{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-08-11T09:21:12.743Z","headline":"Cloudflare 如何用软件工厂将 Astro 的 GitHub issue 数降至零","description":"Cloudflare 在 Astro 仓库上运行自动化 triage 流水线，通过隔离的 AI 子代理复现、诊断并修复 bug，将开放 issue 从 200 多个降至约 30 个，预计下月归零。该流水线由 issue 标签驱动，修复后自动发布预览版本供用户验证。其底层引擎已发展为 Flue，一个开源的平台无关框架，用于构建持久化智能体与工作流。","url":"https://www.aioga.com/news/cmseq167s12m3ro2eas0pbc9y/","mainEntityOfPage":"https://www.aioga.com/news/cmseq167s12m3ro2eas0pbc9y/","datePublished":"2026-08-04T13:00:00.000Z","dateModified":"2026-08-04T13:00:00.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://blog.cloudflare.com/astro-issue-triage","https://aihot.virxact.com/items/cmseq167s12m3ro2eas0pbc9y"],"canonicalUrl":"https://www.aioga.com/news/cmseq167s12m3ro2eas0pbc9y/","directAnswer":{"@type":"Answer","text":"Cloudflare 为 Astro 仓库运行自动化问题分流流水线，由隔离的 AI 子代理复现、诊断并修复缺陷，使开放 issue 从 200 多个降至约 30 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reducing open issues from over 200 to about 30, with zero expected next month. This pipeline is driven by issue labels and automatically releases preview versions for user verification after fixes. Its underlying engine has evolved into Flue, an open-source, platform-independent framework for building persistent agents and workflows.","category":"Insights","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"How Cloudflare Uses a Software Factory to Reduce Astro's GitHub Issues to Zero - Aioga AI News","description":"Cloudflare runs an automated triage pipeline on the Astro repository, reproducing, diagnosing, and fixing bugs through isolated AI sub-agents, reducing open issues from over 200 to...","url":"https://www.aioga.com/en/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:04:31.364Z"},"ja":{"title":"Cloudflare はソフトウェアファクトリーを使って Astro の GitHub イシュー数をゼロにする方法","summary":"Cloudflare は Astro リポジトリで自動化トリアージパイプラインを実行しており、分離された AI サブエージェントを使ってバグを再現、診断、修正しています。その結果、オープンイシューを 200 件以上から約 30 件に減らし、来月にはゼロになる見込みです。このパイプラインはイシュートラベルによって駆動され、修正後には自動的にプレビュー版をリリースしてユーザーが検証できるようになっています。その基盤エンジンは Flue として発展しており、これはオープンソースのプラットフォーム非依存フレームワークで、永続的なエージェントやワークフローを構築するために使用されます。","category":"ヒントと視点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Cloudflare はソフトウェアファクトリーを使って Astro の GitHub イシュー数をゼロにする方法 - Aioga AIニュース","description":"Cloudflare は Astro リポジトリで自動化トリアージパイプラインを実行しており、分離された AI サブエージェントを使ってバグを再現、診断、修正しています。その結果、オープンイシューを 200 件以上から約 30 件に減らし、来月にはゼロになる見込みです。このパイプラインはイシュートラベルによって駆動され、修正後には自動的にプレビュー版をリリー...","url":"https://www.aioga.com/ja/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:04:45.630Z"},"ko":{"title":"Cloudflare가 소프트웨어 공장을 이용해 Astro의 GitHub 이슈 수를 제로로 만드는 방법","summary":"Cloudflare는 Astro 저장소에서 자동화 triage 파이프라인을 실행하여, 격리된 AI 하위 에이전트를 통해 버그를 재현, 진단 및 수정하고, 오픈 이슈를 200개 이상에서 약 30개로 줄였으며, 다음 달에는 0으로 될 것으로 예상됩니다. 이 파이프라인은 이슈 라벨에 의해 구동되며, 수정 후 자동으로 미리보기 버전을 게시하여 사용자가 검증할 수 있습니다. 그 하부 엔진은 Flue로 발전했으며, 영구화된 스마트 에이전트와 워크플로우를 구축하기 위한 오픈 소스의 플랫폼 독립적 프레임워크입니다.","category":"인사이트","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Cloudflare가 소프트웨어 공장을 이용해 Astro의 GitHub 이슈 수를 제로로 만드는 방법 - Aioga AI 뉴스","description":"Cloudflare는 Astro 저장소에서 자동화 triage 파이프라인을 실행하여, 격리된 AI 하위 에이전트를 통해 버그를 재현, 진단 및 수정하고, 오픈 이슈를 200개 이상에서 약 30개로 줄였으며, 다음 달에는 0으로 될 것으로 예상됩니다. 이 파이프라인은 이슈 라벨에 의해 구동되며, 수정 후 자동으로 미리보기...","url":"https://www.aioga.com/ko/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:05:37.562Z"},"es":{"title":"Cómo Cloudflare utiliza una fábrica de software para reducir a cero el número de issues de Astro en GitHub","summary":"Cloudflare ejecuta una línea de triage automatizada en el repositorio de Astro, reproduciendo, diagnosticando y corrigiendo errores mediante subagentes de IA aislados, reduciendo los issues abiertos de más de 200 a aproximadamente 30, y se espera que alcancen cero el próximo mes. Esta línea de trabajo es impulsada por etiquetas de issues, y tras la corrección, publica automáticamente una versión preliminar para que los usuarios la verifiquen. Su motor subyacente ha evolucionado a Flue, un marco independiente de plataforma de código abierto para construir agentes inteligentes persistentes y flujos de trabajo.","category":"Ideas","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Cómo Cloudflare utiliza una fábrica de software para reducir a cero el número de issues de Astro en GitHub - Aioga Noticias de IA","description":"Cloudflare ejecuta una línea de triage automatizada en el repositorio de Astro, reproduciendo, diagnosticando y corrigiendo errores mediante subagentes de IA aislados, reduciendo l...","url":"https://www.aioga.com/es/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:05:32.181Z"},"fr":{"title":"Comment Cloudflare utilise une usine de logiciels pour réduire à zéro le nombre de problèmes GitHub d'Astro","summary":"Cloudflare exécute une chaîne de triage automatisée sur le dépôt Astro, reproduisant, diagnostiquant et corrigeant les bugs via des sous-agents IA isolés, réduisant le nombre de problèmes ouverts de plus de 200 à environ 30, avec une prévision de zéro le mois prochain. Cette chaîne est dirigée par les étiquettes des issues et publie automatiquement une version de prévisualisation pour que les utilisateurs puissent la vérifier après correction. Son moteur sous-jacent a évolué vers Flue, un framework open-source indépendant de la plateforme, utilisé pour construire des agents intelligents et des flux de travail persistants.","category":"Analyses","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Comment Cloudflare utilise une usine de logiciels pour réduire à zéro le nombre de problèmes GitHub d'Astro - Aioga Actualités IA","description":"Cloudflare exécute une chaîne de triage automatisée sur le dépôt Astro, reproduisant, diagnostiquant et corrigeant les bugs via des sous-agents IA isolés, réduisant le nombre de pr...","url":"https://www.aioga.com/fr/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:06:25.929Z"},"de":{"title":"Wie Cloudflare mit der Softwarefabrik die Anzahl der GitHub-Issues von Astro auf null reduziert","summary":"Cloudflare betreibt in dem Astro-Repository eine automatisierte Triage-Pipeline, die Bugs durch isolierte KI-Subagenten reproduziert, diagnostiziert und behebt und die offenen Issues von über 200 auf etwa 30 reduziert, wobei erwartet wird, dass sie nächsten Monat auf null sinken. Diese Pipeline wird durch Issue-Tags gesteuert und veröffentlicht nach der Behebung automatisch eine Vorschauversion zur Überprüfung durch die Nutzer. Ihr zugrunde liegender Motor hat sich zu Flue entwickelt, einem plattformunabhängigen Open-Source-Framework zum Aufbau von persistenten Agenten und Workflows.