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行业调研显示，近半数研发有效工时耗在读存量代码、梳理调用链、维护遗留系统上。 微服务普及后，数十万行代码工程比比皆是，缺注释、文档滞后、模块耦合严重，这类难维护代码被业内称作“祖传代码”。

过去一年，开源模型的发布节奏已经快到让人麻木。每次发布，伴随的永远是一组跑分、一张能力雷达图，以及几个“超越某某”的结论。