Quantization Explained: How to Run a 70B Model on Consumer Hardware

A 70B model needs 140 GB of VRAM at full precision — until you quantize it. A practical guide to GGUF, K-quants, Q4 vs Q8, what quality you actually lose, and exactly how much VRAM you need.