Production-ready memory and persistence patterns for LangGraph agents. Covers checkpointers (InMemory, SQLite, PostgreSQL), cross-thread memory stores with semantic search, conversation history management, and memory cleanup strategies. Use when building agents that need conversation continuity, user-specific memories across sessions, or production-grade state persistence.