[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-prompt-engineering":3},{"tag":4,"articles":11,"peer_article_count":192},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"226e7da3-c3ac-432a-9d56-30f18876fce1","prompt engineering","prompt-engineering",16,"Prompt engineering 已從「把話說好」變成 AI 工作流程的一部分，涵蓋標準化提示、結構化輸出、代理迴圈、長上下文與治理需求。對開發者來說，它直接影響錯誤率、token 成本與可審核性。","Prompt engineering is now part of the AI stack, not just wording. It covers shared prompt standards, structured outputs, agent loops, long-context handling, and governance concerns that affect error rates, token cost, and auditability in production.",[12,21,29,37,44,51,58,66,73,80,87,94,101,108,115,122,129,136,143,150,157,164,171,178,185],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"0895329c-d142-4523-83d9-46dd621be11c","vibe-coding-workflow-plan-prompt-refine-zh","5 步把 vibe coding 做成可重複流程","5 步把 vibe coding 變成可重複流程：先定目標、再補上下文、檢查首版、逐項修正，最後留下紀錄。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781565464616-ymq8.png","zh","2026-06-15T23:17:19.969601+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":26,"image_url":27,"cover_image":27,"language":19,"created_at":28},"dc0b38ea-3f3c-4ec3-83e8-b26692aa54c4","six-part-prompt-scoring-turns-vague-prompts-into-usable-ones-zh","六項評分把模糊提示變可用","我把六項提示詞檢查表拆開，改成你送出前就能自評、補洞、直接複製的模板。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781151514776-b3rm.png","2026-06-11T04:17:59.935435+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":34,"image_url":35,"cover_image":35,"language":19,"created_at":36},"4a829d2a-24a3-42dd-8be4-49e5ab35435a","why-prompt-engineering-is-wrong-about-2026-zh","為什麼 2026 年 prompt engineering 錯了","2026 年真正決定 AI 輸出品質的不是 prompt 技巧，而是 context engineering；結構化輸入、範例與工具串接，才是降低錯誤與提升可重複性的關鍵。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780661884287-ow45.png","2026-06-05T12:17:19.813402+00:00",{"id":38,"slug":39,"title":40,"summary":41,"category":26,"image_url":42,"cover_image":42,"language":19,"created_at":43},"576656e6-be71-4b41-84a4-c0514700752a","midjourney-web-updates-voice-reuse-prompts-zh","Midjourney 讓語音接住上下文","Midjourney Web 更新讓語音接續既有提示詞、參考圖與設定，還補上 HD 重跑與一串修正。我把它拆成可直接照抄的工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780175896574-vn16.png","2026-05-30T21:17:53.172566+00:00",{"id":45,"slug":46,"title":47,"summary":48,"category":34,"image_url":49,"cover_image":49,"language":19,"created_at":50},"85a3dfd4-9f87-4028-8ec1-44636ec804b8","why-fine-tuning-still-beats-prompt-only-ai-zh","為什麼微調仍然勝過只靠提示詞的 AI","微調仍是把基礎模型做成可靠專用工具的最佳方法，因為它改變模型本身，而不只是包裝在外的提示詞。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780120970410-mtab.png","2026-05-30T06:02:21.657693+00:00",{"id":52,"slug":53,"title":54,"summary":55,"category":26,"image_url":56,"cover_image":56,"language":19,"created_at":57},"8a71146b-978a-464b-bd08-988fcb20e983","best-prompt-engineering-tools-2026-zh","2026 最佳 Prompt 工具比較","Braintrust 2026 評比五款 Prompt 工具，重點看測試、版本控管、agent 工作流與安全，並整理價格與取捨。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779976085877-72f2.png","2026-05-28T13:47:31.886716+00:00",{"id":59,"slug":60,"title":61,"summary":62,"category":63,"image_url":64,"cover_image":64,"language":19,"created_at":65},"dc3b0a4a-5aa8-45f5-8c8c-076d5ee99950","how-to-prompt-amazon-nova-2-for-moderation-zh","怎麼用 Amazon Nova 2 做審核","用 Amazon Bedrock 上的 Amazon Nova 2 Lite，透過結構化提示詞建立可解析的內容審核流程。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779740756492-vgc9.png","2026-05-25T20:25:30.117046+00:00",{"id":67,"slug":68,"title":69,"summary":70,"category":26,"image_url":71,"cover_image":71,"language":19,"created_at":72},"165dee55-e219-4d4e-9805-30e120f6ab50","github-repo-turns-ai-theory-into-build-lessons-zh","435 課把 AI 理論變實作","我拆了一個 GitHub 課綱，重點不是看懂 AI，而是每堂課都產出可重用的 prompt、skill、agent 或 MCP server。