Velocity is a native, self-contained AI runtime built from scratch for Windows, avoiding dependencies like llama.cpp, PyTorch, or Python. It utilizes custom .mfy artifacts and MTA architecture to address memory bandwidth limitations in long-context processing. The project achieves 58.6 tokens per second at a 3.5k context length on a 6GB Laptop GPU. No backend server is required—execution is handled entirely by a single executable (velocity.exe).