A new tool from Google Cloud aims to improve the accuracy of AI agents querying databases in multi-agent systems or ...

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林渊盯着监控屏上跳动的QPS 18500，突然发现商品搜索接口的Handler_read_next计数器每秒暴涨百万次。" 这是全表扫描的死亡信号！"他抓起对讲机："立刻降级推荐系统！" 技术总监老吴却按住他的手："活动还有1分钟开始，现在降级等于自杀！" 机房突然陷入黑暗——过载的UPS触发了熔断保护。

本文并非官方文档的简单翻译，而是结合多方信息源和实战经验，对 Spark 3 到 Spark 4 的迁移进行一次系统性梳理。我们将从"必须改"、"容易踩坑"、"值得利用"三个维度，帮助你制定一个清晰的迁移路线图。