{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-23T06:40:50.084Z","headline":"首届\"小有可为\"大赛乡村教育一等奖作品\"智绘科普\"技术拆解","description":"首届\"小有可为\"大赛乡村教育赛道一等奖作品\"智绘科普\"采用 Qwen3.5-397B-A17B 大语言模型与 Manim 动画引擎，通过多Agent分阶段协作与自动修复机制，将知识主题转化为可控、可编辑的教学动画。系统包含规划、草稿、实现、审查、合成五个阶段，渲染失败时可自动提取日志并修复，该工程范式可迁移至其他赛道。","url":"https://www.aioga.com/news/cmrorbywu06cebitoixzgpb5l/","mainEntityOfPage":"https://www.aioga.com/news/cmrorbywu06cebitoixzgpb5l/","datePublished":"2026-07-17T09:41:25.000Z","dateModified":"2026-07-17T09:41:25.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://mp.weixin.qq.com/s/a2YKWmyMoyIc3GKLbXffpQ","https://aihot.virxact.com/items/cmrorbywu06cebitoixzgpb5l"],"canonicalUrl":"https://www.aioga.com/news/cmrorbywu06cebitoixzgpb5l/","directAnswer":{"@type":"Answer","text":"“智绘科普”获得首届“小有可为”大赛乡村教育赛道一等奖。作品结合 Qwen3.5-397B-A17B 与 Manim，通过多 Agent 分阶段协作，把知识主题转化为可控、可编辑的教学动画。","url":"https://www.aioga.com/news/cmrorbywu06cebitoixzgpb5l/","dateCreated":"2026-07-17T09:41:25.000Z","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":"公众号：通义实验室（千问） source article","url":"https://mp.weixin.qq.com/s/a2YKWmyMoyIc3GKLbXffpQ","datePublished":"2026-07-17T09:41:25.000Z","provider":{"@type":"Organization","name":"公众号：通义实验室（千问）","url":"https://mp.weixin.qq.com/s/a2YKWmyMoyIc3GKLbXffpQ"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmrorbywu06cebitoixzgpb5l","datePublished":"2026-07-17T09:41:25.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmrorbywu06cebitoixzgpb5l"}}],"aggregationSource":"公众号：通义实验室（千问）","originalPublisher":{"name":"公众号：通义实验室（千问）","url":"https://mp.weixin.qq.com/s/a2YKWmyMoyIc3GKLbXffpQ"},"article":{"id":"cmrorbywu06cebitoixzgpb5l","slug":"cmrorbywu06cebitoixzgpb5l","url":"https://www.aioga.com/news/cmrorbywu06cebitoixzgpb5l/","title":"首届\"小有可为\"大赛乡村教育一等奖作品\"智绘科普\"技术拆解","title_en":"小有可为实战教程|乡村教育一等奖作品拆解","summary":"首届\"小有可为\"大赛乡村教育赛道一等奖作品\"智绘科普\"采用 Qwen3.5-397B-A17B 大语言模型与 Manim 动画引擎，通过多Agent分阶段协作与自动修复机制，将知识主题转化为可控、可编辑的教学动画。系统包含规划、草稿、实现、审查、合成五个阶段，渲染失败时可自动提取日志并修复，该工程范式可迁移至其他赛道。","source":"公众号：通义实验室（千问）","sourceUrl":"https://mp.weixin.qq.com/s/a2YKWmyMoyIc3GKLbXffpQ","aiHotUrl":"https://aihot.virxact.com/items/cmrorbywu06cebitoixzgpb5l","publishedAt":"2026-07-17T09:41:25.000Z","category":"技巧观点","score":74,"selected":true,"articleBody":["首届\"小有可为\"大赛乡村教育赛道一等奖作品\"智绘科普\"采用 Qwen3.5-397B-A17B 大语言模型与 Manim 动画引擎，通过多Agent分阶段协作与自动修复机制，将知识主题转化为可控、可编辑的教学动画。","系统包含规划、草稿、实现、审查、合成五个阶段，渲染失败时可自动提取日志并修复，该工程范式可迁移至其他赛道。"],"articleImages":[],"mediaStatus":"none","articleBodyZh":[],"translationStatus":"","bodyOrigin":"summary-fallback","editorial":{"summary":"“智绘科普”获得首届“小有可为”大赛乡村教育赛道一等奖。作品结合 Qwen3.5-397B-A17B 与 Manim，通过多 Agent 分阶段协作，把知识主题转化为可控、可编辑的教学动画。","background":"公开材料将系统流程划分为规划、草稿、实现、审查、合成五个阶段。其工程设计还包含渲染失败后的日志提取与自动修复，用于处理动画生成过程中的执行问题。","viewpoint":"Aioga 判断，该作品的关注点不只在于生成动画，还在于将任务拆分、审查和失败修复纳入完整流程。这种分阶段设计可能提升复杂内容生成过程的可控性与可维护性。","implications":"材料明确称该工程范式可迁移至其他赛道。Aioga 判断，其潜在启示是：面向结构化内容生产的应用，可关注模型、专业引擎、多 Agent 流程及错误修复机制之间的协作方式。","nextStep":"值得关注的是，该方案在其他赛道中的具体迁移方式，以及规划、审查和自动修复环节如何适配不同任务。