这样的通宵血战，太多Java开发者都曾亲身经历。日志里跳动的红、绿、黄三色字符，仿佛是屏幕对开发者的“无情调侃”。直到某天我们猛然醒悟：工具从来不该是拖累效率的枷锁，而应是破解困境的利刃。

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几乎每个正在使用 Copilot、Cursor、Claude 写代码的人，都干过同一件事：让 AI 生成代码，看起来没问题，就直接交付。测试通过、功能可用、部署成功，但当系统真的在凌晨三点出问题时，没人能再说清楚它为什么还能跑。

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