This competition is about learning, or otherwise developing, the best controller (agent) for a version of Super Mario Bros. The controller's job is to win as many levels (of increasing difficulty) as possible.

This is awesome! Kinda reminds me of Project Hoshimi (in Imagine Cup, now discontinued I think).