{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-28T07:00:52.885Z","headline":"GitHub Copilot 发布\"Harness\"工作流：用单一工具完成原型、规划、实现与代码审查","description":"GitHub Copilot 推出\"Harness\"工作流，让开发者通过单一 AI 工具完成从原型设计、规划、实现到代码审查的完整软件开发流程，无需追逐多种新 AI 工具。该工作流强调实用性与集成性，旨在减少工具切换带来的效率损耗。","url":"https://www.aioga.com/news/cms3n5wpl001sro82iax01xu3/","mainEntityOfPage":"https://www.aioga.com/news/cms3n5wpl001sro82iax01xu3/","datePublished":"2026-07-27T18:00:00.000Z","dateModified":"2026-07-27T18:00:00.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://github.blog/ai-and-ml/github-copilot/the-harness-is-all-you-need-mostly","https://aihot.virxact.com/items/cms3n5wpl001sro82iax01xu3"],"canonicalUrl":"https://www.aioga.com/news/cms3n5wpl001sro82iax01xu3/","directAnswer":{"@type":"Answer","text":"GitHub Copilot 发布“Harness”工作流，强调在单一 AI 工具中衔接原型设计、规划、实现与代码审查，以降低开发者频繁切换不同工具造成的效率损耗。","url":"https://www.aioga.com/news/cms3n5wpl001sro82iax01xu3/","dateCreated":"2026-07-27T18:00:00.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"GitHub Blog source article","url":"https://github.blog/ai-and-ml/github-copilot/the-harness-is-all-you-need-mostly","datePublished":"2026-07-27T18:00:00.000Z","provider":{"@type":"Organization","name":"GitHub Blog","url":"https://github.blog/ai-and-ml/github-copilot/the-harness-is-all-you-need-mostly"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cms3n5wpl001sro82iax01xu3","datePublished":"2026-07-27T18:00:00.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cms3n5wpl001sro82iax01xu3"}}],"aggregationSource":"GitHub Blog","originalPublisher":{"name":"GitHub Blog","url":"https://github.blog/ai-and-ml/github-copilot/the-harness-is-all-you-need-mostly"},"article":{"id":"cms3n5wpl001sro82iax01xu3","slug":"cms3n5wpl001sro82iax01xu3","url":"https://www.aioga.com/news/cms3n5wpl001sro82iax01xu3/","title":"GitHub Copilot 发布\"Harness\"工作流：用单一工具完成原型、规划、实现与代码审查","title_en":"The harness is all you need （mostly）","summary":"GitHub Copilot 推出\"Harness\"工作流，让开发者通过单一 AI 工具完成从原型设计、规划、实现到代码审查的完整软件开发流程，无需追逐多种新 AI 工具。该工作流强调实用性与集成性，旨在减少工具切换带来的效率损耗。","source":"GitHub Blog","sourceUrl":"https://github.blog/ai-and-ml/github-copilot/the-harness-is-all-you-need-mostly","aiHotUrl":"https://aihot.virxact.com/items/cms3n5wpl001sro82iax01xu3","publishedAt":"2026-07-27T18:00:00.000Z","category":"技巧观点","score":74,"selected":true,"articleBody":["Try GitHub Copilot >：https://github.com/features/copilot","@burkeholland：https://github.com/burkeholland","Technologist, author, speaker, and creator. Working at GitHub where I focus on AI-powered development.","New to the GitHub Copilot app? Learn how to start projects, work with AI agents, explore canvases, and streamline your development workflow.","Copilot now bills usage at listed API rates. Compare direct model access with the coding workflow, policy, and harness work around it.","Canvases turn AI into interactive workspaces where you can visualize information, explore workflows, and take action across complex tasks.","Everything you need to master GitHub, all in one place.","Build what’s next on GitHub, the place for anyone from anywhere to build anything.","Meet the companies and engineering teams that build with GitHub.","Join us October 28-29 in San Francisco or online for GitHub Universe, our flagship developer event uniting people, agents, and the world’s code."],"articleImages":[{"sourceUrl":"https://avatars.githubusercontent.com/u/686963?v=4&s=200","alt":"Burke Holland","afterParagraph":0,"url":"/media/articles/cms3n5wpl001sro82iax01xu3/510e0b1f17a549c6.png"},{"sourceUrl":"https://github.blog/wp-content/uploads/2026/07/GIT1050_THUMB_CFB_C.png?zoom=3&resize=400%2C212","alt":"Header image with Copilot imagery and the words 'Meet the GitHub Copilot app'","afterParagraph":4,"url":"/media/articles/cms3n5wpl001sro82iax01xu3/288d27b6eb4472ed.webp"},{"sourceUrl":"https://github.blog/wp-content/uploads/2026/06/MSFTBuild_Blog_Header_01.jpg?zoom=3&resize=400%2C212","alt":"Decorative image showing the GitHub Copilot App logo.","afterParagraph":4,"url":"/media/articles/cms3n5wpl001sro82iax01xu3/ba7971a338720a86.webp"}],"mediaStatus":"ok","articleBodyZh":["试用 GitHub Copilot >：https://github.com/features/copilot","@burkeholland：https://github.com/burkeholland","技术专家、作者、演讲者和创作者。目前在 GitHub 工作，专注于 AI 驱动的开发。","第一次使用 GitHub Copilot 应用？了解如何启动项目、使用 AI 代理、探索画布，并简化您的开发工作流程。","Copilot 现在按列出的 API 费率计费。比较直接模型访问与编码工作流程、策略，并围绕其进行利用。","画布将 AI 转化为互动工作空间，在这里您可以可视化信息、探索工作流程，并在复杂任务中采取行动。","掌握 GitHub 所需的一切，一切尽在这里。","在 GitHub 上构建未来，无论您身处何地，任何人都可以在这里构建任何东西。","认识那些在 GitHub 上构建内容的公司和工程团队。","加入我们，于 10 月 28-29 日在旧金山或在线参加 GitHub Universe，这是我们旗舰开发者活动，汇聚人、代理和世界的代码。"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"GitHub Copilot 发布“Harness”工作流，强调在单一 AI 工具中衔接原型设计、规划、实现与代码审查，以降低开发者频繁切换不同工具造成的效率损耗。","background":"GitHub Blog 材料将 Copilot 描述为面向 AI 辅助开发的工具，并提到项目启动、AI 代理、Canvases 交互式工作区及开发流程整合；正文同时提示其用量按列明的 API 费率计费。","viewpoint":"Aioga 判断，这一工作流的重点并非增加更多独立工具，而是把多个开发环节纳入统一入口。其实际价值仍需结合具体项目，观察流程连贯性是否足以抵消使用成本。","implications":"对开发团队而言，统一工作流可能减少上下文与工具切换，并让原型到审查的过程更集中；但材料未提供效率提升幅度、用户规模或项目案例，因此不宜据此断言生产力已经改善。","nextStep":"值得关注 GitHub 后续是否公布更完整的操作示例、适用边界与效果数据。团队在采用前可对照直接模型访问方式、现有编码流程、政策要求及列明费率进行评估。","evidenceRefs":["title","summary","articleBody","source"],"status":"published","aiGenerated":true,"autoApproved":true,"generatedBy":"aioga-editorial:gpt-5.6-sol","reviewedBy":"aioga-editorial-review:gpt-5.6-sol","generatedAt":"2026-07-27T21:09:49.364Z","sourceHash":"dd39c9ea7b9d10fe","review":{"approved":true,"groundedness":94,"clarity":91,"duplicationRisk":18,"blockingIssues":[],"notes":["“统一入口”及“可能减少上下文与工具切换”等表述属于基于来源的合理概括，当前已通过“判断”“可能”等措辞与事实陈述区分开。","如需进一步严谨，可将“单一 AI 工具”明确为“GitHub Copilot 工作流”，以避免被理解为覆盖所有开发工具场景。"]},"validation":{"passed":true,"mode":"ai-auto","revisions":0,"checks":["schema","length","source-attribution","low-source-overlap","no-html","independent-ai-review"]}},"tags":["技巧观点","GitHub Blog"],"translations":{"zh-CN":{"title":"GitHub Copilot 发布\"Harness\"工作流：用单一工具完成原型、规划、实现与代码审查","summary":"GitHub Copilot 推出\"Harness\"工作流，让开发者通过单一 AI 工具完成从原型设计、规划、实现到代码审查的完整软件开发流程，无需追逐多种新 AI 工具。该工作流强调实用性与集成性，旨在减少工具切换带来的效率损耗。","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot 发布\"Harness\"工作流：用单一工具完成原型、规划、实现与代码审查 - Aioga AI资讯","description":"GitHub Copilot 推出\"Harness\"工作流，让开发者通过单一 AI 工具完成从原型设计、规划、实现到代码审查的完整软件开发流程，无需追逐多种新 AI 工具。该工作流强调实用性与集成性，旨在减少工具切换带来的效率损耗。","url":"https://www.aioga.com/news/cms3n5wpl001sro82iax01xu3/"},"en":{"title":"GitHub Copilot launches 'Harness' workflow: complete prototyping, planning, implementation, and code review with a single tool","summary":"GitHub Copilot has launched the 'Harness' workflow, allowing developers to complete the entire software development process—from prototyping, planning, and implementation to code review—using a single AI tool, without chasing multiple new AI tools. This workflow emphasizes practicality and integration, aiming to reduce efficiency losses caused by switching between tools.","category":"Insights","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot launches 'Harness' workflow: complete prototyping, planning, implementation, and code review with a single tool - Aioga AI News","description":"GitHub Copilot has launched the 'Harness' workflow, allowing developers to complete the entire software development process—from prototyping, planning, and implementation to code r...","url":"https://www.aioga.com/en/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:03:20.773Z"},"ja":{"title":"GitHub Copilot が「Harness」ワークフローを発表：単一のツールでプロトタイプ作成、計画、実装、コードレビューを完了","summary":"GitHub Copilotは「Harness」ワークフローを導入し、開発者が単一のAIツールを通じて、プロトタイプ設計、計画、実装からコードレビューまでの完全なソフトウェア開発プロセスを完了できるようにし、複数の新しいAIツールを追いかける必要をなくします。このワークフローは実用性と統合性を重視しており、ツールの切り替えによる効率損失を減らすことを目的としています。","category":"ヒントと視点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot が「Harness」ワークフローを発表：単一のツールでプロトタイプ作成、計画、実装、コードレビューを完了 - Aioga AIニュース","description":"GitHub Copilotは「Harness」ワークフローを導入し、開発者が単一のAIツールを通じて、プロトタイプ設計、計画、実装からコードレビューまでの完全なソフトウェア開発プロセスを完了できるようにし、複数の新しいAIツールを追いかける必要をなくします。このワークフローは実用性と統合性を重視しており、ツールの切り替えによる効率損失を減らすことを目的とし...","url":"https://www.aioga.com/ja/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:03:34.510Z"},"ko":{"title":"GitHub Copilot, 'Harness' 워크플로우 출시: 단일 도구로 프로토타입, 계획, 구현 및 코드 리뷰 완료","summary":"GitHub Copilot은 \"Harness\" 워크플로를 출시하여 개발자가 단일 AI 도구를 통해 프로토타입 설계, 계획, 구현에서 코드 검토에 이르는 전체 소프트웨어 개발 과정을 완료할 수 있도록 하며, 여러 새로운 AI 도구를 쫓을 필요가 없습니다. 이 워크플로는 실용성과 통합성을 강조하며, 도구 전환으로 인한 효율 손실을 줄이는 것을 목표로 합니다.","category":"인사이트","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot, 'Harness' 워크플로우 출시: 단일 도구로 프로토타입, 계획, 구현 및 코드 리뷰 완료 - Aioga AI 뉴스","description":"GitHub Copilot은 \"Harness\" 워크플로를 출시하여 개발자가 단일 AI 도구를 통해 프로토타입 설계, 계획, 구현에서 코드 검토에 이르는 전체 소프트웨어 개발 과정을 완료할 수 있도록 하며, 여러 새로운 AI 도구를 쫓을 필요가 없습니다. 이 워크플로는 실용성과 통합성을 강조하며, 도구 전환으로 인한 효율...","url":"https://www.aioga.com/ko/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:04:19.196Z"},"es":{"title":"GitHub Copilot lanza el flujo de trabajo \"Harness\": realizar prototipos, planificación, implementación y revisión de código con una sola herramienta","summary":"GitHub Copilot ha lanzado el flujo de trabajo \"Harness\", que permite a los desarrolladores completar todo el proceso de desarrollo de software, desde el diseño del prototipo, la planificación, la implementación hasta la revisión del código, utilizando una única herramienta de IA, sin necesidad de perseguir múltiples nuevas herramientas de IA. Este flujo de trabajo enfatiza la practicidad y la integración, con el objetivo de reducir la pérdida de eficiencia causada por el cambio de herramientas.","category":"Ideas","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot lanza el flujo de trabajo \"Harness\": realizar prototipos, planificación, implementación y revisión de código con una sola herramienta - Aioga Noticias de IA","description":"GitHub Copilot ha lanzado el flujo de trabajo \"Harness\", que permite a los desarrolladores completar todo el proceso de desarrollo de software, desde el diseño del prototipo, la pl...","url":"https://www.aioga.com/es/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:04:11.460Z"},"fr":{"title":"GitHub Copilot lance le flux de travail \"Harness\" : réaliser la conception du prototype, la planification, la mise en œuvre et la révision du code avec un seul outil","summary":"GitHub Copilot a lancé le flux de travail \"Harness\", permettant aux développeurs de réaliser