This lecture covers the proof of the ergodic theorem, focusing on the positive-recurrence of the coupled chain before coalescence. It explains the concept of positive-recurrence, reducibility, and the existence of a stationary distribution. The lecture also discusses examples and propositions related to Markov chains and stationary distributions.