What 12GB of VRAM actually gets you for local AI in 2026
Most consumer GPU benchmarks for local LLMs are written by people who haven't tried to run them past the easy cases. Here's what an RTX 5070 with 12GB of VRAM actually delivers, where it breaks, and why the next honest upgrade isn't another consumer GPU.