Native inference · 4D integration
Fast by design.
Made for Apple.
A local inference server for Apple Silicon, with a 4D component to start it, connect to it, and shut it down with your application.

Two ways in
One engine. Your workflow.
Before you begin
Built for Apple Silicon.
This native release target is arm64 macOS 26.4 or later, using Metal 4 on an Apple GPU. It is not an Intel, Windows, Linux, or CPU-only server distribution.
| You need | What to know |
|---|---|
| An Apple Silicon Mac | macOS 26.4+ and a Metal 4-capable Apple GPU. |
| A compatible model | Model downloads are separate from the server. Check the model's license and memory requirements. |
| 4D 20+ (optional) | Required only for the component integration, not for direct HTTP use. |
Metal shaders are embedded; no external .metallib is needed at runtime. End users need the system Apple frameworks, not Homebrew or Rust.
A short path to inference
From terminal to conversation.
After obtaining and verifying a native build, open its extracted directory. The first launch may download model assets; leave the server running in this terminal.
./cli server \
--model 'alibaba:qwen3.5:0.8b:mirai:mirai-m:4' \
--host 127.0.0.1 \
--port 8080
In another terminal, poll this endpoint until it succeeds, then read the loaded model identifier. Process launch alone does not mean the HTTP server is ready; model downloads and loading may take time.
curl http://127.0.0.1:8080/v1/models
Replace MODEL_ID_FROM_RESPONSE with the returned model ID, then send a chat request:
curl http://127.0.0.1:8080/v1/chat/completions \
-H 'Content-Type: application/json' \
-d '{
"model": "MODEL_ID_FROM_RESPONSE",
"messages": [{"role": "user", "content": "Hello from my Mac."}],
"max_tokens": 128,
"stream": false
}'
For streaming, set "stream": true and use curl -N. Tool use depends on the loaded model's support. Keep the listener on 127.0.0.1 unless you have deliberately secured network access.
Know the boundary
A focused server API.
Use GET /v1/models and POST /v1/chat/completions for model discovery and chat. Decision-model specializations use /v1/decisions or /v1/systemone; they are not general chat endpoints.
Do not assume embeddings, router, image generation, or files endpoints, or GGUF model compatibility. Other upstream APIs and executables are not interchangeable with this cli server.