I would argue that it's still much better to run "real" jobs in a daemon or in a multiplexer like screen or tmux. But for picking stuff up, agreed, mosh is amazing.
Yes, the difference is that if the computer running mosh client crashes (or runs out of battery without you realising), then you lose the ability to re-connect with the mosh server, which is where screen or tmux win.