[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-prompt-engineering":3},{"tag":4,"articles":11,"peer_article_count":193},{"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.",[12,21,28,35,42,50,58,66,73,80,87,94,101,108,115,122,130,137,144,151,158,165,172,179,186],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"6997fa46-16f8-48bd-80dc-fe20f08815a2","prompt-engineering-writing-skill-not-magic-trick-en","Prompt engineering is a writing skill, not a magic trick","Prompt engineering works best as disciplined writing, iteration, and verification, not as a shortcut to truth.","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781470978720-rxo2.png","en","2026-06-14T21:02:28.362525+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":17,"image_url":26,"cover_image":26,"language":19,"created_at":27},"bc6e4805-34c1-456c-9628-2a1746db6c21","deep-research-prompt-framework-ai-reports-en","Deep Research Prompt Framework for Better AI Reports","FindSkill.ai breaks down a prompt framework for getting cited, multi-source research from ChatGPT, Claude, Gemini, and Perplexity.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781155090319-y5q2.png","2026-06-11T05:17:40.460525+00:00",{"id":29,"slug":30,"title":31,"summary":32,"category":17,"image_url":33,"cover_image":33,"language":19,"created_at":34},"2d7d46e9-e387-449c-97d9-2e99eddb3496","6-part-prompt-scoring-turns-vague-prompts-into-usable-ones-en","6-part prompt scoring turns vague prompts into usable ones","I break down a six-part prompt checklist and turn it into a copy-paste template you can use before sending prompts.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781151511274-pig7.png","2026-06-11T04:18:00.860733+00:00",{"id":36,"slug":37,"title":38,"summary":39,"category":17,"image_url":40,"cover_image":40,"language":19,"created_at":41},"df69beef-d6a6-40d1-9284-474eebad74b7","how-to-start-vibe-coding-with-ai-en","How to Start Vibe Coding with AI","A practical guide to using AI coding tools for small, everyday apps.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780773471455-gav1.png","2026-06-06T19:17:22.823911+00:00",{"id":43,"slug":44,"title":45,"summary":46,"category":47,"image_url":48,"cover_image":48,"language":19,"created_at":49},"aadc9843-d668-4507-8c2b-5eea7f352bb6","why-prompt-engineering-is-wrong-about-2026-en","Why Prompt Engineering Is Wrong About 2026","Prompt engineering is giving way to context engineering, and structured frameworks win because they reduce errors and improve repeatability.","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780661867824-506z.png","2026-06-05T12:17:20.457075+00:00",{"id":51,"slug":52,"title":53,"summary":54,"category":55,"image_url":56,"cover_image":56,"language":19,"created_at":57},"3d5c4919-be88-4a27-b61e-1fbd85217a0c","advanced-grok-prompt-guide-2026-grok-420-en","Advanced Grok Prompt Guide 2026 for Grok 4.20","WiTechPedia’s 2026 guide covers Grok 4.20 prompting, multi-agent workflows, Grok Imagine edits, and 50+ templates.","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780201071825-h8w0.png","2026-05-31T04:17:21.559196+00:00",{"id":59,"slug":60,"title":61,"summary":62,"category":63,"image_url":64,"cover_image":64,"language":19,"created_at":65},"171dca3d-20d5-4205-a20d-406cd426fc6d","how-to-build-harness-for-ai-agents-en","How to Build a Harness for AI Agents","Harness engineering defines the control system that lets an AI agent perceive, act, and verify output.","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779844562168-ar28.png","2026-05-27T01:15:29.046272+00:00",{"id":67,"slug":68,"title":69,"summary":70,"category":63,"image_url":71,"cover_image":71,"language":19,"created_at":72},"84aa8372-0d76-4040-9bef-3402b952f6d2","how-to-prompt-amazon-nova-2-for-moderation-en","How to Prompt Amazon Nova 2 for Moderation","Use Amazon Nova 2 Lite on Bedrock to moderate content with structured prompts.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779740754913-zutd.png","2026-05-25T20:25:30.835402+00:00",{"id":74,"slug":75,"title":76,"summary":77,"category":47,"image_url":78,"cover_image":78,"language":19,"created_at":79},"130a23e8-0358-48c7-a9f8-536298f29a50","how-to-write-clear-ai-prompts-en","How to Write Clear AI Prompts","A practical guide to writing clearer AI prompts for better, safer research results.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779341765459-w7l5.png","2026-05-21T05:35:31.169756+00:00",{"id":81,"slug":82,"title":83,"summary":84,"category":47,"image_url":85,"cover_image":85,"language":19,"created_at":86},"4e2d39c9-e078-498b-90ca-988afae7b79f","what-large-language-models-are-how-they-work-en","What large language models are, and how they work","Large language models turn huge text corpora into systems that generate, summarize, and reason with language.