Consider a grid$-$world problem as shown in Figure $1.$ The four possible actions are north, south,

east, and west and they are deterministic including for points A and B$.$ If the action would take the

agent off the grid: no move but reward $=-1$ will be obtained. Other actions produce reward$=0,$

except actions that move the agent out of special states A and B as shown.