How can I draw line drawings with the pen tool but with rounded edges?

I understand how to draw shapes with sharp corners using the pen tool, but what I cannot figure out is how to draw shapes in line drawings with rounded edges.

For example here is my drawing in solid, sharp edges lines:

I would like to achieve something more like this: