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A LangGraph node for an existing Azure AI Foundry agent (V2 Responses API).
Extended AgentState that carries per-invocation agent context.
AgentState
Builds agent nodes from agents running in Azure AI Foundry.
Determine the next node based on whether the AI message has tool calls.
