{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-28T05:20:57.982Z","headline":"昆仑万维方汉：Token堆不出AI原生组织，模型才是长期立足之本","description":"昆仑万维CEO方汉在WAIC圆桌上指出，单纯堆砌Token消耗量无法衡量AI价值，模型能力需依赖Claude Code等Coding Agent建立的工程框架才能转化为生产力。他透露昆仑万维仍在持续训练模型，并将发布音乐、具身世界和游戏世界模型，认为模型与算力是AI公司长期立足的基础。方汉同时警示，AI编程带来的技术债可能导致生产事故增幅达数倍，代码审查与责任机制必须同步加强。","url":"https://www.aioga.com/news/cmrxfjpf800tero983dojzltm/","mainEntityOfPage":"https://www.aioga.com/news/cmrxfjpf800tero983dojzltm/","datePublished":"2026-07-23T11:20:00.000Z","dateModified":"2026-07-23T11:20:00.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://mp.weixin.qq.com/s/TEAuv29LPgmjQG_rO3b_Ag","https://aihot.virxact.com/items/cmrxfjpf800tero983dojzltm"],"canonicalUrl":"https://www.aioga.com/news/cmrxfjpf800tero983dojzltm/","directAnswer":{"@type":"Answer","text":"方汉在WAIC圆桌上表示，Token消耗量不能单独衡量AI价值，模型能力还需借助Coding Agent建立的工程框架转化为生产力；昆仑万维将继续训练模型，并计划发布音乐、具身世界和游戏世界模型。","url":"https://www.aioga.com/news/cmrxfjpf800tero983dojzltm/","dateCreated":"2026-07-23T11:20:00.000Z","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":"公众号：昆仑万维（天工） source article","url":"https://mp.weixin.qq.com/s/TEAuv29LPgmjQG_rO3b_Ag","datePublished":"2026-07-23T11:20:00.000Z","provider":{"@type":"Organization","name":"公众号：昆仑万维（天工）","url":"https://mp.weixin.qq.com/s/TEAuv29LPgmjQG_rO3b_Ag"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmrxfjpf800tero983dojzltm","datePublished":"2026-07-23T11:20:00.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmrxfjpf800tero983dojzltm"}}],"aggregationSource":"公众号：昆仑万维（天工）","originalPublisher":{"name":"公众号：昆仑万维（天工）","url":"https://mp.weixin.qq.com/s/TEAuv29LPgmjQG_rO3b_Ag"},"article":{"id":"cmrxfjpf800tero983dojzltm","slug":"cmrxfjpf800tero983dojzltm","url":"https://www.aioga.com/news/cmrxfjpf800tero983dojzltm/","title":"昆仑万维方汉：Token堆不出AI原生组织，模型才是长期立足之本","title_en":"昆仑万维方汉：Token堆不出AI原生组织，模型才是长期立足之本 | 腾讯WAIC之夜","summary":"昆仑万维CEO方汉在WAIC圆桌上指出，单纯堆砌Token消耗量无法衡量AI价值，模型能力需依赖Claude Code等Coding Agent建立的工程框架才能转化为生产力。他透露昆仑万维仍在持续训练模型，并将发布音乐、具身世界和游戏世界模型，认为模型与算力是AI公司长期立足的基础。方汉同时警示，AI编程带来的技术债可能导致生产事故增幅达数倍，代码审查与责任机制必须同步加强。","source":"公众号：昆仑万维（天工）","sourceUrl":"https://mp.weixin.qq.com/s/TEAuv29LPgmjQG_rO3b_Ag","aiHotUrl":"https://aihot.virxact.com/items/cmrxfjpf800tero983dojzltm","publishedAt":"2026-07-23T11:20:00.000Z","category":"技巧观点","score":66,"selected":true,"articleBody":["昆仑万维CEO方汉在WAIC圆桌上指出，单纯堆砌Token消耗量无法衡量AI价值，模型能力需依赖Claude Code等Coding Agent建立的工程框架才能转化为生产力。","他透露昆仑万维仍在持续训练模型，并将发布音乐、具身世界和游戏世界模型，认为模型与算力是AI公司长期立足的基础。","方汉同时警示，AI编程带来的技术债可能导致生产事故增幅达数倍，代码审查与责任机制必须同步加强。"],"articleImages":[],"mediaStatus":"none","articleBodyZh":[],"translationStatus":"","bodyOrigin":"summary-fallback","editorial":{"summary":"方汉在WAIC圆桌上表示，Token消耗量不能单独衡量AI价值，模型能力还需借助Coding Agent建立的工程框架转化为生产力；昆仑万维将继续训练模型，并计划发布音乐、具身世界和游戏世界模型。","background":"此次讨论围绕AI原生组织、模型投入与工程落地展开。方汉将模型与算力视为AI公司长期立足的基础，同时把代码审查、技术债控制和责任机制列为AI编程规模化应用中的必要环节。","viewpoint":"Aioga判断，这一观点把评估重点从Token用量转向模型能力、工程框架与治理机制的组合。值得关注的是，材料只呈现了方汉的主张，尚未提供相关模型效果、投入规模或生产事故统计的验证细节。","implications":"对采用AI编程的组织而言，可能需要同时评估生成效率与代码质量，避免仅以调用量或Token消耗衡量产出。方汉关于生产事故可能增长数倍的警示，也意味着代码审查和责任划分需同步加强。","nextStep":"值得关注昆仑万维后续是否按计划发布音乐、具身世界和游戏世界模型，以及是否披露可验证的能力指标。