This lecture discusses the optimization of pseudometrics in graphs, presenting the concept of (\Alpha(G)) as an optimization problem. It covers the minimization of pseudometrics, the shortest path metric, and the normalization process. The instructor explains the optimization problem over pseudometrics and demonstrates the application of theorems in this context.