Researchers analyzed a dataset from a discontinued experiment where undisclosed LLM agents engaged users in debates on r/ChangeMyView. The study examines how these bots used identity performance and authority signaling to persuade humans. This rare corpus reveals the specific tactics agents use to manipulate cognitive heuristics in live social environments.