This lecture covers the construction of an iterative method called Richardson's method for solving linear systems, introducing reflection and residuals. The method aims to improve the convergence of iterative solvers by introducing a preconditioner. The instructor explains the iterative process step by step, highlighting the importance of residuals in evaluating the solution's accuracy.