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Wie Cloudflare mit der Softwarefabrik die Anzahl der GitHub-Issues von Astro auf null reduziert - Aioga KI-News","description":"Cloudflare betreibt in dem Astro-Repository eine automatisierte Triage-Pipeline, die Bugs durch isolierte KI-Subagenten reproduziert, diagnostiziert und behebt und die offenen Issu...","url":"https://www.aioga.com/de/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:06:26.242Z"},"pt-BR":{"title":"Como a Cloudflare usa a fábrica de software para reduzir a contagem de problemas do GitHub do Astro a zero","summary":"A Cloudflare executa uma linha de produção de triagem automatizada no repositório Astro, reproduzindo, diagnosticando e corrigindo bugs por meio de subagentes de IA isolados, reduzindo os problemas abertos de mais de 200 para cerca de 30, com previsão de zerar no próximo mês. Essa linha de produção é acionada por etiquetas de issues e, após a correção, publica automaticamente uma versão prévia para os usuários verificarem. Seu motor subjacente evoluiu para o Flue, um framework independente de plataforma de código aberto, usado para construir agentes persistentes e fluxos de trabalho inteligentes.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Como a Cloudflare usa a fábrica de software para reduzir a contagem de problemas do GitHub do Astro a zero - Aioga Notícias de IA","description":"A Cloudflare executa uma linha de produção de triagem automatizada no repositório Astro, reproduzindo, diagnosticando e corrigindo bugs por meio de subagentes de IA isolados, reduz...","url":"https://www.aioga.com/pt-BR/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:07:15.948Z"},"ru":{"title":"Как Cloudflare с помощью программной фабрики снижает количество проблем Astro на GitHub до нуля","summary":"Cloudflare запускает автоматизированный конвейер triage в репозитории Astro, воспроизводя, диагностируя и исправляя ошибки с помощью изолированных AI-субагентов, сократив количество открытых issues с более чем 200 до примерно 30, планируя обнуление в следующем месяце. Этот конвейер управляется метками issues, и после исправления автоматически выпускает превью-версию для проверки пользователями. Его базовый движок развился в Flue, открытый, платформонезависимый фреймворк для создания персистентных агентов и рабочих процессов.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Как Cloudflare с помощью программной фабрики снижает количество проблем Astro на GitHub до нуля - Aioga Новости ИИ","description":"Cloudflare запускает автоматизированный конвейер triage в репозитории Astro, воспроизводя, диагностируя и исправляя ошибки с помощью изолированных AI-субагентов, сократив количеств...","url":"https://www.aioga.com/ru/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:07:20.956Z"},"ar":{"title":"كيف تستخدم كلاودفلير مصنع البرمجيات لخفض عدد مشكلات GitHub الخاصة بـ Astro إلى الصفر","summary":"تقوم شركة Cloudflare بتشغيل خط سير أتمتة تصنيف الأخطاء في مستودع Astro، من خلال وكلاء فرعيين ذكاء اصطناعي معزولين لإعادة إنتاج الأخطاء وتشخيصها وإصلاحها، مما خفض عدد القضايا المفتوحة من أكثر من 200 إلى حوالي 30، ومن المتوقع أن يصل إلى الصفر الشهر المقبل. يتم تشغيل هذا الخط بواسطة علامات القضايا، وبعد الإصلاح يتم إصدار نسخة معاينة تلقائيًا للتحقق من قبل المستخدمين. لقد تطور المحرك الأساسي ليصبح Flue، وهو إطار عمل مفتوح المصدر مستقل عن المنصة لبناء وكلاء ذكيين مستمرين وسير عمل.