现有材料未披露实际迁移效果、效率指标或更详细的评测结果。","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":"2026-07-22T21:51:24.907Z","sourceHash":"815118debd57f5e2","review":{"approved":true,"groundedness":96,"clarity":94,"duplicationRisk":18,"blockingIssues":[],"notes":["候选内容准确区分了来源事实与“Aioga 判断”，推论使用“可能”“潜在启示”等限定语，没有将观点冒充事实。","“现有材料未披露实际迁移效果、效率指标或更详细的评测结果”与所提供的来源材料范围一致。"]},"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","公众号：通义实验室（千问）"],"translations":{"zh-CN":{"title":"首届\"小有可为\"大赛乡村教育一等奖作品\"智绘科普\"技术拆解","summary":"首届\"小有可为\"大赛乡村教育赛道一等奖作品\"智绘科普\"采用 Qwen3.5-397B-A17B 大语言模型与 Manim 动画引擎，通过多Agent分阶段协作与自动修复机制，将知识主题转化为可控、可编辑的教学动画。系统包含规划、草稿、实现、审查、合成五个阶段，渲染失败时可自动提取日志并修复，该工程范式可迁移至其他赛道。","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"首届\"小有可为\"大赛乡村教育一等奖作品\"智绘科普\"技术拆解 - Aioga AI资讯","description":"首届\"小有可为\"大赛乡村教育赛道一等奖作品\"智绘科普\"采用 Qwen3.5-397B-A17B 大语言模型与 Manim 动画引擎，通过多Agent分阶段协作与自动修复机制，将知识主题转化为可控、可编辑的教学动画。系统包含规划、草稿、实现、审查、合成五个阶段，渲染失败时可自动提取日志并修复，该工程范式可迁移至其他赛道。","url":"https://www.aioga.com/news/cmrorbywu06cebitoixzgpb5l/"},"en":{"title":"First Prize in the First Rural Education Competition of the First \"Small Potential\" Competition: \"Smart Drawing Science Popularization\" Technology Breakdown","summary":"The first prize-winning work in the rural education track of the inaugural \"Xiao You Ke\" competition, \"Smart Science Popularization,\" uses the Qwen3.5-397B-A17B large language model and Manim animation engine. Through multi-agent staged collaboration and automatic repair mechanisms, it transforms knowledge topics into controllable and editable teaching animations. The system includes five stages: planning, drafting, implementation, review, and synthesis. If rendering fails, logs can be automatically retrieved and repaired, allowing this engineering paradigm to be transferred to other tracks.","category":"Insights","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"First Prize in the First Rural Education Competition of the First \"Small Potential\" Competition: \"Smart Drawing Science Popularization\" Technology Breakdown - Aioga AI News","description":"The first prize-winning work in the rural education track of the inaugural \"Xiao You Ke\" competition, \"Smart Science Popularization,\" uses the Qwen3.5-397B-A17B large language mode","url":"https://www.aioga.com/en/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-18T04:59:03.284Z"},"ja":{"title":"第1回農村教育コンペティション「スモールポテンシャル」コンペティション「スマートドローイング科学普及」技術分解 1位","summary":"第1回「小幽可」コンペティションの農村教育トラックで受賞した「スマートサイエンス・ポピラリゼーション」は、Qwen3.5-397B-A17B大規模言語モデルとManimアニメーションエンジンを使用しています。マルチエージェントの段階的なコラボレーションと自動修復メカニズムを通じて、知識トピックを制御可能で編集可能な教育アニメーションへと変換します。 システムは計画、製図、実装、レビュー、統合の5段階で構成されています。レンダリングが失敗した場合、ログを自動的に回収・修復できるため、この工学パラダイムを他のトラックに移すことができます。","category":"ヒントと視点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"第1回農村教育コンペティション「スモールポテンシャル」コンペティション「スマートドローイング科学普及」技術分解 1位 - Aioga AIニュース","description":"第1回「小幽可」コンペティションの農村教育トラックで受賞した「スマートサイエンス・ポピラリゼーション」は、Qwen3.5-397B-A17B大規模言語モデルとManimアニメーションエンジンを使用しています。マルチエージェントの段階的なコラボレーションと自動修復メカニズムを通じて、知識トピックを制御可能で編集可能な教育アニメーションへと変換します。 システム","url":"https://www.aioga.com/ja/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-18T04:59:22.116Z"},"ko":{"title":"제1회 농촌 교육 대회 1등 \"스몰 포지널\" 대회: \"스마트 드로잉 과학 대중화\" 기술 분석","summary":"첫 번째 \"샤오유커\" 대회 농촌교육 트랙 1등 수상 작품인 \"스마트 과학 대중화\"는 Qwen3.5-397B-A17B 대형 언어 모델과 Manim 애니메이션 엔진을 사용합니다. 