Lauren Conrad and Lauren "Lo" Bosworth were in Las Vegas for Lo's birthday -- but it also could have been a sneaky way to celebrate that Audrina Patridge is finally out of their house.

Lo threw down at TAO Nightclub for her 22nd b-day -- which isn't actually until Monday.