Before revision:  Markovian tasks can be characterised by a state space and a transition matrix .
After revision: Knowing how the effects of directed actions generalise to new situations (e.g. moving North, South, East and West, or turning left, right, etc.) is key to rapid generalisation across new situations. Markovian tasks can be characterised by a state space and a transition matrix .