Phase 05: Conversation Engine - Standard stack identified: LangGraph + MessagesState + MemorySaver - Architecture patterns documented for multi-turn conversations - Common pitfalls catalogued with async streaming and state management - Code examples provided for conversation breakdown and clarification handling