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from typing import NamedTuple, Literal, Union, Any
from langchain_core.messages import AIMessage
class TokenStream(NamedTuple):
"""Represents a single streamed update emitted by the agent.
"""
type: Literal["messages", "values"]
data: Union[list[AIMessage], dict[str, Any]] |