How to Deploy GLM-4.5-Air-AWQ-4bit Offline on PC Zero Config

How to Deploy GLM-4.5-Air-AWQ-4bit Offline on PC Zero Config

Using Docker is the absolute quickest way to install this model on your local machine.

Simply follow the directions outlined below.

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

🧮 Hash-code: 68d47b5a6ffd85e0dd57f5d909834a15 • 📆 2026-06-26



  • Processor: 4.0 GHz+ boost clock recommended for CPU inference
  • RAM: enough space for background apps and OS overhead
  • Disk Space: required: fast PCIe 4.0 drive for instant boots
  • GPU: 16 GB+ video memory highly recommended for exl2 / AWQ formats

The GLM-4.5-Air-AWQ-4bit is a compact yet powerful language model designed for both research and production environments. It leverages Activation‑aware Quantization (AWQ) to achieve high inference speed while preserving much of its original performance. With 6 billion parameters and an 8K token context window, the model can handle complex reasoning tasks and long‑form generation efficiently. The 4‑bit quantization reduces memory footprint and enables deployment on consumer‑grade hardware without noticeable loss in accuracy. Users appreciate its balanced trade‑off between size, speed, and capability, making it ideal for developers seeking a lightweight yet versatile AI assistant. Below is a quick overview of its key technical specifications.

Parameters 6 B
Context Length 8K tokens
Quantization AWQ 4‑bit
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