This lecture introduces an optimization framework that includes inequality constraints. The instructor explains a primal optimization problem with constraints and the Lagrangian function. The lecture covers the Karush-Kahn Tucker conditions and dual complementarity. It also discusses the KKT conditions and the process of solving optimization problems with sample points.