I want a blog post URL to be the permalink for that post and not preceded by the permalink for the blog as a whole but I cannot figure out how to do this. With both permalinks in there it is a hugely long URL. Thanks.
It isn't currently possible to do that, unfortunately. If you'd like us to add that as a feature you're welcome to post that to our Vote on Features board.
