from typing import Annotated, Literal, Optional from typing_extensions import TypedDict from langgraph.graph.message import add_messages from typing import TypedDict, Annotated, List from langchain_core.messages import HumanMessage, AIMessage class State(TypedDict): #State is a class that inherits from TypedDict, State will act like a dictionary but with fixed keys and expected data types """ Represents the structure of the state used in the graph. """ messages: Annotated[list, add_messages] # messages is a key inside State dictionary and Annotated → A way to add extra metadata to a type hint.