In other news, Ubuntu is finished. The software layer is the easy part and the AI layer is pretty much plug-and-play. Casually shopping through GGUFs thinking about amazing automatic pipelines and projects I could get up to, blown away how far quantization has come too in the last 2 months. A lot of frontier papers on guided long-form thinking outputs, which has significant markup in mathematics, and will eventually overflow into coding capacity.