This lecture introduces a proof technique for the spiked model, focusing on matrix-based calculations and state evolution. The instructor explains the process step by step, emphasizing the estimation of parameters and fixed points. Various concepts such as replicates, AMP estimates, and matrix operations are covered in detail.