You may have a lot of things to do AT WORK, but that is far away and tomorrow's problem.
You may have some things to do AT YOUR PARENT'S HOUSE, but you won't be there for a couple of hours.
When you have something "at hand", it is right there in front of you. It's not far away, and it's not in the future, it is in your hands, waiting to be dealt with.