by Amit Shekhar · 12 June 2026
How does GGUF work?
How GGUF works. We will also see what problem it solves, what is stored inside a GGUF file, how quantization makes big models fit on a normal laptop, and where it is used in real tools.
Read on Outcome School ↗then come back to lock it in
Before you read, guessWhat is the term for running a model to generate an answer?
Ten seconds, a guess, then read — a wrong guess still makes the answer stick.
What this article covers
- What is a model and what are weights
- What is local inference
- The problem before GGUF
- What is GGUF
- What is stored inside a GGUF file
- What is quantization
- Understanding quantization names like Q4_K_M
- How GGUF loads fast with memory mapping
- Why GGUF is cross-platform and extensible
- GGUF in the real world
The article lives on outcomeschool.com. Read it there, then come back: the tutor in the margin has read it and will answer questions, and the questions below check what stayed.