Assuming you know what you want of course. But the recommender system could have a mode where it learns which taste you like based on time, number of unread mails in your inbox, skipped songs and moon cycle. :)
But the point is you don't need to know what you want. You only need to think you do. You can let the system adjust what the buttons means too, based on your subsequent behaviour.