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
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