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What should I actually build? Pick a VRAM tier, your OS and what you want to run — and get a matched GPU, model and app.

Model

Llama 3.1 8B Instruct — best rated model that fits 8 GB.

8B paramsMeta Llama 3.1 Community License★ 4.5

Application

llama.cpp — runs on windows, experience level: advanced.

freewindowsmacoslinux

Rough estimates (Q4 quantization, ~1.5 GB overhead). Treat this as a starting point, then verify with the VRAM Calculator.