Deploy GLM-4.5-Air-AWQ-4bit Windows 11 Quantized GGUF Complete Walkthrough

Deploy GLM-4.5-Air-AWQ-4bit Windows 11 Quantized GGUF Complete Walkthrough

The most rapid route to a local installation of this model is through Docker.

Just follow the guidelines provided below.

The setup auto-streams the model assets (expect a multi-GB download).

The deployment tool scans your environment and automatically chooses the ideal parameters for your OS.

🔒 Hash checksum: 331b93e5ee15fd437c9f36a86e67d198 • 📆 Last updated: 2026-06-22



  • Processor: Intel i7 / Ryzen 7 for heavy Quantized models
  • RAM: enough space for background apps and OS overhead
  • Storage: extra room for future model updates and datasets
  • GPU: modern architecture (Ada Lovelace / Ampere minimum)

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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