This workshop, sponsored by AIM and the NSF, will focus on the study of L-functions using techniques from both random matrix theory and stochastic processes. Over recent years, startling advancements have been made possible using this point of view. Notably, this includes moments, distributional statements, and significant advancements in the understanding of "typical" large values in short intervals via a connection with Gaussian multiplicative chaos.