Basically, your phone and computer (or USB key) will be able to generate keys and authenticate to each website uniquely, without the possibility of someone stealing your password or phishing it/spoofing the site.
It's a fantastic improvement, imagine if you could log in to a site on any untrusted computer just by plugging your USB key in, and you would be totally secure again after you logged out of the site.