There is an important need to improve the sharing of scientific knowledge among scientists and educators of the world. We propose that a Library of Alexandria Scientific Supercourse be built. We describe first the parent Supercourse which is a proof of concept on a global scale and then discuss how to build Knowledge Societies with the Supercourse model.