Regardless, sh404sef is essential on any Joomla install as far as I'm concerned so I threw together a quick plugin for the beta.
I'm sure there is room for improvement here but it works.
Editorial Note:
After a request in the comments I've also attached the sh404sef plugin for the beta version of K2.