企业推进Coding Agent时，可优先建立人工复核、代码审查和责任追踪机制。","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":"2026-07-26T20:29:08.089Z","sourceHash":"43c8b06fcbeadc68","review":{"approved":true,"groundedness":94,"clarity":92,"duplicationRisk":32,"blockingIssues":[],"notes":["候选内容准确区分了方汉的主张与“Aioga判断”，并明确指出来源未提供模型效果、投入规模及生产事故统计的验证细节。","background、implications与nextStep对代码审查和责任机制的表述存在少量重复，但未达到影响阅读或构成内容重复风险的程度。","“按计划发布”可更严谨地改为“是否发布”，因为来源仅称“将发布”，未提供明确时间表；此项属于可选措辞优化。"]},"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：昆仑万维（天工）"],"translations":{"zh-CN":{"title":"昆仑万维方汉：Token堆不出AI原生组织，模型才是长期立足之本","summary":"昆仑万维CEO方汉在WAIC圆桌上指出，单纯堆砌Token消耗量无法衡量AI价值，模型能力需依赖Claude Code等Coding Agent建立的工程框架才能转化为生产力。他透露昆仑万维仍在持续训练模型，并将发布音乐、具身世界和游戏世界模型，认为模型与算力是AI公司长期立足的基础。方汉同时警示，AI编程带来的技术债可能导致生产事故增幅达数倍，代码审查与责任机制必须同步加强。","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"昆仑万维方汉：Token堆不出AI原生组织，模型才是长期立足之本 - Aioga AI资讯","description":"昆仑万维CEO方汉在WAIC圆桌上指出，单纯堆砌Token消耗量无法衡量AI价值，模型能力需依赖Claude Code等Coding Agent建立的工程框架才能转化为生产力。他透露昆仑万维仍在持续训练模型，并将发布音乐、具身世界和游戏世界模型，认为模型与算力是AI公司长期立足的基础。方汉同时警示，AI编程带来的技术债可能导致生产事故增幅达数倍，代码审查与责...","url":"https://www.aioga.com/news/cmrxfjpf800tero983dojzltm/"},"en":{"title":"Kunlun Wanwei Fang Han: Tokens alone cannot produce AI-native organizations; the model is the foundation for long-term sustainability","summary":"Kunlun Wanwei CEO Fang Han pointed out at the WAIC roundtable that simply accumulating token consumption cannot measure AI's value; the model's capabilities need to rely on engineering frameworks built by Coding Agents such as Claude Code to be transformed into productivity. He revealed that Kunlun Wanwei is still continuously training models and will release models for music, the embodied world, and the gaming world, believing that models and computing power are the long-term foundation for AI companies. Fang Han also warned that the technical debt brought by AI programming could lead to several-fold increases in production accidents, and that code review and accountability mechanisms must be strengthened simultaneously.","category":"Insights","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Tokens alone cannot produce AI-native organizations; the model is the foundation for long-term sustainability - Aioga AI News","description":"Kunlun Wanwei CEO Fang Han pointed out at the WAIC roundtable that simply accumulating token consumption cannot measure AI's value; the model's capabilities need to rely on enginee...","url":"https://www.aioga.com/en/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:04:36.176Z"},"ja":{"title":"昆仑万維方漢：TokenだけではAI原生組織は作れず、モデルこそが長期的な基盤である","summary":"昆侖万維のCEOである方漢はWAICの円卓で、単にトークン消費量を積み重ねるだけではAIの価値を測れず、モデルの能力はClaude Codeなどのコーディングエージェントが構築するエンジニアリングフレームワークに依存して初めて生産性に変換されると指摘した。彼は昆侖万維が依然としてモデルの訓練を続けており、音楽、具現世界、ゲーム世界のモデルを公開する予定であることを明かし、モデルと算力がAI企業の長期的な基盤であると考えていると述べた。方漢は同時に、AIプログラミングによる技術的負債が生産事故の増加を数倍に引き起こす可能性があり、コードレビューと責任体制を同時に強化する必要があると警告した。","category":"ヒントと視点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"昆仑万維方漢：TokenだけではAI原生組織は作れず、モデルこそが長期的な基盤である - Aioga AIニュース","description":"昆侖万維のCEOである方漢はWAICの円卓で、単にトークン消費量を積み重ねるだけではAIの価値を測れず、モデルの能力はClaude Codeなどのコーディングエージェントが構築するエンジニアリングフレームワークに依存して初めて生産性に変換されると指摘した。彼は昆侖万維が依然としてモデルの訓練を続けており、音楽、具現世界、ゲーム世界のモデルを公開する予定である...","url":"https://www.aioga.com/ja/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:04:45.772Z"},"ko":{"title":"쿤룬완웨이방한: 토큰만으로는 AI 원생 조직을 만들 수 없고, 모델이야말로 장기적인 기반이다","summary":"쿤룬완웨이 CEO 팡한은 WAIC 원탁회의에서 단순히 토큰 소비량을 쌓는 것만으로는 AI의 가치를 측정할 수 없으며, 모델의 능력은 Claude Code 등 Coding Agent가 구축한 엔지니어링 프레임워크에 의존해야 생산성으로 전환될 수 있다고 지적했습니다. 