📄 中文摘要
当前，许多团队仍在推出聊天机器人并称其为智能代理，但实际上二者存在显著差异，这种差异体现在架构层面而非表面。自2026年初以来，作者在生产环境中运行了一个由12个智能代理组成的人工智能系统。为了实现从“智能聊天机器人”到“真正的人工智能劳动力”的转变，必须重新思考模型调用、状态管理、代理间的沟通以及在无人监视情况下的工作流程。这一转变涉及多个方面的深刻变化。
从聊天机器人到人工智能劳动力：无人谈论的架构转变
出处: From Chatbot to AI Workforce: The Architecture Shift No One Talks About
发布: 2026年3月12日
📄 English Summary
From Chatbot to AI Workforce: The Architecture Shift No One Talks About
Many teams are still deploying chatbots and referring to them as AI agents, but there is a significant architectural difference between the two. Since early 2026, the author has been running a 12-agent AI system in production. Transitioning from a 'smart chatbot' to a 'genuine AI workforce' required a complete rethinking of how models are invoked, how state is managed, how agents communicate, and how work is conducted when no one is watching. This shift involves profound changes across multiple dimensions.