两次恐慌的相似之处还有不少，比如都有分析师认为市场反应过度。Anthropic CEO阿莫戴伊去年1月29日称DeepSeek之后的市场反应“令人费解”。上次被舆论赶着发言的黄仁勋这次也主动评论，针对软件股的抛售是“世界上最不合逻辑的事情”。

回顾这次技术迁移，AI Coding工具的引入无疑是成功的关键因素之一。它不仅加速了开发过程，更重要的是确保了代码质量和架构的合理性。通过AI的辅助，我们能够在短时间内实现复杂的系统设计，同时避免了许多常见的工程化陷阱。

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