Context Is King: Building Robust Agent Memory Systems with LangGraph

Agent memory failures stem from misunderstanding context windows and LangGraph's dual persistence mechanisms. Understanding the critical distinction between checkpointers (ephemeral per-thread state) and stores (durable cross-thread memory) is what separates working architectures from those that lose user context between sessions. These patterns directly determine whether your agent maintains coherent interactions and enforces long-term preferences.