This article provides an in-depth analysis of the core challenges faced by LLM Agents in multi-turn dialogues, detailing the technical evolution from ReAct architecture to finite state machines, and various memory system implementations, offering a comprehensive guide for building efficient and reliable intelligent dialogue systems.