Interactive Artificial Intelligence: Designing for the "Two Black Boxes" Problem

We present a symmetric, collaborative human-artificial intelligence (AI) model using semantic interaction as a design philosophy. We discuss challenges associated with each phase of communication between the pair of cooperatively learning entities and the benefits that emerge from combining the expertise of humans and AI.