Would be good to be able to have an option to have the media autoplay only when being previewed (that way I can play an mp3 just by hovering the link to it, for example). To me that would make more sense, since the whole point of the preview is to have an idea of the content within that link.
Other option could be to autoplay always or, of course, never.