다중 에이전트 단계적 협업과 자동 복구 메커니즘을 통해 지식 주제를 제어 가능하고 편집 가능한 교육 애니메이션으로 변환합니다. 이 시스템은 계획, 도면 작성, 구현, 검토, 종합의 다섯 단계를 포함합니다. 렌더링이 실패할 경우, 로그를 자동으로 검색하여 수리할 수 있어 이 공학 패러다임을 다른 트랙으로 이전할 수 있습니다.","category":"인사이트","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"제1회 농촌 교육 대회 1등 \"스몰 포지널\" 대회: \"스마트 드로잉 과학 대중화\" 기술 분석 - Aioga AI 뉴스","description":"첫 번째 \"샤오유커\" 대회 농촌교육 트랙 1등 수상 작품인 \"스마트 과학 대중화\"는 Qwen3.5-397B-A17B 대형 언어 모델과 Manim 애니메이션 엔진을 사용합니다. 다중 에이전트 단계적 협업과 자동 복구 메커니즘을 통해 지식 주제를 제어 가능하고 편집 가능한 교육 애니메이션으로 변환합니다. 이 시스템은 계획, ","url":"https://www.aioga.com/ko/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-18T04:59:41.853Z"},"es":{"title":"Primer Premio en la primera competición de educación rural de la primera competición de \"pequeño potencial\": \"Divulgación de la ciencia del dibujo inteligente\" Desglose tecnológico","summary":"El primer trabajo galardonado en la modalidad de educación rural de la competición inaugural \"Xiao You Ke\", \"Smart Science Popularization\", utiliza el modelo de lenguaje grande Qwen3.5-397B-A17B y el motor de animación Manim. Mediante colaboración en etapas multiagente y mecanismos automáticos de reparación, transforma los temas de conocimiento en animaciones didácticas controlables y editables. El sistema incluye cinco etapas: planificación, redacción, implementación, revisión y síntesis. Si falla el renderizado, los registros pueden recuperarse y repararse automáticamente, permitiendo transferir este paradigma de ingeniería a otras vías.","category":"Ideas","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Primer Premio en la primera competición de educación rural de la primera competición de \"pequeño potencial\": \"Divulgación de la ciencia del dibujo inteligente\" Desglose tecnológico - Aioga Noticias de IA","description":"El primer trabajo galardonado en la modalidad de educación rural de la competición inaugural \"Xiao You Ke\", \"Smart Science Popularization\", utiliza el modelo de lenguaje grande Qwe","url":"https://www.aioga.com/es/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-18T05:00:02.130Z"},"fr":{"title":"Premier prix lors du premier concours d’éducation rurale du premier concours « petit potentiel » : « Vulgarisation de la science du dessin intelligent » Analyse technologique","summary":"Le premier travail primé dans la filière éducation rurale du concours inaugural « Xiao You Ke », « Smart Science Popularization », utilise le grand modèle de langage Qwen3.5-397B-A17B et le moteur d’animation Manim. Grâce à la collaboration multi-agents en étapes et aux mécanismes de réparation automatique, il transforme les sujets de connaissances en animations pédagogiques contrôlables et modifiables. Le système comprend cinq étapes : planification, rédaction, mise en œuvre, révision et synthèse. Si le rendu échoue, les journaux peuvent être automatiquement récupérés et réparés, permettant de transférer ce paradigme d’ingénierie à d’autres pistes.","category":"Analyses","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Premier