12GB of VRAM runs more intelligence than you think in 2026.

i know because i tested it. one RTX 3060 with 12 gigs of VRAM. one 9 billion parameter model. zero handwritten code. the model wrote a full space shooter across 13 files, 3,263 lines, from a single