2026年初腾讯云智能体平台在公积金业务里跑通了一个“边聊边办”的场景。用户随便丢一句“我去年缴存了多少”系统三分钟就能甩出一份结构化报告。换成以前光是拉数据、写清洗逻辑、调格式至少得耗上十五分钟。这背后没什么玄学只是AI已经实实在在地嵌进了数据科学的流水线。过去我们花80%的时间写ETL、调SQL、跟图表较劲现在人类只需要把“要解决什么问题”说清楚剩下的脏活累活智能体自己会去跑腿。但这不代表我们可以彻底躺平。结合这一年的落地实践有些坑和心得值得摊开聊聊。一、 重心转移从“拼手速写脚本”到“拼脑回路提需求”以前做分析第一步永远是建表、写逻辑。现在呢通过MCPModel Context 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