A "policy" tells the agent what to do in a certain situation. It can be a simple table of rules, or a complicated search for the correct action. Policies can even be stochastic, which means instead of rules the policy assigns "probabilities" to each action. A policy by itself can make an agent do things, but it can't learn on its own.