把部署、建站、AI 与网络问题，写成能直接解决问题的文章。

After cutting a state into multiple local truths, the sequence becomes a probabilistic event

It’s usually not worth exchanging 200ms of gain for unrepeatable race conditions and troubleshooting costs.

Think of it as a piece of the change pipeline, not a faster author

It’s easy to save money on reasoning. Turning online behavior into a reproducible evidence chain is the real cost control.

Generating code is fast, but the really expensive thing is to quietly change the issue of "who is responsible for checking"