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"كيف تستخدم كلاودفلير مصنع البرمجيات لخفض عدد مشكلات GitHub الخاصة بـ Astro إلى الصفر - Aioga أخبار الذكاء الاصطناعي","description":"تقوم شركة Cloudflare بتشغيل خط سير أتمتة تصنيف الأخطاء في مستودع Astro، من خلال وكلاء فرعيين ذكاء اصطناعي معزولين لإعادة إنتاج الأخطاء وتشخيصها وإصلاحها، مما خفض عدد القضايا المفتو...","url":"https://www.aioga.com/ar/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:08:15.036Z"},"hi":{"title":"Cloudflare सॉफ्टवेयर फैक्ट्री का उपयोग करके Astro के GitHub इश्यू की संख्या को शून्य तक कैसे लेता है","summary":"Cloudflare Astro रिपॉजिटरी पर स्वचालित ट्राएज पाइपलाइन चलाता है, जो अलग AI सब-एजेंट के माध्यम से बग को पुन: उत्पन्न, डायग्नोज़ और ठीक करता है, और खुले मुद्दों को 200 से घटाकर लगभग 30 करता है, अगले महीने शून्य होने की उम्मीद है। यह पाइपलाइन इश्यू टैग द्वारा संचालित होती है, और सुधार के बाद उपयोगकर्ताओं की जाँच के लिए स्वचालित रूप से प्रिव्यू संस्करण जारी करती है। इसका आधार इंजन अब Flue में विकसित हो चुका है, जो एक ओपन-सोर्स, प्लेटफ़ॉर्म-स्वतंत्र फ्रेमवर्क है, जो स्थायी एजेंट और वर्कफ़्लो बनाने के लिए उपयोग किया जाता है।","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Cloudflare सॉफ्टवेयर फैक्ट्री का उपयोग करके Astro के GitHub इश्यू की संख्या को शून्य तक कैसे लेता है - Aioga AI समाचार","description":"Cloudflare Astro रिपॉजिटरी पर स्वचालित ट्राएज पाइपलाइन चलाता है, जो अलग AI सब-एजेंट के माध्यम से बग को पुन: उत्पन्न, डायग्नोज़ और ठीक करता है, और खुले मुद्दों को 200 से घटाकर लगभग...","url":"https://www.aioga.com/hi/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:08:17.407Z"},"it":{"title":"Come Cloudflare utilizza il software factory per ridurre a zero il numero di issue di Astro su GitHub","summary":"Cloudflare esegue una pipeline di triage automatizzata sul repository Astro, riproducendo, diagnosticando e correggendo i bug tramite sottoproxy AI isolati, riducendo le issue aperte da oltre 200 a circa 30, con l'obiettivo di azzerarle il mese prossimo. Questa pipeline è guidata dalle etichette delle issue e, una volta risolte, pubblica automaticamente versioni di anteprima per la verifica da parte degli utenti. Il motore sottostante si è evoluto in Flue, un framework open source indipendente dalla piattaforma, utilizzato per costruire agenti intelligenti e workflow persistenti.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Come Cloudflare utilizza il software factory per ridurre a zero il numero di issue di Astro su GitHub - Aioga Notizie IA","description":"Cloudflare esegue una pipeline di triage automatizzata sul repository Astro, riproducendo, diagnosticando e correggendo i bug tramite sottoproxy AI isolati, riducendo le issue aper...","url":"https://www.aioga.com/it/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:09:20.813Z"},"nl":{"title":"Hoe Cloudflare met een softwarefabriek het aantal GitHub-issues van Astro tot nul kan reduceren","summary":"Cloudflare voert een geautomatiseerde triage-pijplijn uit op de Astro-repository, waarbij bugs worden gereproduceerd, gediagnosticeerd en opgelost via geïsoleerde AI-subagenten, waardoor het aantal openstaande issues is gedaald van meer dan 200 naar ongeveer 30, en naar verwachting volgende maand op nul zal uitkomen. Deze pijplijn wordt aangedreven door issue-labels en publiceert na reparatie automatisch een preview-versie voor gebruikers om te verifiëren. De onderliggende motor is uitgegroeid tot Flue, een open-source, platformonafhankelijk framework voor het bouwen van persistente agenten en workflows.