Instructions to use ccore/Qwen3.5-4B-3D-Coder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use ccore/Qwen3.5-4B-3D-Coder with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Build from source code

git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama cli -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Use Docker

docker model run hf.co/ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Llama new
LM Studio
Jan
Ollama
How to use ccore/Qwen3.5-4B-3D-Coder with Ollama:
```
ollama run hf.co/ccore/Qwen3.5-4B-3D-Coder:Q4_K_M
```
Unsloth Desktop

How to use ccore/Qwen3.5-4B-3D-Coder with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "ccore/Qwen3.5-4B-3D-Coder:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use ccore/Qwen3.5-4B-3D-Coder with Docker Model Runner:
```
docker model run hf.co/ccore/Qwen3.5-4B-3D-Coder:Q4_K_M
```

Lemonade

How to use ccore/Qwen3.5-4B-3D-Coder with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Run and chat with the model

lemonade run user.Qwen3.5-4B-3D-Coder-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use ccore/Qwen3.5-4B-3D-Coder with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_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 ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use ccore/Qwen3.5-4B-3D-Coder with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf ccore/Qwen3.5-4B-3D-Coder:Q4_K_M

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "ccore/Qwen3.5-4B-3D-Coder:Q4_K_M" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

Qwen3.5-4B-3D-Coder

#12

by willowoods - opened 11 days ago

base: refs/heads/main

←

from: refs/pr/12

Discussion Files changed

-44

This PR is in draft mode

Files changed (2) hide show

README.md +0 -43
images/important-note.svg +0 -1

README.md CHANGED Viewed

@@ -12,8 +12,6 @@ tags:
 - preview
 ---
-<a href="#whats-next"><img src="images/important-note.svg" alt="Important note — Next releases" width="380" /></a>
 # Qwen3.5-4B-3D-Coder
 ### Early preview · General coding with a focus on 3D
@@ -218,44 +216,3 @@ beacon sits above the cab.
 The bugs observed so far have generally involved duplicate variable names, rather than major structural problems.
-## What’s next
-I’ve also released an early preview of [**GLB-3D-Coder**](https://huggingface.co/ccore/Qwen3.5-4B-GLB-3D-Coder), focused on **creating reusable 3D assets with GLB export** for game editors such as **Godot**. I’m preparing its training dataset for public release, with roughly the same number of examples as the [dataset released with this model](https://huggingface.co/datasets/ccore/ThreeJS-3D-Scenes).
-Beyond that, I’m planning a larger dataset of **100,000 high-quality examples**, with context lengths ranging from **8K to 128K tokens**, targeting a training run roughly **15× larger than the current GLB model’s run**. The first goal is **reliable one-shot asset generation**, followed by a version designed to work directly inside an **agent harness**, generating, testing, and refining assets.
-As with this release, I plan to share the datasets and model weights openly. **Community support would help fund the data generation, validation, and GPU compute needed to make these next steps possible.**
-## ❤️ Support Future Open-Source AI Models
-I'm independently developing and releasing specialized AI models and datasets for 3D generation, procedural environments, and creative coding, with the goal of making these tools accessible to everyone.
-Training new models, generating high-quality datasets, validating thousands of examples, and running experiments require significant GPU resources, time, and effort.
-**If you enjoy this project and would like to help me train more models, expand the datasets, and explore new capabilities, any contribution is greatly appreciated!**
-My goal is to keep sharing models, weights, datasets, and improvements openly with the community.
-### ☕ Support via Ko-fi
-[https://ko-fi.com/ccorecaio](https://ko-fi.com/ccorecaio)
-### Crypto Donations
-**Bitcoin (BTC) — Bitcoin Network (SegWit)**
-`bc1qr2gnr9g0uzk8rmsq0k6xpjgg4l7r0rfyrq69e6`
-**Ethereum (ETH) — Ethereum Mainnet (ERC20)**
-`0xa17608FCdeAd9e717Cd42e04127175527b4E75CB`
-**Solana (SOL / USDC / USDT) — Solana Network**
-`GhNmYmezKi1uWGKZeVxgddjiRW2rYNHZrf84ZaMcnha`
-Every contribution helps fund more GPU compute, better datasets, new training runs, and future public releases.
-**Thank you for supporting independent open-source AI research!**

 - preview
 ---
 # Qwen3.5-4B-3D-Coder
 ### Early preview · General coding with a focus on 3D
 The bugs observed so far have generally involved duplicate variable names, rather than major structural problems.

images/important-note.svg DELETED Viewed