How much VRAM do open LLMs really need? Real GGUF sizes for 35 models (October 2026)

"Parameters × bits ÷ 8" is the rule everyone quotes for how much GPU memory a model needs. It gets you in the right neighbourhood and then lets you down exactly where it matters: on the card that is 2