prix lors du premier concours d’éducation rurale du premier concours « petit potentiel » : « Vulgarisation de la science du dessin intelligent » Analyse technologique - Aioga Actualités IA","description":"Le premier travail primé dans la filière éducation rurale du concours inaugural « Xiao You Ke », « Smart Science Popularization », utilise le grand modèle de langage Qwen3.5-397B-A","url":"https://www.aioga.com/fr/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-18T05:00:21.394Z"},"de":{"title":"Erste \"Kleine, aber vielversprechende\" Wettbewerb Dorfbildungs-Preis Erstplatzierter Beitrag \"Intelligente Wissensvermittlung\" Technikaufteilung","summary":"Der Erstplatzierte Beitrag im Bereich Dorfbildung des ersten \"Kleine, aber vielversprechende\" Wettbewerbs \"Intelligente Wissensvermittlung\" nutzt das Qwen3.5-397B-A17B Sprachmodell und die Manim-Animations-Engine. Durch mehrstufige Agenten-Kollaboration und automatische Reparaturmechanismen werden Wissensinhalte in kontrollierbare, editierbare Lehranimationsvideos umgesetzt. Das System umfasst fünf Phasen: Planung, Entwurf, Umsetzung, Überprüfung und Synthese. Bei Rendering-Fehlern können Logs automatisch extrahiert und repariert werden. Dieses Entwicklungsparadigma kann auf andere Wettbewerbsbereiche übertragen werden.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Erste \"Kleine, aber vielversprechende\" Wettbewerb Dorfbildungs-Preis Erstplatzierter Beitrag \"Intelligente Wissensvermittlung\" Technikaufteilung - Aioga KI-News","description":"Der Erstplatzierte Beitrag im Bereich Dorfbildung des ersten \"Kleine, aber vielversprechende\" Wettbewerbs \"Intelligente Wissensvermittlung\" nutzt das Qwen3.5-397B-A17B Sprachmodell","url":"https://www.aioga.com/de/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:11.141Z"},"pt-BR":{"title":"Análise técnica da obra vencedora do primeiro concurso \"Pequenas Conquistas\" na categoria Educação Rural, \"Ciência Popular Inteligente\"","summary":"A obra vencedora do primeiro concurso \"Pequenas Conquistas\" na categoria Educação Rural, \"Ciência Popular Inteligente\", utiliza o grande modelo de linguagem Qwen3.5-397B-A17B e o motor de animação Manim, por meio de colaboração multagente em fases e mecanismos de correção automática, transformando temas de conhecimento em animações educativas controláveis e editáveis. O sistema inclui cinco fases: planejamento, rascunho, implementação, revisão e síntese; quando a renderização falha, ele pode extrair logs automaticamente e corrigir. Este paradigma de engenharia pode ser transferido para outras categorias.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Análise técnica da obra vencedora do primeiro concurso \"Pequenas Conquistas\" na categoria Educação Rural, \"Ciência Popular Inteligente\" - Aioga Notícias de IA","description":"A obra vencedora do primeiro concurso \"Pequenas Conquistas\" na categoria Educação Rural, \"Ciência Popular Inteligente\", utiliza o grande modelo de linguagem Qwen3.5-397B-A17B e o m","url":"https://www.aioga.com/pt-BR/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:09.314Z"},"ru":{"title":"Технический