If you do it within a short time or you're an admin, I don't think it adds the edit notice. So that narrows it down to me, sam, and our Lord and Savior.
Hmm, nope, it shows for admins too.
If you edit it again, and it's past the time limit, you'll see the edit notice. Unless you only edited it once... That's odd.