Instructions to use continuum-ai/qwen3.5-4b-code-128k-forged with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use continuum-ai/qwen3.5-4b-code-128k-forged 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/qwen3.5-4b-code-128k-forged")

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
LM Studio

Pi new

How to use continuum-ai/qwen3.5-4b-code-128k-forged 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/qwen3.5-4b-code-128k-forged"

Configure the model in Pi

# Install Pi:
npm install -g @mariozechner/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/qwen3.5-4b-code-128k-forged"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use continuum-ai/qwen3.5-4b-code-128k-forged 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/qwen3.5-4b-code-128k-forged"

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/qwen3.5-4b-code-128k-forged

Run Hermes

hermes

MLX LM

How to use continuum-ai/qwen3.5-4b-code-128k-forged 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/qwen3.5-4b-code-128k-forged"

Run an OpenAI-compatible server

# Install MLX LM
uv tool install mlx-lm
# Start the server
mlx_lm.server --model "continuum-ai/qwen3.5-4b-code-128k-forged"
# 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/qwen3.5-4b-code-128k-forged",
     "messages": [
       {"role": "user", "content": "Hello"}
     ]
   }'

EnricoFermi commited on Apr 11

Commit

e8ab4c2

verified ·

1 Parent(s): d74ccda

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

Browse files

Files changed (1) hide show

README.md +3 -3

README.md CHANGED Viewed

@@ -71,13 +71,13 @@ We took **Qwen3.5-4B** (32K context) and extended it to **128K context** via YaR
 <p align="center">
-<a href="https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-4b-code-128k-forged/resolve/main/qwen3.5-4b-code-128k-forged.alloy.json@a4da7dea5bb8d3d9">
 <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/qwen3.5-4b-code-128k-forged/resolve/main/qwen3.5-4b-code-128k-forged.alloy.json@a4da7dea5bb8d3d9"><b>Every claim on this card is verified</b></a><br>
 <b>Trust: self-attested</b> · 3 benchmarks · 1 device tested<br>
 <a href="https://github.com/CambrianTech/forge-alloy">ForgeAlloy</a> chain of custody · <a href="qwen3.5-4b-code-128k-forged.alloy.json">Download alloy</a> · Merkle-chained
 </p>
@@ -137,7 +137,7 @@ Produced via YaRN context extension. Full methodology, ablations, and per-stage
 ## Chain of Custody
-Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-4b-code-128k-forged/resolve/main/qwen3.5-4b-code-128k-forged.alloy.json@a4da7dea5bb8d3d9). Download the [alloy file](qwen3.5-4b-code-128k-forged.alloy.json) to verify independently.
 | What | Proof |
 |------|-------|

 <p align="center">
+<a href="https://cambriantech.github.io/forge-alloy/verify/#hf.co/continuum-ai/qwen3.5-4b-code-128k-forged/resolve/main/qwen3.5-4b-code-128k-forged.alloy.json@a4da7dea5bb8d3d9">
 <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/qwen3.5-4b-code-128k-forged/resolve/main/qwen3.5-4b-code-128k-forged.alloy.json@a4da7dea5bb8d3d9"><b>Every claim on this card is verified</b></a><br>
 <b>Trust: self-attested</b> · 3 benchmarks · 1 device tested<br>
 <a href="https://github.com/CambrianTech/forge-alloy">ForgeAlloy</a> chain of custody · <a href="qwen3.5-4b-code-128k-forged.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/qwen3.5-4b-code-128k-forged/resolve/main/qwen3.5-4b-code-128k-forged.alloy.json@a4da7dea5bb8d3d9). Download the [alloy file](qwen3.5-4b-code-128k-forged.alloy.json) to verify independently.
 | What | Proof |
 |------|-------|