разбор работы-победителя первого конкурса «Малые возможности» в сельском образовании «Разумное научное просвещение»","summary":"Работа-победитель первого конкурса «Малые возможности» в категории сельского образования «Разумное научное просвещение» использует большую языковую модель Qwen3.5-397B-A17B и анимационный движок Manim. Посредством многолетапного сотрудничества нескольких агентов и механизма автоматического исправления система преобразует темы знаний в управляемые, редактируемые обучающие анимации. Система включает пять этапов: планирование, эскиз, реализация, проверка и синтез. В случае неудачной визуализации автоматически извлекаются журналы и выполняется исправление. Эта инженерная парадигма может быть перенесена на другие направления конкурса.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Технический разбор работы-победителя первого конкурса «Малые возможности» в сельском образовании «Разумное научное просвещение» - Aioga Новости ИИ","description":"Работа-победитель первого конкурса «Малые возможности» в категории сельского образования «Разумное научное просвещение» использует большую языковую модель Qwen3.5-397B-A17B и анима","url":"https://www.aioga.com/ru/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:10.005Z"},"ar":{"title":"التحليل الفني للفائز بالمركز الأول في مسابقة \"صغير ولكن واعد\" لمجال التعليم الريفي \"الرسم التوضيحي للعلوم الشعبية\"","summary":"الفائز بالمركز الأول في مسابقة \"صغير ولكن واعد\" لمجال التعليم الريفي \"الرسم التوضيحي للعلوم الشعبية\" يستخدم نموذج اللغة الكبير Qwen3.5-397B-A17B ومحرك الرسوم المتحركة Manim، من خلال تعاون متعدد الوكلاء على مراحل وآلية إصلاح تلقائي، لتحويل موضوع المعرفة إلى رسوم تعليمية قابلة للتحكم والتعديل. يتضمن النظام خمس مراحل: التخطيط، المسودة، التنفيذ، المراجعة، والدمج، وعند فشل العرض يمكن استخراج السجلات وإصلاحها تلقائياً، ويمكن نقل هذا النموذج الهندسي إلى مجالات أخرى من المسابقة.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"التحليل الفني للفائز بالمركز الأول في مسابقة \"صغير ولكن واعد\" لمجال التعليم الريفي \"الرسم التوضيحي للعلوم الشعبية\" - Aioga أخبار الذكاء الاصطناعي","description":"الفائز بالمركز الأول في مسابقة \"صغير ولكن واعد\" لمجال التعليم الريفي \"الرسم التوضيحي للعلوم الشعبية\" يستخدم نموذج اللغة الكبير Qwen3.5-397B-A17B ومحرك الرسوم المتحركة Manim، من خلا","url":"https://www.aioga.com/ar/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:10.899Z"},"hi":{"title":"पहली बार \"छोटी उपलब्धि\" प्रतियोगिता ग्रामीण शिक्षा प्रथम पुरस्कार विजेता作品 \"झिन्हुई विज्ञान प्रसार\" तकनीकी विश्लेषण","summary":"पहली बार \"छोटी उपलब्धि\" प्रतियोगिता ग्रामीण शिक्षा ट्रैक प्रथम पुरस्कार विजेता作品 \"झिन्हुई विज्ञान प्रसार\" ने Qwen3.5-397B-A17B बड़े भाषा मॉडल और Manim एनीमेशन इंजन का उपयोग किया, और मल्टी-एजेंट चरणबद्ध सहयोग और स्वचालित सुधार तंत्र के माध्यम से ज्ञान विषयों को नियंत्रित और संपादन योग्य शिक्षण एनीमेशन में बदल दिया। सिस्टम में योजना, प्रारूप, कार्यान्वयन, समीक्षा और समेकन के पांच चरण शामिल हैं, और जब रेंडरिंग विफल हो जाती है तो यह अपने आप लॉग निकाल सकता है और इसे सुधार सकता है। यह इंजीनियरिंग पैटर्न अन्य ट्रैकों में भी स्थानांतरित किया जा सकता