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from typing import List, Dict, Any, Optional, TypedDict, Annotated
import json
from langchain.schema import SystemMessage, HumanMessage, AIMessage, BaseMessage
from langgraph.graph.message import add_messages
class AgentState(TypedDict):
"""Single source‑of‑truth context for one user query run."""
user_question: str
task_id: Optional[str]
messages: Annotated[List[BaseMessage], add_messages]
next_action: Optional[str] # wiki | ocr | audio | final
query: Optional[str] # wiki search term
snippet: Optional[str] # code snippet
tool_calls: int
final_answer: Optional[str] |