First Windows Phone 8.1 appeared in compatibility section for all Windows Phone apps in the store. And now, seems by mistake Microsoft has “Windows Phone 8.1” on the front of Windows Phone site’s frontpage.
Check the most comprehensive Windows Phone 8.1 changelog on the web by clicking here.
Thanks NokChok for the tip. Cheers!!