This book aims to construct a theory of rational decision making for real, resource-bounded, agents. Such decision making must be based on objective probabilities rather than subjective probabilities, and cannot be done by choosing single actions with maximal expected values. Actions must be chosen as parts of plans, and plans must be evaluated in the context of other plans.