Brain-computer interfaces (BCIs) are seen as a potential means by which severely physically impaired individuals can regain control of their environment, but establishing such an interface is not trivial. A new study suggests the most dramatic improvements in computer-augmented performance are likely to occur when both human and machine are allowed to learn.