l'ensemble du processus de développement logiciel, de la conception de prototypes, la planification, la mise en œuvre à la révision du code, avec un seul outil d'IA, sans avoir à courir après plusieurs nouveaux outils d'IA. Ce flux de travail met l'accent sur la praticité et l'intégration, visant à réduire la perte d'efficacité due aux changements d'outils.","category":"Analyses","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot lance le flux de travail \"Harness\" : réaliser la conception du prototype, la planification, la mise en œuvre et la révision du code avec un seul outil - Aioga Actualités IA","description":"GitHub Copilot a lancé le flux de travail \"Harness\", permettant aux développeurs de réaliser l'ensemble du processus de développement logiciel, de la conception de prototypes, la p...","url":"https://www.aioga.com/fr/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:05:00.838Z"},"de":{"title":"GitHub Copilot veröffentlicht den \"Harness\"-Workflow: Mit einem einzigen Tool Prototypen, Planung, Umsetzung und Code-Review durchführen","summary":"GitHub Copilot hat den \"Harness\"-Workflow eingeführt, der es Entwicklern ermöglicht, mit einem einzigen KI-Tool den gesamten Softwareentwicklungsprozess von Prototyping, Planung, Umsetzung bis hin zur Code-Überprüfung abzuschließen, ohne mehrere neue KI-Tools verfolgen zu müssen. Dieser Workflow betont Praktikabilität und Integration und zielt darauf ab, Effizienzverluste durch Tool-Wechsel zu reduzieren.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot veröffentlicht den \"Harness\"-Workflow: Mit einem einzigen Tool Prototypen, Planung, Umsetzung und Code-Review durchführen - Aioga KI-News","description":"GitHub Copilot hat den \"Harness\"-Workflow eingeführt, der es Entwicklern ermöglicht, mit einem einzigen KI-Tool den gesamten Softwareentwicklungsprozess von Prototyping, Planung, U...","url":"https://www.aioga.com/de/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:05:00.281Z"},"pt-BR":{"title":"GitHub Copilot lança o fluxo de trabalho 'Harness': use uma única ferramenta para prototipagem, planejamento, implementação e revisão de código","summary":"O GitHub Copilot lançou o fluxo de trabalho \"Harness\", permitindo que os desenvolvedores completem todo o processo de desenvolvimento de software, desde design de protótipos, planejamento, implementação até revisão de código, usando uma única ferramenta de IA, sem a necessidade de recorrer a várias novas ferramentas de IA. Esse fluxo de trabalho enfatiza a praticidade e a integração, visando reduzir a perda de eficiência causada pela troca de ferramentas.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot lança o fluxo de trabalho 'Harness': use uma única ferramenta para prototipagem, planejamento, implementação e revisão de código - Aioga Notícias de IA","description":"O GitHub Copilot lançou o fluxo de trabalho \"Harness\", permitindo que os desenvolvedores completem todo o processo de desenvolvimento de software, desde design de protótipos, plane...","url":"https://www.aioga.com/pt-BR/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:05:38.400Z"},"ru":{"title":"GitHub Copilot выпустил рабочий процесс \"Harness\": с помощью одного инструмента выполнять прототипирование, планирование, реализацию и код-ревью","summary":"GitHub Copilot представил рабочий процесс \"Harness\", позволяющий разработчикам с помощью единого инструмента AI проходить полный цикл разработки программного обеспечения — от прототипирования и планирования до реализации и проверки кода, без необходимости использовать множество новых AI-инструментов. Этот рабочий процесс подчеркивает практичность и интеграцию, направленную на сокращение потерь эффективности из-за переключения между инструментами.