最近跟几个做企业数字化的朋友聊天，他们都在吐槽同一个问题，花大价钱上了AI大模型，结果用起来磕磕绊绊，采购订单算不明白，库存数字查不准，好好的“智能大脑”愣是成了“摆设”。

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阿里集团安全部正在积极探索如何打造由多智能体组成的虚拟网络安全专家，以在工作中发挥创造性的积极作用。作为算法团队的一员，首先需要调研多种不同的MAS（多智能体系统）的协作方式，并验证其能否快速实现。在这个过程中发现，现有的AI workflow类型 ...

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