While all systems reflect the intentions and biases of their human creators, artificial intelligence takes things in a new direction, connecting inferences in unexpected, and often, unexplainable ways. That's why some leading voices in the academic and computer science community are calling for a new way of studying and understanding AI actions, which they call "machine behavior."