Example: Buckling of a rod: It is easy to know the previous position of a buckled rod, but it is impossible to predict the direction of buckling from the unbuckled position.
Does causality play any role in this buckling situation? The situation looks non causal when looking forward in time (prediction), and causal when looking backwards in time (history).