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# Copyright (c) Microsoft. All rights reserved.
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"""Naive group chat using the functional workflow API.
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A simple round-robin group chat where agents take turns responding.
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Because it's just a function, you control the loop, the turn order,
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and the termination condition with plain Python — no framework abstractions.
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Compare this with the graph-based GroupChat orchestration to see how the
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functional API lets you start simple and add complexity only when needed.
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"""
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import asyncio
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from agent_framework import Agent, Message, workflow
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from agent_framework.foundry import FoundryChatClient
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from azure.identity import AzureCliCredential
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# ---------------------------------------------------------------------------
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# Create agents
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# ---------------------------------------------------------------------------
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client = FoundryChatClient(credential=AzureCliCredential())
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expert = Agent(
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name="PythonExpert",
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instructions=(
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"You are a Python expert in a group discussion. "
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"Answer questions about Python and refine your answer based on feedback. "
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"Keep responses concise (2-3 sentences)."
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),
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client=client,
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)
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critic = Agent(
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name="Critic",
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instructions=(
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"You are a constructive critic in a group discussion. "
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"Point out edge cases, gotchas, or missing nuances in the previous answer. "
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"If the answer is solid, say so briefly."
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),
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client=client,
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)
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summarizer = Agent(
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name="Summarizer",
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instructions=(
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"You are a summarizer in a group discussion. "
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"After the discussion, provide a final concise summary that incorporates "
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"the expert's answer and the critic's feedback. Keep it to 2-3 sentences."
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),
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client=client,
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)
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# ---------------------------------------------------------------------------
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# A naive group chat is just a loop — no special framework needed
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# ---------------------------------------------------------------------------
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@workflow
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async def group_chat(question: str) -> str:
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"""Round-robin group chat: expert answers, critic reviews, summarizer wraps up."""
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participants = [expert, critic, summarizer]
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# Passing list[Message] keeps roles/authorship intact between turns,
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# instead of stringifying everything into a single prompt.
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conversation: list[Message] = [Message("user", [question])]
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# Simple round-robin: each agent sees the full conversation so far
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for agent in participants:
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response = await agent.run(conversation)
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conversation.extend(response.messages)
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return "\n\n".join(f"{m.author_name or m.role}: {m.text}" for m in conversation)
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async def main():
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result = await group_chat.run("What's the difference between a list and a tuple in Python?")
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print(result.get_outputs()[0])
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if __name__ == "__main__":
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asyncio.run(main())
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