KNOWLEDGE NOTE / 观点与方法觀點與方法VIEW & METHOD
AI写得顺，怎么判断它说得对？AI寫得順，怎麼判斷它說得對？A fluent AI answer: is it correct?
把生成、查证和判断分开，找到最需要自己核对的地方。把生成、查證和判斷分開，找到最需要自己核對的地方。Separate generation, verification and judgment to find what needs checking.
先分清生成与核对先分清生成與核對Separate generation from review
一段话通顺，说明它容易阅读；结论成立，还要看来源、条件和推理是否对应。把这两件事分开，就不会用表达质量代替判断质量。一段話通順，說明它容易閱讀；結論成立，還要看來源、條件和推理是否對應。把這兩件事分開，就不會用表達品質代替判斷品質。A readable answer is easy to follow. A sound conclusion also needs relevant sources, conditions and reasoning. Keeping the two separate prevents presentation from standing in for judgment.
找到最影响结论的一处找到最影響結論的一處Find what matters most
先看哪一个数字、前提或引用改变后，结论会跟着改变。对这些关键点回到原始资料核对，记录单位、期间和适用范围，再判断推理能走到哪一步。先看哪一個數字、前提或引用改變後，結論會跟著改變。對這些關鍵點回到原始資料核對，記錄單位、期間和適用範圍，再判斷推理能走到哪一步。Identify the number, assumption or citation that would change the conclusion. Check it against the original material, including units, period and scope, then assess how far the reasoning can go.
把不确定写在判断旁边把不確定寫在判斷旁邊Keep uncertainty beside the judgment
资料缺失时，保留缺口；条件变化时，重看结论。AI可以帮助整理问题，但最终采用一项专业判断，仍需要与任务风险相称的复核。資料缺失時，保留缺口；條件變化時，重看結論。AI可以幫助整理問題，但最終採用一項專業判斷，仍需要與任務風險相稱的複核。Record missing information and revisit the conclusion when conditions change. AI can help organize questions; using a professional judgment still requires review proportionate to the task.
本文为方法与观点说明，不是某一模型的能力测评、客户实绩或课程效果证明。本文為方法與觀點說明，不是某一模型的能力測評、客戶實績或課程效果證明。This note explains a method and view. It is not a model benchmark, client result or evidence of teaching outcomes.