We left at 7PM once and made it there by 11:30 (Bethesda to Brooklyn). Leaving after noon is going to get you trapped in NJ and then Manhattan PM rush unless you leave much later and skip rush in DC as well. Otherwise, as a PP also said, I've had great luck leaving at 10. Skips DC AM rush, but you should beat PM rush in NY.