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot выпустил рабочий процесс \"Harness\": с помощью одного инструмента выполнять прототипирование, планирование, реализацию и код-ревью - Aioga Новости ИИ","description":"GitHub Copilot представил рабочий процесс \"Harness\", позволяющий разработчикам с помощью единого инструмента AI проходить полный цикл разработки программного обеспечения — от прото...","url":"https://www.aioga.com/ru/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:05:40.517Z"},"ar":{"title":"GitHub Copilot يطلق سير العمل \"Harness\": إكمال النموذج الأولي، التخطيط، التنفيذ ومراجعة الكود باستخدام أداة واحدة","summary":"أطلقت GitHub Copilot سير العمل 'Harness'، مما يتيح للمطورين إكمال عملية تطوير البرمجيات الكاملة من التصميم الأولي والتخطيط والتنفيذ إلى مراجعة الشفرة باستخدام أداة ذكاء اصطناعي واحدة، دون الحاجة لمتابعة أدوات ذكاء اصطناعي متعددة. يؤكد هذا السير على العملية العملية والتكاملية، ويهدف إلى تقليل فقدان الكفاءة الناتج عن تبديل الأدوات.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot يطلق سير العمل \"Harness\": إكمال النموذج الأولي، التخطيط، التنفيذ ومراجعة الكود باستخدام أداة واحدة - Aioga أخبار الذكاء الاصطناعي","description":"أطلقت GitHub Copilot سير العمل 'Harness'، مما يتيح للمطورين إكمال عملية تطوير البرمجيات الكاملة من التصميم الأولي والتخطيط والتنفيذ إلى مراجعة الشفرة باستخدام أداة ذكاء اصطناعي واح...","url":"https://www.aioga.com/ar/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:06:27.252Z"},"hi":{"title":"GitHub Copilot ने \"Harness\" वर्कफ़्लो जारी किया: एक ही टूल से प्रोटोटाइप, योजना, कार्यान्वयन और कोड समीक्षा करें","summary":"GitHub Copilot ने \"Harness\" वर्कफ़्लो लॉन्च किया है, जिससे डेवलपर्स एक अकेले AI टूल के माध्यम से प्रोटोटाइप डिज़ाइन, योजना, कार्यान्वयन से लेकर कोड समीक्षा तक पूरे सॉफ़्टवेयर विकास प्रक्रिया को पूरा कर सकते हैं, बिना कई नए AI टूल का पीछा किए। यह वर्कफ़्लो व्यावहारिकता और एकीकरण पर जोर देता है, जिसका उद्देश्य टूल स्विचिंग से होने वाली दक्षता हानि को कम करना है।","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot ने \"Harness\" वर्कफ़्लो जारी किया: एक ही टूल से प्रोटोटाइप, योजना, कार्यान्वयन और कोड समीक्षा करें - Aioga AI समाचार","description":"GitHub Copilot ने \"Harness\" वर्कफ़्लो लॉन्च किया है, जिससे डेवलपर्स एक अकेले AI टूल के माध्यम से प्रोटोटाइप डिज़ाइन, योजना, कार्यान्वयन से लेकर कोड समीक्षा तक पूरे सॉफ़्टवेयर विकास...","url":"https://www.aioga.com/hi/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:06:25.778Z"},"it":{"title":"GitHub Copilot lancia il flusso di lavoro \"Harness\": completare prototipazione, pianificazione, implementazione e revisione del codice con un unico strumento","summary":"GitHub Copilot ha lanciato il flusso di lavoro \"Harness\", che permette agli sviluppatori di completare l'intero processo di sviluppo software, dalla progettazione del prototipo, pianificazione, implementazione fino alla revisione del codice, utilizzando un unico strumento AI, senza dover rincorrere diversi nuovi strumenti AI. Questo flusso di lavoro enfatizza la praticità e l'integrazione, con l'obiettivo di ridurre la perdita di efficienza dovuta al cambio di strumenti.