Cloudflare · Gemini · Claude · Llama · GPT · AI Inference · unsloth.ai
GLM-5.2 – How to Run Locally
Compiled by KHAO Editorial — aggregated from 1 source. See llms.txt for citation guidance.
◌ Single Source
GLM-5.2 is Z.ai’s new open model, delivering SOTA performance across long-horizon coding, reasoning, and agentic tasks.
Key facts
- GLM-5.2 is the strongest open model to date, performing on par with Claude 4.8 Opus, GPT-5.5, and Gemini 3.1 Pro across Artificial Analysis and many other benchmarks
- 76% top-1% does NOT mean "The capital of France is" becomes choosing 76% Paris and 24% of Sydney
- Dynamic 1-bit reaches ~76.2% top-1 accuracy while being 86% smaller
- This means the model is not 86% worse since it's 86% smaller
- it rather is only ~24% less accurate than the full 1.5TB model
Summary
Dynamic 1-bit reaches ~76.2% top-1 accuracy while being 86% smaller. Run GLM-5.2 Tutorials Quantization Results. The 2-bit dynamic quant UD-IQ2_M uses 239GB of disk space - this can directly fit on a 256GB unified memory Mac and works well in a 1x24GB GPU and 256GB of RAM with MoE offloading. For best performance, make sure your total available memory, including VRAM and system RAM, exceeds the quantized model file size by a comfortable margin.