Quantization Explained: GGUF, Q4, Q8, and Why It Matters

Q4 vs Q8 vs F16 — what do these numbers mean, and why does your model size change so drastically? A beginner-friendly guide to quantization and GGUF format for local LLMs.

September 18, 2026 · 7 min · Self-Hosted Tech