A girl is painting on the wall of her room.

I recently stumbled on Tinkerlab: A Hands-on Guide for Little Inventors. It is a beautiful and thoughtful book chock full of ideas and not just for little inventors. Parents provide the tools but not necessarily the instructions. Furthermore, mistakes are part of the process. Here is a great book review by Rookie Moms too if you want to read more about it before you buy.