그는 쿤룬완웨이가 여전히 모델 훈련을 지속하고 있으며 음악, 체감 세계 및 게임 세계 모델을 공개할 예정이라고 밝혔으며, 모델과 연산 능력이 AI 기업의 장기적인 기반이라고 평가했습니다. 팡한은 동시에 AI 프로그래밍이 가져올 기술 부채가 생산 사고 증가를 몇 배로 높일 수 있으며, 코드 검토와 책임 메커니즘을 동시에 강화해야 한다고 경고했습니다.","category":"인사이트","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"쿤룬완웨이방한: 토큰만으로는 AI 원생 조직을 만들 수 없고, 모델이야말로 장기적인 기반이다 - Aioga AI 뉴스","description":"쿤룬완웨이 CEO 팡한은 WAIC 원탁회의에서 단순히 토큰 소비량을 쌓는 것만으로는 AI의 가치를 측정할 수 없으며, 모델의 능력은 Claude Code 등 Coding Agent가 구축한 엔지니어링 프레임워크에 의존해야 생산성으로 전환될 수 있다고 지적했습니다. 그는 쿤룬완웨이가 여전히 모델 훈련을 지속하고 있으며 음악...","url":"https://www.aioga.com/ko/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:05:25.698Z"},"es":{"title":"Kunlun Wanwei Fang Han: El montón de tokens no puede producir organizaciones nativas de IA, el modelo es la base para establecerse a largo plazo","summary":"El CEO de Kunlun Wanwei, Fang Han, señaló en la mesa redonda de WAIC que simplemente acumular el consumo de Tokens no puede medir el valor de la IA; la capacidad del modelo debe depender de marcos de ingeniería construidos por agentes de codificación como Claude Code para poder convertirse en productividad. Reveló que Kunlun Wanwei sigue entrenando modelos y lanzará modelos de música, mundo incorporado y mundo de juegos, considerando que los modelos y la capacidad de cómputo son la base a largo plazo para que las empresas de IA se mantengan. Fang Han también advirtió que la deuda técnica provocada por la programación de IA podría aumentar varios veces los incidentes de producción, y que la revisión de código y los mecanismos de responsabilidad deben fortalecerse al mismo tiempo.","category":"Ideas","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: El montón de tokens no puede producir organizaciones nativas de IA, el modelo es la base para establecerse a largo plazo - Aioga Noticias de IA","description":"El CEO de Kunlun Wanwei, Fang Han, señaló en la mesa redonda de WAIC que simplemente acumular el consumo de Tokens no puede medir el valor de la IA; la capacidad del modelo debe de...","url":"https://www.aioga.com/es/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:05:27.543Z"},"fr":{"title":"Kunlun Wanwei Fang Han : Une pile de tokens ne peut pas produire une organisation native de l'IA, le modèle est la véritable base pour s'établir à long terme","summary":"Fang Han, le PDG de Kunlun Wanwei, a souligné lors de la table ronde du WAIC que l'accumulation pure de consommation de jetons ne peut pas mesurer la valeur de l'IA, et que les capacités des modèles doivent s'appuyer sur des cadres d'ingénierie établis par des agents de codage tels que Claude Code pour se transformer en productivité. Il a révélé que Kunlun Wanwei continue d'entraîner ses modèles et prévoit de publier des modèles pour la musique, le monde incarné et le monde du jeu, estimant que les modèles et la puissance de calcul constituent la base à long terme des entreprises d'IA. Fang Han a également averti que les dettes techniques engendrées par la programmation IA pourraient provoquer une augmentation de plusieurs fois des accidents de production, et que la révision du code ainsi que le mécanisme de responsabilité doivent être renforcés simultanément.","category":"Analyses","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han : Une pile de tokens ne peut pas produire une organisation native de l'IA, le modèle est la véritable base pour s'établir à long terme - Aioga Actualités IA","description":"Fang