है।","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"पहली बार \"छोटी उपलब्धि\" प्रतियोगिता ग्रामीण शिक्षा प्रथम पुरस्कार विजेता作品 \"झिन्हुई विज्ञान प्रसार\" तकनीकी विश्लेषण - Aioga AI समाचार","description":"पहली बार \"छोटी उपलब्धि\" प्रतियोगिता ग्रामीण शिक्षा ट्रैक प्रथम पुरस्कार विजेता作品 \"झिन्हुई विज्ञान प्रसार\" ने Qwen3.5-397B-A17B बड़े भाषा मॉडल और Manim एनीमेशन इंजन का उपयोग किया, औ","url":"https://www.aioga.com/hi/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:12.241Z"},"it":{"title":"Analisi tecnica del lavoro vincitore del primo premio del concorso \"Piccole Promesse\" nella categoria Educazione Rurale, \"Zhihui Kēpǔ\"","summary":"Il lavoro vincitore del primo premio nella categoria Educazione Rurale del primo concorso \"Piccole Promesse\", \"Zhihui Kēpǔ\", utilizza il modello di linguaggio di grandi dimensioni Qwen3.5-397B-A17B e il motore di animazione Manim, attraverso una collaborazione multi-agente a fasi e un meccanismo di auto-correzione, trasformando i temi di conoscenza in animazioni didattiche controllabili e modificabili. Il sistema comprende cinque fasi: pianificazione, bozza, realizzazione, revisione e sintesi; in caso di fallimento del rendering è possibile estrarre automaticamente i log e correggerli. Questo paradigma ingegneristico può essere trasferito ad altre categorie.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Analisi tecnica del lavoro vincitore del primo premio del concorso \"Piccole Promesse\" nella categoria Educazione Rurale, \"Zhihui Kēpǔ\" - Aioga Notizie IA","description":"Il lavoro vincitore del primo premio nella categoria Educazione Rurale del primo concorso \"Piccole Promesse\", \"Zhihui Kēpǔ\", utilizza il modello di linguaggio di grandi dimensioni ","url":"https://www.aioga.com/it/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:09.986Z"},"nl":{"title":"Uitleg van de technologie achter het eerste prijzengeld winnende werk \"Zhihui Kēpǔ\" in de categorie plattelands­onderwijs van de eerste \"Xiao You Ke Wei\" competitie","summary":"Het eerste prijzengeld winnende werk \"Zhihui Kēpǔ\" in de categorie plattelands­onderwijs van de eerste \"Xiao You Ke Wei\" competitie maakt gebruik van het grote taalmodel Qwen3.5-397B-A17B en de Manim-animatie-engine. Via multi-agent gefaseerde samenwerking en een automatisch herstelmechanisme wordt het kennis­onderwerp omgezet in controleerbare, bewerkbare educatieve animaties. Het systeem omvat vijf fasen: planning, concept, implementatie, beoordeling en samenstelling. Bij renderfouten kunnen automatisch logs worden geëxtraheerd en hersteld. Dit engineeringparadigma kan worden overgedragen naar andere categorieën.