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779663993722-kzdw.png","2026-05-24T23:06:03.913038+00:00",{"id":74,"slug":75,"title":76,"summary":77,"category":26,"image_url":78,"cover_image":78,"language":19,"created_at":79},"79295458-31c6-4a6d-865f-579b086fff04","ai-studio-turns-prompts-into-native-android-apps-zh","AI Studio 把提示詞變成原生 Android","我拆 Google AI Studio 怎麼把提示詞變成原生 Android App，順手整理成可直接套用的 prompt 模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779527183605-h5z4.png","2026-05-23T09:05:55.422039+00:00",{"id":81,"slug":82,"title":83,"summary":84,"category":63,"image_url":85,"cover_image":85,"language":19,"created_at":86},"76438655-ddb1-48fc-b5f5-7cf180fd58c5","how-to-use-google-ai-agents-for-search-alerts-zh","怎麼用 Google AI 搜尋提醒","這篇教你在 Google Search 的 AI Mode 內建立資訊代理，持續追蹤主題並接收主動通知。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779351369385-u36k.png","2026-05-21T08:15:33.567737+00:00",{"id":88,"slug":89,"title":90,"summary":91,"category":34,"image_url":92,"cover_image":92,"language":19,"created_at":93},"d077afc5-6593-4e0f-afbf-b12229d083b6","what-large-language-models-are-how-they-work-zh","大型語言模型是什麼，怎麼運作","大型語言模型把海量文字學成可預測 Token 的系統，能寫作、摘要、翻譯，也會胡說八道。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779341172184-vgjc.png","2026-05-21T05:25:42.974116+00:00",{"id":95,"slug":96,"title":97,"summary":98,"category":26,"image_url":99,"cover_image":99,"language":19,"created_at":100},"b853a25a-5039-4591-9b0e-be17cc540ab7","prompt-engineering-vague-asks-usable-outputs-zh","Prompt engineering 讓模糊需求變可用輸出","我把 prompt engineering 拆成可直接抄的幾個寫法：怎麼寫約束、塞例子、控上下文，還有一份可貼進工作流的模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779340603269-p7eo.png","2026-05-21T05:15:54.226005+00:00",{"id":102,"slug":103,"title":104,"summary":105,"category":26,"image_url":106,"cover_image":106,"language":19,"created_at":107},"a1bd40fe-2b96-430c-bce3-17f4b3284333","ibm-vibe-coding-guide-turns-prompts-into-code-zh","IBM Vibe Coding 把提示詞變程式碼","我把 IBM 的 vibe coding 指南拆成可直接上手的流程、限制與可複製模板，讓你用提示詞先做出第一版程式碼。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779183875735-m3wz.png","2026-05-19T09:44:02.030134+00:00",{"id":109,"slug":110,"title":111,"summary":112,"category":34,"image_url":113,"cover_image":113,"language":19,"created_at":114},"23a3d4c7-5cb7-40ae-a05b-1542364e786f","ibm-prompt-guide-turns-ai-guesses-into-outputs-zh","IBM 提示指南把猜答案變輸出","我把 IBM 的 prompt guide 拆成可直接上手的寫法，重點是怎麼把模糊提問改成可控輸出。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779132863293-etob.png","2026-05-18T19:33:55.711767+00:00",{"id":116,"slug":117,"title":118,"summary":119,"category":63,"image_url":120,"cover_image":120,"language":19,"created_at":121},"b61a63b5-f71b-41a0-9c21-4efe8b618d66","how-to-engineer-prompts-for-ai-agents-zh","怎麼做 AI Agent 提示工程","這篇教你先定義 AI agent 的職責、系統規則、輸出格式與決策邊界，做出可測試的提示框架。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779131630986-0qm6.png","2026-05-18T19:13:22.739587+00:00",{"id":123,"slug":124,"title":125,"summary":126,"category":63,"image_url":127,"cover_image":127,"language":19,"created_at":128},"8a126231-b5e1-4c89-a338-73d1d73148ff","why-prompt-engineering-is-dead-for-ai-agents-zh","為什麼 AI Agent 時代，Prompt Engineering 已經死了","AI Agent 的關鍵不在於把提示詞寫得更漂亮，而在於把上下文選對、排好、壓縮好；context engineering 才是可靠性的核心。