Han, le PDG de Kunlun Wanwei, a souligné lors de la table ronde du WAIC que l'accumulation pure de consommation de jetons ne peut pas mesurer la valeur de l'IA, et que les cap...","url":"https://www.aioga.com/fr/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:06:03.882Z"},"de":{"title":"Kunlun Wanwei Fang Han: Token kann keine AI-native Organisation aufbauen, das Modell ist die Grundlage für langfristiges Bestehen","summary":"Kunlun Wanwei-CEO Fang Han wies bei der WAIC-Rundtischdiskussion darauf hin, dass die bloße Anhäufung von Token-Verbrauch den Wert von KI nicht messen könne. Die Fähigkeiten eines Modells müssten auf Ingenieursrahmenwerken basieren, die von Coding Agents wie Claude Code aufgebaut werden, um in Produktivität umgesetzt zu werden. Er enthüllte, dass Kunlun Wanwei weiterhin Modelle trainiert und Musik-, verkörperte Welt- und Spielwelt-Modelle veröffentlichen werde, und er ist der Ansicht, dass Modelle und Rechenleistung die Grundlage für das langfristige Bestehen von KI-Unternehmen bilden. Fang Han warnte gleichzeitig, dass die durch KI-Programmierung verursachten technischen Schulden die Produktionsunfälle um ein Vielfaches erhöhen könnten, und dass Code-Reviews und Verantwortungsmechanismen gleichzeitig gestärkt werden müssten.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Token kann keine AI-native Organisation aufbauen, das Modell ist die Grundlage für langfristiges Bestehen - Aioga KI-News","description":"Kunlun Wanwei-CEO Fang Han wies bei der WAIC-Rundtischdiskussion darauf hin, dass die bloße Anhäufung von Token-Verbrauch den Wert von KI nicht messen könne. Die Fähigkeiten eines...","url":"https://www.aioga.com/de/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:06:05.408Z"},"pt-BR":{"title":"Kunlun Wanwei Fang Han: Pilhas de Tokens não criam organizações nativas de IA, o modelo é a base para uma presença sustentável a longo prazo","summary":"O CEO da Kunlun Wanwei, Fang Han, apontou na mesa redonda do WAIC que simplesmente acumular o consumo de tokens não pode medir o valor da IA, e que a capacidade do modelo precisa depender de frameworks de engenharia estabelecidos por agentes de codificação como o Claude Code para se transformar em produtividade. Ele revelou que a Kunlun Wanwei continua treinando os modelos e lançará modelos de música, mundo incorporado e mundo de jogos, acreditando que modelos e poder computacional são a base para a sustentabilidade a longo prazo das empresas de IA. Fang Han também alertou que a dívida técnica gerada pela programação de IA pode levar a um aumento múltiplo de acidentes de produção, e que a revisão de código e os mecanismos de responsabilidade devem ser fortalecidos simultaneamente.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Pilhas de Tokens não criam organizações nativas de IA, o modelo é a base para uma presença sustentável a longo prazo - Aioga Notícias de IA","description":"O CEO da Kunlun Wanwei, Fang Han, apontou na mesa redonda do WAIC que simplesmente acumular o consumo de tokens não pode medir o valor da IA, e que a capacidade do modelo precisa d...","url":"https://www.aioga.com/pt-BR/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:06:39.105Z"},"ru":{"title":"Куньлунь Ваньвэй Фан Хань: Стек токенов не может создать AI-оригинальные организации, модель является основой долгосрочного существования","summary":"Генеральный директор