Generative AI has been around for nearly a decade, strictly speaking, but the recent boom in this technology has inspired renewed interest in its possible applications to challenges facing the information security community. Finding these challenges entails searching through a very large haystack consisting of brand-new binaries, documents, domains and other artifacts that flood the web every day.