Instructions to use continuum-ai/qwen3.5-27b-code-forged-mlx-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use continuum-ai/qwen3.5-27b-code-forged-mlx-4bit 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("continuum-ai/qwen3.5-27b-code-forged-mlx-4bit")

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 continuum-ai/qwen3.5-27b-code-forged-mlx-4bit with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit"

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": "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

MLX LM

How to use continuum-ai/qwen3.5-27b-code-forged-mlx-4bit with MLX LM:

Generate or start a chat session

# Install MLX LM
uv tool install mlx-lm
# Interactive chat REPL
mlx_lm.chat --model "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit"

Run an OpenAI-compatible server

# Install MLX LM
uv tool install mlx-lm
# Start the server
mlx_lm.server --model "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit"
# Calling the OpenAI-compatible server with curl
curl -X POST "http://localhost:8000/v1/chat/completions" \
   -H "Content-Type: application/json" \
   --data '{
     "model": "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit",
     "messages": [
       {"role": "user", "content": "Hello"}
     ]
   }'

Hermes Agent

How to use continuum-ai/qwen3.5-27b-code-forged-mlx-4bit 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 "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit"

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 continuum-ai/qwen3.5-27b-code-forged-mlx-4bit

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use continuum-ai/qwen3.5-27b-code-forged-mlx-4bit with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit"

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 "continuum-ai/qwen3.5-27b-code-forged-mlx-4bit" \
  --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"

EnricoFermi commited on Apr 11

Commit

aef7147

verified ·

1 Parent(s): 5cd7fb2

fix: use hf.co (CORS-open) in verify URLs

Browse files

Files changed (1) hide show

README.md +3 -3

README.md CHANGED Viewed

@@ -79,13 +79,13 @@ license: apache-2.0
 <p align="center">
-<a href="https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-27b-code-forged-mlx-4bit/resolve/main/qwen3.5-27b-code-forged-mlx-4bit.alloy.json@6ca79c62b879cd4c">
 <img src="alloy-qr.png" alt="Verify Chain of Custody" width="160"/>
 </a>
 </p>
 <p align="center">
-<a href="https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-27b-code-forged-mlx-4bit/resolve/main/qwen3.5-27b-code-forged-mlx-4bit.alloy.json@6ca79c62b879cd4c"><b>Every claim on this card is verified</b></a><br>
 <b>Trust: self-attested</b> · 1 benchmark · 2 devices tested<br>
 <a href="https://github.com/CambrianTech/forge-alloy">ForgeAlloy</a> chain of custody · <a href="qwen3.5-27b-code-forged-mlx-4bit.alloy.json">Download alloy</a> · Merkle-chained
 </p>
@@ -144,7 +144,7 @@ Produced via head pruning, GGUF quantization. Full methodology, ablations, and p
 ## Chain of Custody
-Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-27b-code-forged-mlx-4bit/resolve/main/qwen3.5-27b-code-forged-mlx-4bit.alloy.json@6ca79c62b879cd4c). Download the [alloy file](qwen3.5-27b-code-forged-mlx-4bit.alloy.json) to verify independently.
 | What | Proof |
 |------|-------|

 <p align="center">
+<a href="https://cambriantech.github.io/forge-alloy/verify/#hf.co/continuum-ai/qwen3.5-27b-code-forged-mlx-4bit/resolve/main/qwen3.5-27b-code-forged-mlx-4bit.alloy.json@6ca79c62b879cd4c">
 <img src="alloy-qr.png" alt="Verify Chain of Custody" width="160"/>
 </a>
 </p>
 <p align="center">
+<a href="https://cambriantech.github.io/forge-alloy/verify/#hf.co/continuum-ai/qwen3.5-27b-code-forged-mlx-4bit/resolve/main/qwen3.5-27b-code-forged-mlx-4bit.alloy.json@6ca79c62b879cd4c"><b>Every claim on this card is verified</b></a><br>
 <b>Trust: self-attested</b> · 1 benchmark · 2 devices tested<br>
 <a href="https://github.com/CambrianTech/forge-alloy">ForgeAlloy</a> chain of custody · <a href="qwen3.5-27b-code-forged-mlx-4bit.alloy.json">Download alloy</a> · Merkle-chained
 </p>
 ## Chain of Custody
+Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify/#hf.co/continuum-ai/qwen3.5-27b-code-forged-mlx-4bit/resolve/main/qwen3.5-27b-code-forged-mlx-4bit.alloy.json@6ca79c62b879cd4c). Download the [alloy file](qwen3.5-27b-code-forged-mlx-4bit.alloy.json) to verify independently.
 | What | Proof |
 |------|-------|