As a co-author of the often cited (and debated) Stochastic Parrots paper from 2021, Emily M. Bender is a staunch critic of large language models (LLMs). Having worked in computational linguistics for more than 20 years, Emily's deep understanding of LLM mechanics has her questioning many of the emerging use cases we see in the world. Also, Emily hosts Mystery AI Hype Theater 3000, where, alongside sociologist Dr. Alex Hanna, she breaks down the AI hype, separates fact from fiction, and distinguishes science from bloviation. She joins Robb and Josh for a provocative exploration of generative AI on an important episode of Invisible Machines.