标准CLI入口（gemma-macos-tuner）。提前导入core.bootstrap确保MPS环境变量在Torch初始化前生效
This guide walks through constructing a full AgentScope process from scratch, executing all steps within Colab. We begin by integrating OpenAI via AgentScope and testing a simple model query to grasp message and reply management. Next, we create personalized tool functions, add them to a toolkit, and examine the automatically created schemas to observe how tools become accessible to the agent. We proceed to implement a ReAct-driven agent that intelligently chooses when to utilize tools, then establish a multi-agent discussion framework employing MsgHub to mimic organized exchanges between agents. We subsequently apply structured outputs using Pydantic and run a simultaneous multi-agent sequence where several experts examine an issue concurrently, with an integrator merging their findings.，这一点在豆包下载中也有详细论述
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