[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-prompt-engineering":3},{"tag":4,"articles":11},{"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.",[12,21,29,37,44,52,59,66,73,80,87,94],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"fda44d24-7baf-4d91-a7f9-bbfecae20a27","switch-ai-outputs-markdown-to-html-en","How to Switch AI Outputs from Markdown to HTML","Use HTML as the default output format for AI-generated content.","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778743249827-wmsr.png","en","2026-05-14T07:20:22.631724+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":26,"image_url":27,"cover_image":27,"language":19,"created_at":28},"41ab5974-04f6-402a-a159-bb74730f8ccd","prompt-engineering-jobs-2026-worth-it-en","Prompt Engineering Jobs in 2026: Still Worth It?","Prompt engineering is still useful in 2026, but the best jobs now sit inside AI product, engineering, and operations roles.","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778537464277-dnxs.png","2026-05-11T22:10:43.959432+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":34,"image_url":35,"cover_image":35,"language":19,"created_at":36},"f1b67afd-b83e-4e38-8bc8-fa47eb1085e0","how-to-use-openai-sora-in-2026-en","How to Use OpenAI Sora in 2026","A step-by-step guide to generating and refining AI video with OpenAI Sora in 2026.","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778487042238-3h9m.png","2026-05-11T08:10:27.007042+00:00",{"id":38,"slug":39,"title":40,"summary":41,"category":17,"image_url":42,"cover_image":42,"language":19,"created_at":43},"33341479-794d-446c-aa4e-7b8aa61c72d0","why-prompt-engineering-is-dead-for-ai-agents-en","Why Prompt Engineering Is Dead for AI Agents","Prompt engineering is the wrong lever for AI agents; context engineering is what makes them reliable.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778184652608-16me.png","2026-05-07T20:10:26.554729+00:00",{"id":45,"slug":46,"title":47,"summary":48,"category":49,"image_url":50,"cover_image":50,"language":19,"created_at":51},"c49960e7-31c4-4734-9bc4-5aa5fdeb5b63","prompt-engineering-becoming-infrastructure-en","Prompt Engineering Is Becoming Infrastructure","Springer’s new chapter argues prompt engineering now needs ethics, governance, and domain expertise, not just clever wording.","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776742221209-noob.png","2026-04-21T00:15:43.249018+00:00",{"id":53,"slug":54,"title":55,"summary":56,"category":49,"image_url":57,"cover_image":57,"language":19,"created_at":58},"5778c6bd-85d5-43c1-8890-63915282a13c","why-prompt-standards-matter-for-ai-work-en","Why Prompt Standards Matter for AI Work","A new Springer chapter argues prompt engineering needs shared standards to cut token waste, reduce errors, and improve AI accountability.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776738629881-rshf.png","2026-04-21T00:12:39.178187+00:00",{"id":60,"slug":61,"title":62,"summary":63,"category":26,"image_url":64,"cover_image":64,"language":19,"created_at":65},"d8586da7-8b63-459f-b221-8b2d3f0e054f","chatgpt-ads-format-standardization-data-en","ChatGPT Ads Are Getting More Uniform","New data from 40,000 ad placements shows ChatGPT ads are becoming shorter, clearer, and more standardized as OpenAI optimizes for conversion.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775218197706-et7g.png","2026-04-03T12:09:37.828183+00:00",{"id":67,"slug":68,"title":69,"summary":70,"category":17,"image_url":71,"cover_image":71,"language":19,"created_at":72},"28a1b97c-06c1-4112-8fb5-a9ff8e58fcd9","prompt-engineering-agents-structured-outputs-en","Prompt Engineering for Agents and Structured Outputs","Prompt engineering gets harder in production: reasoning, long contexts, JSON contracts, and agent loops all need different prompt tactics.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775164941484-fp41.png","2026-04-02T21:21:45.840568+00:00",{"id":74,"slug":75,"title":76,"summary":77,"category":34,"image_url":78,"cover_image":78,"language":19,"created_at":79},"738e7f42-6aac-4342-9cf8-31818fc2c74d","prompt-engineering-explained-without-the-hype-en","Prompt Engineering, Explained Without the Hype","Prompt engineering turns vague requests into usable AI outputs. AWS breaks down the methods, use cases, and tradeoffs behind better prompts.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775164735997-2du2.png","2026-04-02T21:18:36.566316+00:00",{"id":81,"slug":82,"title":83,"summary":84,"category":49,"image_url":85,"cover_image":85,"language":19,"created_at":86},"6407bc31-5ff2-48c3-9760-a1cd5c8518b0","why-prompt-engineering-isnt-engineering-en","Why Prompt Engineering Isn’t Engineering","Prompt design is mostly heuristic, not formal engineering. The evidence shows weak standards, shaky testing, and a lot of guesswork.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775122511647-9b56.png","2026-04-02T08:42:38.021219+00:00",{"id":88,"slug":89,"title":90,"summary":91,"category":49,"image_url":92,"cover_image":92,"language":19,"created_at":93},"ea6494a5-5f7a-4896-8fe8-c26737159834","duplicate-prompts-can-lift-accuracy-fast-en","Duplicate Prompts Can Lift Accuracy Fast","A Google study found repeating prompts once improved 47 of 70 model-benchmark pairs, with one task jumping from 21% to 97%.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775122510439-jn67.png","2026-04-02T08:39:34.706953+00:00",{"id":95,"slug":96,"title":97,"summary":98,"category":34,"image_url":99,"cover_image":99,"language":19,"created_at":100},"6a2a8e6e-b956-49d8-be12-cc47bdc132b2","mastering-ai-prompts-2026-guide-en","Mastering AI Prompts: A 2026 Guide for Developers","38.5% of AI conversations need refinement in 2026. Discover strategies to streamline your AI interactions and reduce iterations for better outcomes.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774499251475-ow1n.png","2026-03-26T01:29:07.835148+00:00"]