Udio enables consumers to make music by specifying genres, instruments, themes, and perhaps emotions, which can result in instrumental or vocal tracks with lyrics either generated by Udio or composed because of the user. The instruction yields a neural community of billions of parameters encoded representations with the entities, styles and