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778184658982-xgnl.png","2026-05-07T20:10:24.866536+00:00",{"id":130,"slug":131,"title":132,"summary":133,"category":34,"image_url":134,"cover_image":134,"language":19,"created_at":135},"eeeff79e-4789-40ce-a55d-dba97d54ada2","why-rag-needs-self-healing-layer-zh","為什麼 RAG 需要自癒層，而不只是更好的提示詞","RAG 應被視為會失敗的系統，真正該補的是即時自癒層，而不是繼續迷信提示詞調校。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778098242230-wbbc.png","2026-05-06T20:10:22.158933+00:00",{"id":137,"slug":138,"title":139,"summary":140,"category":34,"image_url":141,"cover_image":141,"language":19,"created_at":142},"6b0e0e51-acc2-46dc-a376-6b7fc78f7918","prompt-engineering-becoming-infrastructure-zh","Prompt 工程正在變成基礎設施","Springer 新章節指出，Prompt engineering 已不只是寫得巧，而是牽涉倫理、治理與領域知識的系統工作。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776742218129-fisd.png","2026-04-21T00:15:42.239955+00:00",{"id":144,"slug":145,"title":146,"summary":147,"category":34,"image_url":148,"cover_image":148,"language":19,"created_at":149},"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。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776738622916-xipq.png","2026-04-21T00:12:38.635108+00:00",{"id":151,"slug":152,"title":153,"summary":154,"category":17,"image_url":155,"cover_image":155,"language":19,"created_at":156},"fcc8d167-dc0f-4514-8d6b-4f4230547616","prompt-to-harness-ai-engineering-shift-zh","從 Prompt 到 Harness 工程","OpenAI 透露，一個 3 人團隊用 Codex、5 個月，合併約 1,500 個 PR，做出超過 100 萬行程式碼的產品。重點不在寫 prompt，而是怎麼設計讓 AI 能穩定工作的 harness。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775630042932-7zhw.png","2026-04-08T06:33:43.724227+00:00",{"id":158,"slug":159,"title":160,"summary":161,"category":17,"image_url":162,"cover_image":162,"language":19,"created_at":163},"a0660205-5b41-49a6-8119-ee9105a7e1f5","chatgpt-ads-format-standardization-data-zh","ChatGPT 廣告越來越一致","40,000 筆廣告版位分析顯示，ChatGPT 廣告正變得更短、更直白、更標準化。這反映 OpenAI 在優化轉換，也透露 LLM 使用習慣正在往任務導向收斂。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775218190861-p9x8.png","2026-04-03T12:09:37.164139+00:00",{"id":165,"slug":166,"title":167,"summary":168,"category":63,"image_url":169,"cover_image":169,"language":19,"created_at":170},"f8c44ca5-e1b5-4b51-a7e5-61cdf8fa5ab9","prompt-engineering-agents-structured-outputs-zh","Agent 與結構化輸出提示詞實戰","LLM 進到生產環境後，提示詞不再是寫得漂亮就好。這篇拆解推理、長上下文、JSON 合約與 agent 迴圈，講清楚怎麼把 GPT、Claude 和本地模型用得更穩。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775164928194-j63i.png","2026-04-02T21:21:45.59991+00:00",{"id":172,"slug":173,"title":174,"summary":175,"category":26,"image_url":176,"cover_image":176,"language":19,"created_at":177},"13819f2d-e9a1-4af2-88f3-7dbe4cb4ce61","prompt-engineering-explained-without-the-hype-zh","別把 Prompt Engineering 想太神","Prompt engineering 不是玄學。AWS 直接把方法、用途和取捨講清楚，重點是把模糊需求變成可用輸出，讓 LLM 更穩、更好控。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775164736525-0uq1.png","2026-04-02T21:18:35.227524+00:00",{"id":179,"slug":180,"title":181,"summary":182,"category":34,"image_url":183,"cover_image":183,"language":19,"created_at":184},"87335969-ee48-4021-bd27-6731750537ff","duplicate-prompts-can-lift-accuracy-fast-zh","重複提示詞，準確率真的會上升","Google Research 研究發現，提示詞複製一次可讓 70 組模型與基準測試中的 47 組提升準確率，NameIndex 甚至從 21.33% 衝到 97.33%。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775122500397-vvmh.png","2026-04-02T08:39:34.363421+00:00",{"id":186,"slug":187,"title":188,"summary":189,"category":17,"image_url":190,"cover_image":190,"language":19,"created_at":191},"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。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517431347-1wth.png","2026-03-26T08:10:10.548201+00:00",25]