TurboGPT is a lightweight byte-level GPT transformer implementation in CUDA C++ that trains a 22KiB model in 13 seconds. The project includes Windows/Visual Studio support, checkpoint management, and TensorBoard-compatible logging, achieving 2.52 BPB after 1.5B training tokens.