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot lancia il flusso di lavoro \"Harness\": completare prototipazione, pianificazione, implementazione e revisione del codice con un unico strumento - Aioga Notizie IA","description":"GitHub Copilot ha lanciato il flusso di lavoro \"Harness\", che permette agli sviluppatori di completare l'intero processo di sviluppo software, dalla progettazione del prototipo, pi...","url":"https://www.aioga.com/it/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:07:06.559Z"},"nl":{"title":"GitHub Copilot lanceert 'Harness' workflow: voltooi prototyping, planning, implementatie en codebeoordeling met één enkele tool","summary":"GitHub Copilot heeft de \"Harness\"-workflow gelanceerd, waarmee ontwikkelaars het volledige softwareontwikkelingsproces van prototypeontwerp, planning, implementatie tot codebeoordeling kunnen uitvoeren met één enkele AI-tool, zonder meerdere nieuwe AI-tools te hoeven gebruiken. Deze workflow legt de nadruk op bruikbaarheid en integratie, met als doel het verlies aan efficiëntie door het wisselen van tools te verminderen.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot lanceert 'Harness' workflow: voltooi prototyping, planning, implementatie en codebeoordeling met één enkele tool - Aioga AI-nieuws","description":"GitHub Copilot heeft de \"Harness\"-workflow gelanceerd, waarmee ontwikkelaars het volledige softwareontwikkelingsproces van prototypeontwerp, planning, implementatie tot codebeoorde...","url":"https://www.aioga.com/nl/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:07:09.317Z"},"tr":{"title":"GitHub Copilot \"Harness\" iş akışını yayınladı: Tek bir araçla prototip, planlama, uygulama ve kod incelemesini gerçekleştirme","summary":"GitHub Copilot, geliştiricilerin tek bir yapay zeka aracıyla prototip tasarımından planlamaya, uygulamaya ve kod incelemesine kadar tam yazılım geliştirme sürecini tamamlamalarını sağlayan \"Harness\" iş akışını başlattı; farklı yeni yapay zeka araçlarını takip etmeye gerek yok. Bu iş akışı, kullanılabilirlik ve entegrasyon üzerinde duruyor ve araç değişikliğinin neden olduğu verimlilik kaybını azaltmayı amaçlıyor.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot \"Harness\" iş akışını yayınladı: Tek bir araçla prototip, planlama, uygulama ve kod incelemesini gerçekleştirme - Aioga AI Haberleri","description":"GitHub Copilot, geliştiricilerin tek bir yapay zeka aracıyla prototip tasarımından planlamaya, uygulamaya ve kod incelemesine kadar tam yazılım geliştirme sürecini tamamlamalarını...","url":"https://www.aioga.com/tr/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:07:55.930Z"},"vi":{"title":"GitHub Copilot phát hành quy trình làm việc 'Harness': sử dụng một công cụ duy nhất để hoàn thành nguyên mẫu, lập kế hoạch, triển khai và kiểm tra mã","summary":"GitHub Copilot ra mắt quy trình làm việc \"Harness\", cho phép các nhà phát triển hoàn thành toàn bộ quá trình phát triển phần mềm từ thiết kế nguyên mẫu, lập kế hoạch, triển khai đến xem xét mã thông qua một công cụ AI duy nhất, mà không cần theo đuổi nhiều công cụ AI mới. Quy trình làm việc này nhấn mạnh tính thực tiễn và tích hợp, nhằm giảm thiểu tổn thất hiệu quả do việc chuyển đổi giữa các công cụ.