You are right in saying a 'beat' is the steady pulse that underlies the music. The notes exist within this framework. One note may be several beats long. Or several notes may fit into one beat. Or it can get complex...
I'm afraid there is no one type of note that always lasts one 'beat'. Music notation is more complex than that.
