The challenge in brain computer interfacing lies in controlling a highly structured and non-linear system that is relevant to our lives and rests upon non-equilibrium dynamics, similar to weather patterns or active matter. The plastic potential of the brain allows it to remodel and augment sensory data, and the free energy principle plays a role in understanding its function in terms of inference.