Kunlun Wanwei Фан Хань на круглом столе WAIC отметил, что простое увеличение потребления токенов не может измерить ценность ИИ, и возможности модели могут быть преобразованы в производительность только с помощью инженерной инфраструктуры, созданной Coding Agent, такого как Claude Code. Он сообщил, что Kunlun Wanwei продолжает обучение моделей и планирует выпуск моделей для музыки, воплощённого мира и игрового мира, считая, что модели и вычислительные мощности являются долгосрочной основой для ИИ-компаний. Фан Хань также предупредил, что технический долг, возникающий при программировании ИИ, может привести к многократному увеличению числа производственных инцидентов, поэтому проверки кода и механизмы ответственности необходимо одновременно усиливать.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Куньлунь Ваньвэй Фан Хань: Стек токенов не может создать AI-оригинальные организации, модель является основой долгосрочного существования - Aioga Новости ИИ","description":"Генеральный директор Kunlun Wanwei Фан Хань на круглом столе WAIC отметил, что простое увеличение потребления токенов не может измерить ценность ИИ, и возможности модели могут быть...","url":"https://www.aioga.com/ru/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:06:43.703Z"},"ar":{"title":"كونلون وانوي فان هان: حزمة الرموز لا تستطيع إنتاج منظمة ذكاء اصطناعي أصيلة، النموذج هو الأساس للبقاء على المدى الطويل","summary":"أشار فاهان، الرئيس التنفيذي لشركة كونلون واني، في الطاولة المستديرة لـ WAIC إلى أن مجرد زيادة استهلاك الرموز (Token) لا يمكن أن يقيس قيمة الذكاء الاصطناعي، وأن قدرة النماذج تحتاج إلى الاعتماد على أطر هندسية مبنية بواسطة وكلاء الترميز مثل Claude Code لتحويلها إلى إنتاجية. وكشف أنه لا تزال شركة كونلون واني تقوم بتدريب النماذج، وستصدر نماذج الموسيقى والعالم المتجسد ونماذج عالم الألعاب، معتبرًا أن النماذج وقدرات الحوسبة هما أساس استمرارية شركات الذكاء الاصطناعي على المدى الطويل. كما حذر فاهان من أن الديون التقنية الناجمة عن برمجة الذكاء الاصطناعي قد تؤدي إلى زيادة حوادث الإنتاج بعدة أضعاف، وأن مراجعة الشيفرة وآليات المساءلة يجب تعزيزها بالتوازي.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"كونلون وانوي فان هان: حزمة الرموز لا تستطيع إنتاج منظمة ذكاء اصطناعي أصيلة، النموذج هو الأساس للبقاء على المدى الطويل - Aioga أخبار الذكاء الاصطناعي","description":"أشار فاهان، الرئيس التنفيذي لشركة كونلون واني، في الطاولة المستديرة لـ WAIC إلى أن مجرد زيادة استهلاك الرموز (Token) لا يمكن أن يقيس قيمة الذكاء الاصطناعي، وأن قدرة النماذج تحتاج إ...","url":"https://www.aioga.com/ar/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:07:24.087Z"},"hi":{"title":"कुनलुन वानवई फांग हान: टोकन से AI मूल संगठन नहीं बनता, मॉडल ही दीर्घकालिक आधार है","summary":"कुनलुन वानवई के सीईओ फांग हान ने WAIC राउंडटेबल में指出 किया कि केवल टोकन की खपत को बढ़ाने से AI का मूल्य मापा नहीं जा सकता, मॉडल की क्षमता को केवल Claude Code जैसे कोडिंग एजेंट द्वारा बनाई गई इंजीनियरिंग फ्रेमवर्क के माध्यम से ही उत्पादकता में बदला जा सकता है। उन्होंने खुलासा किया कि कुनलुन वानवई अभी भी मॉडल को लगातार प्रशिक्षण दे रहा है और संगीत, संवितनशील दुनिया और गेमिंग दुनिया के मॉडल जारी करेगा, और मानते हैं कि मॉडल और कम्प्यूटिंग शक्ति AI कंपनियों के दीर्घकालिक अस्तित्व की बुनियाद हैं। फांग हान ने साथ ही चेतावनी दी कि AI प्रोग्रामिंग से उत्पन्न तकनीकी ऋण उत्पादन दुर्घटनाओं में कई गुना वृद्धि का कारण बन सकता है, और कोड समीक्षा और जिम्मेदारी प्रणाली को समानांतर रूप से मजबूत किया जाना