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Hoe Cloudflare met een softwarefabriek het aantal GitHub-issues van Astro tot nul kan reduceren - Aioga AI-nieuws","description":"Cloudflare voert een geautomatiseerde triage-pijplijn uit op de Astro-repository, waarbij bugs worden gereproduceerd, gediagnosticeerd en opgelost via geïsoleerde AI-subagenten, wa...","url":"https://www.aioga.com/nl/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:09:14.161Z"},"tr":{"title":"Cloudflare, yazılım fabrikasını kullanarak Astro'nun GitHub sorun sayısını nasıl sıfıra indiriyor","summary":"Cloudflare, Astro deposunda otomatik triage hattını çalıştırıyor, izole AI alt ajanları ile hataları yeniden üretiyor, tanılıyor ve düzeltiyor, açık konuları 200'ün üzerinden yaklaşık 30'a düşürüyor ve önümüzdeki ay sıfırlanması bekleniyor. Bu hat hattı, issue etiketleri ile yönlendirilmekte olup, düzeltme yapıldıktan sonra kullanıcıların doğrulaması için otomatik olarak önizleme sürümü yayınlıyor. Altyapı motoru Flue olarak gelişmiş olup, kalıcı ajanlar ve iş akışları oluşturmak için açık kaynaklı, platformdan bağımsız bir çerçevedir.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Cloudflare, yazılım fabrikasını kullanarak Astro'nun GitHub sorun sayısını nasıl sıfıra indiriyor - Aioga AI Haberleri","description":"Cloudflare, Astro deposunda otomatik triage hattını çalıştırıyor, izole AI alt ajanları ile hataları yeniden üretiyor, tanılıyor ve düzeltiyor, açık konuları 200'ün üzerinden yakla...","url":"https://www.aioga.com/tr/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:10:10.992Z"},"vi":{"title":"Cloudflare làm thế nào để dùng nhà máy phần mềm giảm số lượng issue GitHub của Astro về zero","summary":"Cloudflare chạy pipeline phân loại tự động trên kho Astro, tái hiện, chẩn đoán và sửa lỗi thông qua các phụ đại lý AI tách biệt, giảm số issue mở từ hơn 200 xuống khoảng 30, dự kiến về 0 vào tháng tới. Pipeline này được điều khiển bằng nhãn issue, sau khi sửa xong sẽ tự động phát hành phiên bản xem trước cho người dùng xác nhận. Bộ máy nền tảng của nó đã phát triển thành Flue, một framework độc lập với nền tảng mã nguồn mở, dùng để xây dựng các agent và workflow có tính bền vững.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Cloudflare làm thế nào để dùng nhà máy phần mềm giảm số lượng issue GitHub của Astro về zero - Tin tức AI Aioga","description":"Cloudflare chạy pipeline phân loại tự động trên kho Astro, tái hiện, chẩn đoán và sửa lỗi thông qua các phụ đại lý AI tách biệt, giảm số issue mở từ hơn 200 xuống khoảng 30, dự kiế...","url":"https://www.aioga.com/vi/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:10:06.607Z"},"id":{"title":"Bagaimana Cloudflare menggunakan pabrik perangkat lunak untuk mengurangi jumlah isu GitHub Astro menjadi nol","summary":"Cloudflare menjalankan jalur triase otomatis di repositori