LLMs · Core Abstractions: Chains vs. State Graphs
State vs. Memory: Why Context Windows Aren't Enough
A checkpointer remembers one thread. Agents also need to remember users across sessions and search corpora far larger than any context window. Where each kind of memory lives, and how to wire both into a LangGraph agent.