The operation process of the intelligent agent

[Farewell-CK]

For instance, I employed multi-agent technology. Agent A is responsible for task distribution, Agent B is responsible for data preprocessing, Agent C is responsible for other tasks, and so on. Finally, there is an intelligent agent responsible for organizing the work of all the previous intelligent agents. Then I would like to know which specific agent is ultimately responsible for the delivery? Is it A or the last one? If someone could tell me, I would be extremely grateful. I am looking forward to receiving your notification regarding this process.

[Farewell-CK]

第一种情况：

graph TD
    subgraph 多智能体协作流程
        A[A 智能体: 任务分发] --> B[B 智能体: 数据预处理];
        A --> C[C 智能体: 其他工作];
        A --> D[...]
        
        subgraph 工作执行
            B -- 处理完成 --> E{汇总};
            C -- 处理完成 --> E;
            D -- 处理完成 --> E;
        end

        E -- 所有结果 --> A;
        A -- 整合后 --> F[🏆 最终交付];
    end

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第二种情况：

graph TD
    subgraph 多智能体协作流程
        A[A 智能体: 任务分发] --> B[B 智能体: 数据预处理];
        B -- 预处理数据 --> C[C 智能体: 其他工作];
        C -- 处理结果 --> D[D 智能体: 整合与整理];
        D -- 整合所有工作 --> E[🏆 最终交付];
    end

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[Farewell-CK]

Sorry, now I have understood this principle. However, I encountered a rather strange problem. When I used ADK to build a customer service system, a pre-sales agent, a post-sales agent, and a quotation agent. During the final execution, I would receive one or more similar responses - that is, multiple agents replied to me. But I only wanted one answer, yet I received three answers.