Memory, Reasoning, and Planning of Language Agents
Language Agents have emerged as one of the most exciting research directions in AI over the past two years. This article explores three core components: long-term memory via HippoRAG, reasoning capabilities with Grokked Transformers, and world modeling through WebDreamer. Why Agents Again? Russell & Norvig in “Artificial Intelligence: A Modern Approach” define an agent as “anything that can perceive its environment through sensors and act upon that environment through actions.”（@ArtificialIntelligenceModern） ...