A computer can do dead-reckoning off of fixed objects (buildings, bridges) and remember a millimeter-level resolution map of where lanes are better than any human.

They still have trouble in snow. I think that's fine for a first version.

I fully expect the first consumer versions of automatic cars will have a "No, I won't drive for you today, Dave" mode. Driving in everything but snow would still be a huge win.