A Qwen 3.8 27B derivative runs on a 12 GB RTX 3060, achieving up to 44 tokens per second while loading the model and a 128K context entirely in VRAM. The setup supports vision, tool use and script generation, demonstrating fast, useful local AI on consumer hardware.