It would be as useless to perceive how things 'actually look' as it would be to watch the random dots on untuned television screens.
But just as astronomy succeeded astrology, following Kepler's discovery of planetary regularities, the discoveries of these many principles in empirical explorations of intellectual processes in machines should lead to a science, eventually.
