Etienne Koechlin (Ecole Normale Sup\xe9rieure, Paris) discusses with Paul Verschure the\xa0functional organization of the human prefrontal-cortex function underpinning\xa0reasoning, learning and exploration in the service of decision-making and adaptive behavior.