चाहिए।","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"कुनलुन वानवई फांग हान: टोकन से AI मूल संगठन नहीं बनता, मॉडल ही दीर्घकालिक आधार है - Aioga AI समाचार","description":"कुनलुन वानवई के सीईओ फांग हान ने WAIC राउंडटेबल में指出 किया कि केवल टोकन की खपत को बढ़ाने से AI का मूल्य मापा नहीं जा सकता, मॉडल की क्षमता को केवल Claude Code जैसे कोडिंग एजेंट द्वा...","url":"https://www.aioga.com/hi/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:07:26.297Z"},"it":{"title":"Kunlun Wanwei Fang Han: L'ammasso di token non può creare organizzazioni AI native, il modello è la vera base per il lungo termine","summary":"Il CEO di Kunlun Wanwei, Fang Han, ha sottolineato durante la tavola rotonda del WAIC che l'accumulo semplice del consumo di token non può misurare il valore dell'AI; le capacità del modello devono affidarsi a framework ingegneristici creati da Coding Agent come Claude Code per essere trasformate in produttività. Ha rivelato che Kunlun Wanwei sta continuando ad addestrare i modelli e pubblicherà modelli per musica, mondo incarnato e mondo dei giochi, ritenendo che modelli e potenza di calcolo siano le basi su cui le aziende AI si mantengono a lungo termine. Fang Han ha avvertito anche che il debito tecnico derivante dalla programmazione AI potrebbe far aumentare gli incidenti produttivi di diverse volte, e che la revisione del codice e i meccanismi di responsabilità devono essere rafforzati contemporaneamente.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: L'ammasso di token non può creare organizzazioni AI native, il modello è la vera base per il lungo termine - Aioga Notizie IA","description":"Il CEO di Kunlun Wanwei, Fang Han, ha sottolineato durante la tavola rotonda del WAIC che l'accumulo semplice del consumo di token non può misurare il valore dell'AI; le capacità d...","url":"https://www.aioga.com/it/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:08:06.681Z"},"nl":{"title":"Kunlun Wanwei Fang Han: Token kan geen AI-native organisatie creëren, het model is de basis voor lange termijn bestaansrecht","summary":"Kunlun Wanwei CEO Fang Han wees tijdens de WAIC-ronde tafel erop dat het enkel opstapelen van tokenverbruik de waarde van AI niet kan meten, en dat de modelcapaciteit afhankelijk is van het op engineering gebaseerde kader dat door coding agents zoals Claude Code is opgebouwd om omgezet te worden in productiviteit. Hij onthulde dat Kunlun Wanwei nog steeds modellen blijft trainen en van plan is modellen voor muziek, een belichaamde wereld en een spelwereld uit te brengen, en hij gelooft dat modellen en rekenkracht de basis vormen voor AI-bedrijven op de lange termijn. Fang Han waarschuwde ook dat de technische schuld die door AI-programmering wordt veroorzaakt, kan leiden tot een verdubbeling of zelfs verdrievoudiging van productieongevallen, en dat codebeoordeling en aansprakelijkheidsmechanismen tegelijkertijd versterkt moeten worden.