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF:IQ3_M

Run and chat with the model

lemonade run user.Qwen3.6-35B-A3B-Uncensored-Wasserstein-GGUF-IQ3_M

List all available models

lemonade list

Roadmap for the "Wasserstein releases"

#12

by dajogora - opened 10 days ago

Discussion

dajogora

10 days ago

Hi dear LuffyTheFox,

First of all, I would like to thank you for all your work.
Your releases are with no doubt the best availables today :-)

Here are my questions :
What Wasserstein developments/releases are you planning for the next weeks or months ?

To be totally honest with you I'm expecting some updates about MTP, MXFP4 quant and the next deliveries related to Qwen3.7 family.

Looking forward to hearing from you.

LuffyTheFox

Owner 10 days ago

•

edited 10 days ago

Hi dear LuffyTheFox,

First of all, I would like to thank you for all your work.
Your releases are with no doubt the best availables today :-)

Here are my questions :
What Wasserstein developments/releases are you planning for the next weeks or months ?

To be totally honest with you I'm expecting some updates about MTP, MXFP4 quant and the next deliveries related to Qwen3.7 family.

Looking forward to hearing from you.

Hello dajogora. Thank you very much for really warm feedback. At current moment I am on zero budget, in Google Collab Free Tier on RTX 3060 12GB without even a job in LLM developement. Mostly what I do is 3D models for my friend, because I am stylized 3D character artist by myself with 10 years of experience. I am using AI for idea exploration and 3D render generation from 2D images. Here my profile so far: https://www.artstation.com/luffythefox

Future LLM developement for upcoming Qwen3.7 series completely depends from donations from people. Because I spent 2 months debugging open weight LLM models on binary level via mathematical statistics that Alibaba Cloud released and my motivation doing it for free started to fade, because it's really hard and consume a lot of working time. Сurrently I am comminicating with Hipolink support team to resolve the problem with receiving donations from people.

Update. People now can support me here: https://hipolink.net/luffythefox
Every donation from community = more motivation for me to continue Wasserstein and Genesis LLM development.

NewOneZ

10 days ago

•

edited 10 days ago

Hello dajogora. Thank you very much for really warm feedback. At current moment I am on zero budget, in Google Collab Free Tier on RTX 3060 12GB without even a job in LLM developement. Mostly what I do is 3D models for my friend, because I am stylized 3D character artist by myself with 10 years of experience. I am using AI for idea exploration and 3D render generation from 2D images. Here my profile so far: https://www.artstation.com/luffythefox

Future LLM developement for upcoming Qwen3.7 series completely depends from donations from people. Because I spent 2 months debugging open weight LLM models on binary level via mathematical statistics that Alibaba Cloud released and my motivation doing it for free started to fade, because it's really hard and consume a lot of working time. Сurrently I am comminicating with Hipolink support team to resolve the problem with receiving donations from people.

Update. People now can support me here: https://hipolink.net/luffythefox
Every donation from community = more motivation for me to continue Wasserstein and Genesis LLM development.

I got 403 Forbidden on Hipolink without any explanations. Do you have any other ways to support?

LuffyTheFox

Owner 9 days ago

•

edited 9 days ago

Hello dajogora. Thank you very much for really warm feedback. At current moment I am on zero budget, in Google Collab Free Tier on RTX 3060 12GB without even a job in LLM developement. Mostly what I do is 3D models for my friend, because I am stylized 3D character artist by myself with 10 years of experience. I am using AI for idea exploration and 3D render generation from 2D images. Here my profile so far: https://www.artstation.com/luffythefox

Future LLM developement for upcoming Qwen3.7 series completely depends from donations from people. Because I spent 2 months debugging open weight LLM models on binary level via mathematical statistics that Alibaba Cloud released and my motivation doing it for free started to fade, because it's really hard and consume a lot of working time. Сurrently I am comminicating with Hipolink support team to resolve the problem with receiving donations from people.

Update. People now can support me here: https://hipolink.net/luffythefox
Every donation from community = more motivation for me to continue Wasserstein and Genesis LLM development.

I got 403 Forbidden on Hipolink without any explanations. Do you have any other ways to support?

Yes. Here link: https://web.tribute.tg/d/KIH - I can accept donations via Tribute bot in Telegram.

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