现代聊天机器人的应用潜力，已经不只在于会聊天。从相关研究可以看到，它一端连接检索式与生成式技术，另一端进入公共服务等服务场景。过去用户面对的是标准化流程，如今更期待用自然语言直接提出目标，并获得可执行方案。 在教育领域，对话式AI正在从�

With conversational AI entering more professional environments, their ability to protect information has become a critical measure of trust. Users may share customer records, workplace messages, and research material during a single interaction. A useful system must therefore do more than understand natural language. It must also reduce the risk of