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News
GLM 5.3 Flash MacBook Pro: What 2-Bit Quantization Actually
5+ day, 22+ hour ago (596+ words) Two things had to be true at once, and for a long time neither was. One caveat before anyone gets excited: the weights are not the whole bill. The operating system, your editor, the browser you swear you’ll close, and…...
GGUF Quantization Guide: Shrink LLMs 72% [2026]
1+ week, 1+ day ago (1687+ words) None of this requires a data center. Every command in this guide runs on a single desktop or laptop GPU, and most of it works on a CPU-only machine too, just slower. By the end you’ll have a working script…...
Your Quantized LLM Is Not Slow Because of the Quantization
1+ week, 5+ day ago (982+ words) My 2-bit model was slow because of a 778 MB memory copy per token, not the quantization. Profile what you did not compress. I spent months building a 2-bit quantization scheme for Qwen3. The model went from 8 GB to 2.6 GB, a 4.5x reduction....