This lesson teaches you to build memory-enabled agents in LangGraph, deploying them via LangGraph Cloud. It then shows how to manage agent state effectively using Python's `TypedDict`, `dataclass`, and Pydantic for flexible schema definition, type hinting, and runtime validation.