Instructions to use Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit with MLX:

# Make sure mlx-lm is installed
# pip install --upgrade mlx-lm

# Generate text with mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit")

prompt = "Write a story about Einstein"
messages = [{"role": "user", "content": prompt}]
prompt = tokenizer.apply_chat_template(
    messages, add_generation_prompt=True
)

text = generate(model, tokenizer, prompt=prompt, verbose=True)

Notebooks
Google Colab
Kaggle
Local Apps Settings
LM Studio

How to use Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit"

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "mlx-lm": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

MLX LM

How to use Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit with MLX LM:

Generate or start a chat session

# Install MLX LM
uv tool install mlx-lm
# Interactive chat REPL
mlx_lm.chat --model "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit"

Run an OpenAI-compatible server

# Install MLX LM
uv tool install mlx-lm
# Start the server
mlx_lm.server --model "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit"
# Calling the OpenAI-compatible server with curl
curl -X POST "http://localhost:8000/v1/chat/completions" \
   -H "Content-Type: application/json" \
   --data '{
     "model": "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit",
     "messages": [
       {"role": "user", "content": "Hello"}
     ]
   }'

Hermes Agent

How to use Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit with Hermes Agent:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit"

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 Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit"

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 "Solstice-AI/Qwopus3.6-27B-Coder-mlx-6Bit" \
  --custom-provider-id mlx-lm \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

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

Qwopus3.6-27B-Coder-mlx-6Bit / README.md

Commit History

docs: update chat template with <think> reasoning tokens

48ad35a
verified

SolsticeAI commited on Sep 3

docs: 3x expanded model card with Jackrong Trace Inversion mechanics, Anvil Metal runtime, verified 262K context, and MLX commands

be87bcc
verified

SolsticeAI commited on Sep 3

docs: update to Solace-standard README with Anvil quickstart and zero emojis

61a09fe
verified

SolsticeAI commited on Sep 2

Update comprehensive model card documentation

0c3cce9
verified

SolsticeAI commited on Sep 2

Update README.md

8f7428e
verified

Shreyan Gondaliya commited on Jul 8

Update README.md

8ba8901
verified

Shreyan Gondaliya commited on Jul 5

Update README.md

aa801cf
verified

Shreyan Gondaliya commited on Jul 5

Upload folder using huggingface_hub

048f95b
verified

Shreyan Gondaliya commited on Jul 5

Commit History

docs: update chat template with <think> reasoning tokens 48ad35a verified

docs: 3x expanded model card with Jackrong Trace Inversion mechanics, Anvil Metal runtime, verified 262K context, and MLX commands be87bcc verified

docs: update to Solace-standard README with Anvil quickstart and zero emojis 61a09fe verified

Update comprehensive model card documentation 0c3cce9 verified

Update README.md 8f7428e verified

Update README.md 8ba8901 verified

Update README.md aa801cf verified

Upload folder using huggingface_hub 048f95b verified

docs: update chat template with <think> reasoning tokens

48ad35a
verified

docs: 3x expanded model card with Jackrong Trace Inversion mechanics, Anvil Metal runtime, verified 262K context, and MLX commands

be87bcc
verified

docs: update to Solace-standard README with Anvil quickstart and zero emojis

61a09fe
verified

Update comprehensive model card documentation

0c3cce9
verified

Update README.md

8f7428e
verified

Update README.md

8ba8901
verified

Update README.md

aa801cf
verified

Upload folder using huggingface_hub

048f95b
verified