这项由上海交通大学LLM4SE实验室联合字节跳动（抖音集团）共同完成的研究，以预印本形式发布于2026年7月20日，论文编号为arXiv:2607.18213v1，有兴趣深入了解的读者可通过该编号查询完整论文。 **当AI助手开始"刷屏"时，麻烦来了 ...

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文章浏览阅读140次。2026年9月1日到11日，海内外7家头部模型厂商迭代了新模型。过去大模型的升级周期以年计算，后来缩短到几个月，如今已经开始以周为单位。据OpenRouter平台数据，DeepSeek V4.1 Flash在发布24小时内被处理了约1万亿Token。当模型迭代进入“周更时代”，一个越来越尖锐的工程问题浮出水面：你的应用架构，跟得上这个节奏吗？

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