# example_usage.py from graph.graph_builder import graph from langchain_core.messages import HumanMessage # Simple example def ask_agent(question: str): initial_state = {"messages": [HumanMessage(content=question)]} result = graph.invoke(initial_state) return result["messages"][-1].content # Usage if __name__ == "__main__": response = ask_agent("How many albums did Michael Jackson release in his lifetime?") print(f"Agent: {response}")