Steam's "Most Recent" Achievement Won't Update! Annoying!

As title said, after the whole status wiped, the "Most Recent" achievement display in the Steam game library just stuck, only display the final achievement I earned in beta. You can still get achievements as normal, they still count in Steam database, but the display just won't show the latest one you got.

I went as far as reinstalled Steam and the game, the result is it will shows up the latest one you earned, but if you get new achievement, it won't update again!

Hope I'm not the only one, at least please tell me you guys can work on fixing it?

Steam's "Most Recent" Achievement Won't Update! Annoying!