The Book of Why: The New Science of Cause and Effect

probabilities encode our beliefs about a static world, causality tells us whether and how probabilities change when the world changes, be it by intervention or by act of imagination.

To do this, the thinking entity must possess, consult, and manipulate a mental model of its reality.