Consistency and independence are fundamental principles in logic and probability theory, ensuring that a set of propositions or events do not contradict each other and that the occurrence of one event does not affect the probability of another, respectively. These principles are crucial for constructing valid arguments, designing experiments, and making sound statistical inferences.