[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-提示工程":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":6,"article_count":7,"description_zh":8,"description_en":9},"fa26a509-7e3f-4a9b-8d9f-0fbf16b24058","提示工程",3,"提示工程指的是把模型輸入寫成可重複、可驗證的規格，而不只是改寫一句指令。重點在於標準化格式、限制條件、輸出驗證與評估流程，讓不同模型與團隊都能穩定產出、追蹤錯誤並減少 token 浪費。","Prompt engineering is the practice of turning model inputs into repeatable, testable specs rather than one-off instructions. It covers prompt standards, output constraints, validation, and evaluation workflows so teams can compare models, reduce token waste, and trace failures in production.",[11,20,28],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"b82d0062-8cef-4869-8a1e-e7a314d24478","why-prompt-standards-matter-for-ai-work-zh","AI 工作為何需要提示標準","Springer 新章節主張提示工程需要共通標準，才能減少 Token 浪費、降低錯誤，並讓 AI 工作更好追蹤與審核。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776738622916-xipq.png","zh","2026-04-21T00:12:38.635108+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":25,"image_url":26,"cover_image":26,"language":18,"created_at":27},"418192da-88ae-4126-b586-bf079402c91e","prompt-engineering-2026-skill-tool-or-job-zh","2026 提示工程：技能、工具，還是工作？","提示工程還有用，但已經不是單靠幾句 Prompt 就能拿高薪的神話。從工具鏈、評估流程到職缺變化，2026 年更像是把 Prompt 納進產品、軟體與營運流程的一項實用技能。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517431347-1wth.png","2026-03-26T08:10:10.548201+00:00",{"id":29,"slug":30,"title":31,"summary":32,"category":33,"image_url":34,"cover_image":34,"language":18,"created_at":35},"af9c46c3-7a28-410b-9f04-32b3de30a68c","prompting-in-2026-what-actually-works-zh","2026 提示工程，真正有用的是什麼","2026 年的提示工程更吃模型差異。資料顯示，38.5% 對話要靠反覆修正才成功。真正有效的方法不是花式 wording，而是把提示寫成精簡規格，配合限制條件、格式要求與驗證流程。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517388287-tt7a.png","2026-03-26T08:08:12.453028+00:00"]