This lecture covers the Survey Propagation algorithm, focusing on the Cavity Method and its application in solving constraint satisfaction problems. The instructor explains the iterative message-passing process and the concept of excess degree. The lecture also delves into the Survey Propagation algorithm's performance and its relation to the Berry Froom property.