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot phát hành quy trình làm việc 'Harness': sử dụng một công cụ duy nhất để hoàn thành nguyên mẫu, lập kế hoạch, triển khai và kiểm tra mã - Tin tức AI Aioga","description":"GitHub Copilot ra mắt quy trình làm việc \"Harness\", cho phép các nhà phát triển hoàn thành toàn bộ quá trình phát triển phần mềm từ thiết kế nguyên mẫu, lập kế hoạch, triển khai đế...","url":"https://www.aioga.com/vi/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:07:51.691Z"},"id":{"title":"GitHub Copilot merilis alur kerja 'Harness': menyelesaikan prototipe, perencanaan, implementasi, dan tinjauan kode dengan satu alat","summary":"GitHub Copilot meluncurkan alur kerja \"Harness\", memungkinkan pengembang menyelesaikan seluruh proses pengembangan perangkat lunak dari desain prototipe, perencanaan, implementasi hingga tinjauan kode melalui satu alat AI, tanpa harus mengejar berbagai alat AI baru. Alur kerja ini menekankan pada kepraktisan dan integrasi, dengan tujuan mengurangi kehilangan efisiensi yang disebabkan oleh pergantian alat.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot merilis alur kerja 'Harness': menyelesaikan prototipe, perencanaan, implementasi, dan tinjauan kode dengan satu alat - Berita AI Aioga","description":"GitHub Copilot meluncurkan alur kerja \"Harness\", memungkinkan pengembang menyelesaikan seluruh proses pengembangan perangkat lunak dari desain prototipe, perencanaan, implementasi...","url":"https://www.aioga.com/id/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:08:33.866Z"},"th":{"title":"GitHub Copilot เปิดตัวเวิร์กโฟลว์ \"Harness\": ใช้เครื่องมือเดียวในการสร้างต้นแบบ วางแผน ดำเนินการ และตรวจสอบโค้ด","summary":"GitHub Copilot เปิดตัวเวิร์กโฟลว์ \"Harness\" ซึ่งช่วยให้นักพัฒนาสามารถใช้เครื่องมือ AI เพียงตัวเดียวเพื่อทำกระบวนการพัฒนาซอฟต์แวร์ทั้งหมดตั้งแต่การออกแบบต้นแบบ การวางแผน การพัฒนา ไปจนถึงการตรวจสอบโค้ด โดยไม่ต้องตามหาเครื่องมือ AI ใหม่หลายตัว เวิร์กโฟลว์นี้เน้นความเป็นประโยชน์และการบูรณาการ มีเป้าหมายเพื่อลดการสูญเสียประสิทธิภาพที่เกิดจากการสลับเครื่องมือ","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot เปิดตัวเวิร์กโฟลว์ \"Harness\": ใช้เครื่องมือเดียวในการสร้างต้นแบบ วางแผน ดำเนินการ และตรวจสอบโค้ด - ข่าว AI Aioga","description":"GitHub Copilot เปิดตัวเวิร์กโฟลว์ \"Harness\" ซึ่งช่วยให้นักพัฒนาสามารถใช้เครื่องมือ AI เพียงตัวเดียวเพื่อทำกระบวนการพัฒนาซอฟต์แวร์ทั้งหมดตั้งแต่การออกแบบต้นแบบ การวางแผน การพัฒนา ไป...","url":"https://www.aioga.com/th/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:08:39.047Z"},"pl":{"title":"GitHub Copilot wprowadza przepływ pracy „Harness”: realizacja prototypów, planowanie, implementacja i przegląd kodu za pomocą jednego narzędzia","summary":"GitHub Copilot wprowadza przepływ pracy \"Harness\", który pozwala programistom za pomocą pojedynczego narzędzia AI realizować pełny proces tworzenia oprogramowania od projektowania prototypu, planowania, implementacji aż po przegląd kodu, bez potrzeby korzystania z wielu nowych narzędzi AI. Ten przepływ pracy kładzie nacisk na praktyczność i integrację, mając na celu zmniejszenie utraty efektywności spowodowanej przełączaniem się między narzędziami.","category":"技巧观点","source":"GitHub Blog","aggregationSource":"GitHub Blog","pageTitle":"GitHub Copilot wprowadza przepływ pracy „Harness”: realizacja prototypów, planowanie, implementacja i przegląd kodu za pomocą jednego narzędzia - Aioga Wiadomości AI","description":"GitHub Copilot wprowadza przepływ pracy \"Harness\", który pozwala programistom za pomocą pojedynczego narzędzia AI realizować pełny proces tworzenia oprogramowania od projektowania...","url":"https://www.aioga.com/pl/news/cms3n5wpl001sro82iax01xu3/","contentTranslated":true,"sourceHash":"46ce3ba8e2855ba2","translatedAt":"2026-07-27T21:09:17.424Z"}}}}