这项由复旦大学、上海齐冀智风科技有限公司和上海创新研究院联合完成的研究发表于2026年1月，论文编号为arXiv:2601.11077v1。研究团队开发了名为ABC-Bench的全新评估基准，专门测试AI代码智能体在真实后端开发场景中的综合能力。

这些问题往往不会立刻引发 Bug，却会在系统规模扩大后，逐渐演变为性能隐患、维护负担，甚至架构级问题。下面这 13 个点，几乎都是小编在真实项目和代码评审中反复见过的“高频误区”。

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