My RDP connection drops every 75 seconds... I put a timer on it to prove it. The connection also reconnected almost immediately... but I really can't work like this.
The fix is below.
Please note the date of this post, I'm sure it will be fixed in a week or two, if you're reading this a year from now, it's probably not your answer.
EDIT 2/12/2015
Frustration. Same thing happened on my laptop. It was quicker this time because I knew the fix, but... grrr.
EDIT 2/13/2015
Same thing happened on my laptop this morning, details below