FUTO Swipe is an open family of AI models built to deliver faster and more accurate swipe typing on mobile devices. Its architecture combines a layout agnostic encoder, a layout specific decoder, and a lightweight language model that runs entirely on device for greater privacy. The project also releases one of the largest public swipe datasets, enabling developers to build, improve, and integrate advanced gesture typing into modern keyboards.