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默默耕耘、久久为功，也能赢得“鲜花掌声”。和平区排水管理所先后3次获评天津市特等模范集体，5人荣获天津市劳动模范荣誉称号。
LLMs are useful. They make for a very productive flow when the person using them knows what correct looks like. An experienced database engineer using an LLM to scaffold a B-tree would have caught the is_ipk bug in code review because they know what a query plan should emit. An experienced ops engineer would never have accepted 82,000 lines instead of a cron job one-liner. The tool is at its best when the developer can define the acceptance criteria as specific, measurable conditions that help distinguish working from broken. Using the LLM to generate the solution in this case can be faster while also being correct. Without those criteria, you are not programming but merely generating tokens and hoping.