I had no idea, that I could edit shapes, after placing then, now I found the Edit Shape tool.
Maybe it would be nice if there was a shape selector - a list of the shapes, so I could select them from there (selecting by the Edit Shape tool occurred to be tricky sometimes). I did not find such a panel in Menu — View, maybe it exists somewhere else?