If you're enrolled in the Preview on Xbox One program, you may have noticed that achievements have changed up a bit. Now, when you earn a super rare achievement, a special notification will play.
Achievement Rarity:

In addition to this, other changes in today's Preview update include new Looking for Group features, new Group Messaging, and the launch of Arena. All of those things are detailed on this special Major Nelson blog entry.