In the new Design guidelines (scroll down to the bottom) you can see how tabs should look in the new Material design. TabHost however still looks very Holo to me, with no bottom line animation and no ripples effect. Is it something we have to implement ourselves?
The design guidelines don't match up perfectly with the implementations in L-preview yet. You will not need to implement these manually.