This lecture covers the computation of the cost function for multivariable control systems using the LQR framework. The instructor explains the process of improving the controller by applying gradient descent and computing the policy gradient. The lecture also delves into the convergence results of the gradient descent algorithm and its application in locally optimal distributed controllers.