Suppose one drive failed in my RAID1 mirrored pair.  Can I then simply 
pull the bad drive, replace it with a good one (brand new), and have it 
work?  Will it just automagically rebuild the RAID1 by mirroring onto the 
new drive?

This is Ubuntu software RAID1.

Mike