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Uitleg van de technologie achter het eerste prijzengeld winnende werk \"Zhihui Kēpǔ\" in de categorie plattelands­onderwijs van de eerste \"Xiao You Ke Wei\" competitie - Aioga AI-nieuws","description":"Het eerste prijzengeld winnende werk \"Zhihui Kēpǔ\" in de categorie plattelands­onderwijs van de eerste \"Xiao You Ke Wei\" competitie maakt gebruik van het grote taalmodel Qwen3.5-39","url":"https://www.aioga.com/nl/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:09.519Z"},"tr":{"title":"İlk \"Küçük Ama Yapabilir\" Yarışması kırsal eğitim birincilik ödülü eseri \"Akıllı Popüler Bilim\" teknolojisinin çözümlemesi","summary":"İlk \"Küçük Ama Yapabilir\" Yarışması kırsal eğitim birincilik ödülü eseri \"Akıllı Popüler Bilim\", Qwen3.5-397B-A17B büyük dil modeli ve Manim animasyon motorunu kullanarak, çoklu ajanlarla aşamalı işbirliği ve otomatik düzeltme mekanizması sayesinde bilgi konularını kontrol edilebilir ve düzenlenebilir öğretim animasyonlarına dönüştürüyor. Sistem beş aşama içeriyor: planlama, taslak, uygulama, inceleme ve sentez; render başarısız olduğunda otomatik olarak günlükleri çıkarıp düzeltme yapabiliyor. Bu mühendislik paradigması diğer yarışma kategorilerine de taşınabilir.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"İlk \"Küçük Ama Yapabilir\" Yarışması kırsal eğitim birincilik ödülü eseri \"Akıllı Popüler Bilim\" teknolojisinin çözümlemesi - Aioga AI Haberleri","description":"İlk \"Küçük Ama Yapabilir\" Yarışması kırsal eğitim birincilik ödülü eseri \"Akıllı Popüler Bilim\", Qwen3.5-397B-A17B büyük dil modeli ve Manim animasyon motorunu kullanarak, çoklu aj","url":"https://www.aioga.com/tr/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:11.879Z"},"vi":{"title":"Giải thưởng hạng nhất cuộc thi \"Nhỏ nhưng khả thi\" cho giáo dục nông thôn: Phân tích kỹ thuật tác phẩm \"Trí họa khoa phổ\"","summary":"Tác phẩm hạng nhất hàng mục giáo dục nông thôn của cuộc thi \"Nhỏ nhưng khả thi\" \"Trí họa khoa phổ\" sử dụng mô hình ngôn ngữ lớn Qwen3.5-397B-A17B kết hợp với động cơ hoạt họa Manim, thông qua hợp tác đa tác nhân theo giai đoạn và cơ chế tự sửa lỗi, chuyển nội dung kiến thức thành video dạy học có thể kiểm soát và chỉnh sửa được. Hệ thống bao gồm năm giai đoạn: lập kế hoạch, phác thảo, thực hiện, đánh giá, tổng hợp; khi render thất bại, có thể tự động trích xuất nhật ký và sửa lỗi. Mô hình kỹ thuật này có thể chuyển giao sang các hạng mục khác.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Giải thưởng hạng nhất cuộc thi \"Nhỏ nhưng khả thi\" cho giáo dục nông thôn: Phân tích kỹ thuật tác phẩm \"Trí họa khoa phổ\" - Tin tức AI Aioga","description":"Tác phẩm hạng nhất hàng mục giáo dục nông thôn của cuộc thi \"Nhỏ nhưng khả thi\" \"Trí họa khoa phổ\" sử dụng mô hình ngôn ngữ lớn Qwen3.5-397B-A17B kết hợp với động cơ hoạt họa Manim","url":"https://www.aioga.com/vi/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:11.438Z"},"id":{"title":"Analisis teknis karya pemenang pertama \"Xiaoyou Kewei\" kompetisi pendidikan pedesaan \"Zhi Hui Ke Pu\"","summary":"Karya pemenang pertama jalur pendidikan pedesaan \"Zhi Hui Ke Pu\" dalam kompetisi \"Xiaoyou Kewei\" menggunakan model bahasa besar Qwen3.5-397B-A17B dan mesin animasi Manim, melalui kolaborasi multi-agent bertahap dan mekanisme perbaikan otomatis, mengubah tema pengetahuan menjadi animasi pengajaran yang terkendali dan dapat diedit. Sistem ini mencakup lima tahap: perencanaan, draf, implementasi, peninjauan, dan komposisi. Ketika rendering gagal, dapat otomatis mengekstrak log dan memperbaiki, paradigma proyek ini dapat dipindahkan ke jalur lain.