How to Run Qwen3.5-9B-MLX-4bit Windows 11 Direct EXE Setup

Deploying this model locally is quickest when done via Docker.

Just follow the guidelines provided below.

You don’t need to tweak anything, as the installer will automatically pick the highest performing setup for you.

🧩 Hash sum → 5c79ff2e31289fc1fe1b7fe1985d812c — Update date: 2026-06-28



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: 48 GB needed to prevent memory swapping to disk
  • Disk: 150+ GB for high-context vector database storage
  • Graphics: stable 30+ tk/s at 4-bit quantization on medium setup

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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