Both in shades and fur, the back-to-blonde Olsens take nearly identical steps in L.A. and Beverly Hills. Plus: Patrick & Hilary, Britney and more

A HAPPY ENGAGEMENT

Former SNL funnyman Chris Kattan and lunch date Rebecca Gayheart have plenty to talk about – he just got engaged! – as the two head to West Hollywood's Café Med on Thursday.