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Analisis teknis karya pemenang pertama \"Xiaoyou Kewei\" kompetisi pendidikan pedesaan \"Zhi Hui Ke Pu\" - Berita AI Aioga","description":"Karya pemenang pertama jalur pendidikan pedesaan \"Zhi Hui Ke Pu\" dalam kompetisi \"Xiaoyou Kewei\" menggunakan model bahasa besar Qwen3.5-397B-A17B dan mesin animasi Manim, melalui k","url":"https://www.aioga.com/id/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:09.285Z"},"th":{"title":"การถอดรหัสเทคนิคผลงานรางวัลชนะเลิศอันดับหนึ่ง สาขาการศึกษาในชนบท ของการแข่งขัน \"เล็กแต่มีศักยภาพ\" ชื่อผลงาน \"智绘科普\"","summary":"ผลงานรางวัลชนะเลิศอันดับหนึ่ง สาขาการศึกษาในชนบท ของการแข่งขัน \"เล็กแต่มีศักยภาพ\" ชื่อ \"智绘科普\" ใช้โมเดลภาษาใหญ่ Qwen3.5-397B-A17B ร่วมกับเอนจินแอนิเมชัน Manim ผ่านกระบวนการทำงานร่วมกันแบบหลายตัวแทน (Multi-Agent) เป็นขั้นตอนและกลไกการซ่อมแซมอัตโนมัติ เพื่อเปลี่ยนหัวข้อความรู้ให้เป็นแอนิเมชันการสอนที่ควบคุมและแก้ไขได้ ระบบประกอบด้วยห้าขั้นตอนคือ การวางแผน, ร่าง, การดำเนินการ, การตรวจสอบ และการสังเคราะห์ ในกรณีที่การเรนเดอร์ล้มเหลวสามารถดึงบันทึกและแก้ไขอัตโนมัติได้ รูปแบบวิศวกรรมนี้สามารถนำไปใช้กับเส้นทางการแข่งขันอื่นได้","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"การถอดรหัสเทคนิคผลงานรางวัลชนะเลิศอันดับหนึ่ง สาขาการศึกษาในชนบท ของการแข่งขัน \"เล็กแต่มีศักยภาพ\" ชื่อผลงาน \"智绘科普\" - ข่าว AI Aioga","description":"ผลงานรางวัลชนะเลิศอันดับหนึ่ง สาขาการศึกษาในชนบท ของการแข่งขัน \"เล็กแต่มีศักยภาพ\" ชื่อ \"智绘科普\" ใช้โมเดลภาษาใหญ่ Qwen3.5-397B-A17B ร่วมกับเอนจินแอนิเมชัน Manim ผ่านกระบวนการทำงานร่วม","url":"https://www.aioga.com/th/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:12.287Z"},"pl":{"title":"Rozbicie technologiczne zwycięskiego dzieła pierwszej edycji konkursu „Mało, ale z potencjałem” w kategorii edukacja wsi – „Inteligentne ilustracje naukowe”","summary":"Zwycięskie dzieło pierwszej edycji konkursu „Mało, ale z potencjałem” w kategorii edukacja wsi – „Inteligentne ilustracje naukowe” korzysta z dużego modelu językowego Qwen3.5-397B-A17B oraz silnika animacyjnego Manim, wykorzystując współpracę wielu agentów w etapach oraz mechanizmy automatycznej naprawy, aby przekształcić temat wiedzy w kontrolowane, edytowalne animacje edukacyjne. System obejmuje pięć etapów: planowanie, szkic, realizacja, przegląd oraz syntezę; w przypadku niepowodzenia renderowania logi są automatycznie wyciągane i naprawiane. Ten model inżynieryjny może być przeniesiony do innych kategorii.","category":"技巧观点","source":"公众号：通义实验室（千问）","aggregationSource":"公众号：通义实验室（千问）","pageTitle":"Rozbicie technologiczne zwycięskiego dzieła pierwszej edycji konkursu „Mało, ale z potencjałem” w kategorii edukacja wsi – „Inteligentne ilustracje naukowe” - Aioga Wiadomości AI","description":"Zwycięskie dzieło pierwszej edycji konkursu „Mało, ale z potencjałem” w kategorii edukacja wsi – „Inteligentne ilustracje naukowe” korzysta z dużego modelu językowego Qwen3.5-397B-","url":"https://www.aioga.com/pl/news/cmrorbywu06cebitoixzgpb5l/","contentTranslated":true,"sourceHash":"88e507383167f01c","translatedAt":"2026-07-19T12:15:11.730Z"}}}}