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): """ Represents the structure of the state used in the graph. """ messages: Annotated[list, add_messages]