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他们遇到的故障往往遵循同一个模式：上游某个问题导致数据库负载突然飙升，可能是缓存层故障导致的大规模缓存未命中，可能是昂贵的多表 JOIN 查询吃满了 CPU，也可能是新功能上线引发的写入风暴。

From LLMs to Agentic AI and MCP, understanding these concepts is essential for navigating luxury's digital transformation.