Astro, dengan memanfaatkan sub-agen AI yang terisolasi untuk mereproduksi, mendiagnosis, dan memperbaiki bug, menurunkan jumlah issue terbuka dari lebih dari 200 menjadi sekitar 30, dan diperkirakan akan nol pada bulan depan. Jalur ini digerakkan oleh label issue, dan setelah diperbaiki, versi pratinjau otomatis diterbitkan untuk diverifikasi pengguna. Mesin dasarnya telah berkembang menjadi Flue, sebuah kerangka kerja lintas platform open-source untuk membangun agen dan alur kerja yang bersifat persisten.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Bagaimana Cloudflare menggunakan pabrik perangkat lunak untuk mengurangi jumlah isu GitHub Astro menjadi nol - Berita AI Aioga","description":"Cloudflare menjalankan jalur triase otomatis di repositori Astro, dengan memanfaatkan sub-agen AI yang terisolasi untuk mereproduksi, mendiagnosis, dan memperbaiki bug, menurunkan...","url":"https://www.aioga.com/id/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:11:01.667Z"},"th":{"title":"Cloudflare จะใช้โรงงานซอฟต์แวร์เพื่อลดจำนวนปัญหา GitHub ของ Astro ให้เหลือศูนย์อย่างไร","summary":"Cloudflare รันสายงาน triage อัตโนมัติบนรีโพสิตอรี Astro โดยใช้ตัวแทนย่อย AI ที่แยกออกมาเพื่อจำลอง, วินิจฉัย และแก้ไขบั๊ก ทำให้จำนวน issue ที่เปิดอยู่ลดจากกว่า 200 เหลือประมาณ 30 คาดว่าจะเป็นศูนย์ในเดือนหน้า สายงานนี้ขับเคลื่อนด้วยป้าย issue และหลังจากแก้ไขแล้วจะแจกจ่ายเวอร์ชันพรีวิวใหผู้ใช้ตรวจสอบ เครื่องยนต์พื้นฐานของมันได้พัฒนาเป็น Flue ซึ่งเป็นเฟรมเวิร์กที่ไม่ขึ้นกับแพลตฟอร์มแบบโอเพนซอร์ส สำหรับสร้างตัวแทนและเวิร์กโฟลว์ที่คงอยู่","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Cloudflare จะใช้โรงงานซอฟต์แวร์เพื่อลดจำนวนปัญหา GitHub ของ Astro ให้เหลือศูนย์อย่างไร - ข่าว AI Aioga","description":"Cloudflare รันสายงาน triage อัตโนมัติบนรีโพสิตอรี Astro โดยใช้ตัวแทนย่อย AI ที่แยกออกมาเพื่อจำลอง, วินิจฉัย และแก้ไขบั๊ก ทำให้จำนวน issue ที่เปิดอยู่ลดจากกว่า 200 เหลือประมาณ 30 คา...","url":"https://www.aioga.com/th/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:11:11.392Z"},"pl":{"title":"Jak Cloudflare używa fabryki oprogramowania, aby zmniejszyć liczbę problemów Astro na GitHubie do zera","summary":"Cloudflare uruchamia na repozytorium Astro zautomatyzowaną linię triage, która poprzez izolowane pod-agenty AI odtwarza, diagnozuje i naprawia błędy, redukując otwarte zgłoszenia z ponad 200 do około 30, a przewiduje się ich całkowite wyeliminowanie w przyszłym miesiącu. Linia ta jest napędzana przez etykiety zgłoszeń, a po naprawie automatycznie publikowana jest wersja podglądowa do weryfikacji przez użytkowników. Jej silnik bazowy rozwinął się w Flue, otwartoźródłowy, niezależny od platformy framework do tworzenia trwałych agentów i przepływów pracy.","category":"技巧观点","source":"Cloudflare Blog","aggregationSource":"Cloudflare Blog","pageTitle":"Jak Cloudflare używa fabryki oprogramowania, aby zmniejszyć liczbę problemów Astro na GitHubie do zera - Aioga Wiadomości AI","description":"Cloudflare uruchamia na repozytorium Astro zautomatyzowaną linię triage, która poprzez izolowane pod-agenty AI odtwarza, diagnozuje i naprawia błędy, redukując otwarte zgłoszenia z...","url":"https://www.aioga.com/pl/news/cmseq167s12m3ro2eas0pbc9y/","contentTranslated":true,"sourceHash":"036062feed339eee","translatedAt":"2026-08-04T15:11:59.789Z"}}}}