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779341169797-ssad.png","2026-05-21T05:25:43.849628+00:00",{"id":88,"slug":89,"title":90,"summary":91,"category":17,"image_url":92,"cover_image":92,"language":19,"created_at":93},"d6c6a56e-ccd8-4f41-a702-c56017cb5031","prompt-engineering-vague-asks-usable-outputs-en","Prompt engineering turns vague asks into usable outputs","I break down prompt engineering into practical patterns, with a copy-ready template for better LLM outputs.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779340581936-1nwz.png","2026-05-21T05:15:54.824671+00:00",{"id":95,"slug":96,"title":97,"summary":98,"category":17,"image_url":99,"cover_image":99,"language":19,"created_at":100},"c68c66d5-fd1a-42c3-be06-29843ec3f7fb","ibm-vibe-coding-guide-turns-prompts-into-code-en","IBM’s vibe coding guide turns prompts into code","I break down IBM’s vibe coding guide into a practical workflow, its limits, and a copy-ready template for AI-assisted coding.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779183883878-35no.png","2026-05-19T09:44:03.056322+00:00",{"id":102,"slug":103,"title":104,"summary":105,"category":63,"image_url":106,"cover_image":106,"language":19,"created_at":107},"e839503a-27d2-4164-813d-e1f6891c477d","microsoft-copilot-2026-update-real-workflows-en","Microsoft Copilot’s 2026 update targets real work","Microsoft’s 2026 Copilot update adds meeting intelligence, context-aware scheduling, and a five-part prompt method for harder work.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779132246480-du2f.png","2026-05-18T19:23:37.494277+00:00",{"id":109,"slug":110,"title":111,"summary":112,"category":63,"image_url":113,"cover_image":113,"language":19,"created_at":114},"d558c492-a87a-4bb5-883c-3f62b726fbce","how-to-engineer-prompts-for-ai-agents-en","How to Engineer Prompts for AI Agents","This guide shows how to design a clear prompt and system prompt for an AI agent.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779131631690-tifb.png","2026-05-18T19:13:23.476836+00:00",{"id":116,"slug":117,"title":118,"summary":119,"category":63,"image_url":120,"cover_image":120,"language":19,"created_at":121},"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.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778743249827-wmsr.png","2026-05-14T07:20:22.631724+00:00",{"id":123,"slug":124,"title":125,"summary":126,"category":127,"image_url":128,"cover_image":128,"language":19,"created_at":129},"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":131,"slug":132,"title":133,"summary":134,"category":17,"image_url":135,"cover_image":135,"language":19,"created_at":136},"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.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778487042238-3h9m.png","2026-05-11T08:10:27.007042+00:00",{"id":138,"slug":139,"title":140,"summary":141,"category":47,"image_url":142,"cover_image":142,"language":19,"created_at":143},"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.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776742221209-noob.png","2026-04-21T00:15:43.249018+00:00",{"id":145,"slug":146,"title":147,"summary":148,"category":47,"image_url":149,"cover_image":149,"language":19,"created_at":150},"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":152,"slug":153,"title":154,"summary":155,"category":127,"image_url":156,"cover_image":156,"language":19,"created_at":157},"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":159,"slug":160,"title":161,"summary":162,"category":63,"image_url":163,"cover_image":163,"language":19,"created_at":164},"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":166,"slug":167,"title":168,"summary":169,"category":17,"image_url":170,"cover_image":170,"language":19,"created_at":171},"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":173,"slug":174,"title":175,"summary":176,"category":47,"image_url":177,"cover_image":177,"language":19,"created_at":178},"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":180,"slug":181,"title":182,"summary":183,"category":47,"image_url":184,"cover_image":184,"language":19,"created_at":185},"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":187,"slug":188,"title":189,"summary":190,"category":17,"image_url":191,"cover_image":191,"language":19,"created_at":192},"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",25]