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Token kan geen AI-native organisatie creëren, het model is de basis voor lange termijn bestaansrecht - Aioga AI-nieuws","description":"Kunlun Wanwei CEO Fang Han wees tijdens de WAIC-ronde tafel erop dat het enkel opstapelen van tokenverbruik de waarde van AI niet kan meten, en dat de modelcapaciteit afhankelijk i...","url":"https://www.aioga.com/nl/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:08:03.083Z"},"tr":{"title":"Kunlun Wanwei Fang Han: Token yığını AI orijinal organizasyonu oluşturamaz, model uzun vadede ayakta kalmanın temelidir","summary":"Kunlun Wanwei CEO'su Fang Han, WAIC yuvarlak masa toplantısında, sadece Token tüketimini artırmanın AI değerini ölçmeye yetmeyeceğini, model yeteneklerinin Claude Code gibi Kodlama Ajanları tarafından oluşturulan mühendislik çerçevelerine bağlı olarak üretkenliğe dönüştürülebileceğini belirtti. Fang Han, Kunlun Wanwei'nin model eğitimine devam ettiğini ve müzik, bedenselleştirilmiş dünya ve oyun dünyası modellerini yayınlayacağını açıkladı; ayrıca model ve hesaplama gücünün AI şirketlerinin uzun vadeli dayanıklılığının temeli olduğunu düşündüğünü ifade etti. Fang Han aynı zamanda, AI programlamasından kaynaklanan teknik borcun üretim kazalarını birkaç kat artırabileceği uyarısında bulunarak, kod denetimi ve sorumluluk mekanizmalarının eş zamanlı olarak güçlendirilmesi gerektiğini vurguladı.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Token yığını AI orijinal organizasyonu oluşturamaz, model uzun vadede ayakta kalmanın temelidir - Aioga AI Haberleri","description":"Kunlun Wanwei CEO'su Fang Han, WAIC yuvarlak masa toplantısında, sadece Token tüketimini artırmanın AI değerini ölçmeye yetmeyeceğini, model yeteneklerinin Claude Code gibi Kodlama...","url":"https://www.aioga.com/tr/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:08:47.327Z"},"vi":{"title":"Kunlun Wanwei Fang Han: Token không thể tạo ra tổ chức AI nguyên sinh, mô hình mới là nền tảng lâu dài","summary":"CEO của Kunlun Wanwei, Phương Hán, đã chỉ ra tại bàn tròn WAIC rằng chỉ đơn thuần tích lũy lượng Token tiêu thụ không thể đo lường giá trị AI, khả năng của mô hình cần dựa vào các khung công trình do Coding Agent như Claude Code xây dựng mới có thể chuyển hóa thành năng suất. Ông tiết lộ Kunlun Wanwei vẫn đang tiếp tục huấn luyện mô hình, và sẽ phát hành các mô hình âm nhạc, thế giới thể hiện và thế giới trò chơi, cho rằng mô hình và sức mạnh tính toán là nền tảng lâu dài để các công ty AI đứng vững. Phương Hán cũng cảnh báo, nợ kỹ thuật do lập trình AI có thể dẫn đến mức tăng tai nạn sản xuất gấp nhiều lần, cơ chế xem xét mã và trách nhiệm phải được tăng cường đồng bộ.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Token không thể tạo ra tổ chức AI nguyên sinh, mô hình mới là nền tảng lâu dài - Tin tức AI Aioga","description":"CEO của Kunlun Wanwei, Phương Hán, đã chỉ ra tại bàn tròn WAIC rằng chỉ đơn thuần tích lũy lượng Token tiêu thụ không thể đo lường giá trị AI, khả năng của mô hình cần dựa vào các...","url":"https://www.aioga.com/vi/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:08:48.512Z"},"id":{"title":"Kunlun Wanwei Fang Han: Token tidak bisa membangun organisasi AI asli, model adalah dasar untuk bertahan dalam jangka panjang","summary":"CEO Kunlun Wanwei, Fang Han, menunjuk pada meja bundar WAIC bahwa sekadar menumpuk konsumsi Token tidak dapat mengukur nilai AI, kemampuan model harus mengandalkan kerangka kerja rekayasa yang dibangun oleh Coding Agent seperti Claude Code agar dapat diubah menjadi produktivitas. Dia mengungkapkan bahwa Kunlun Wanwei masih terus melatih model, dan akan merilis model musik, dunia nyata berbasis tubuh, dan dunia permainan, dengan pandangan bahwa model dan daya komputasi adalah dasar jangka panjang bagi keberadaan perusahaan AI. Fang Han juga memperingatkan bahwa utang teknologi yang dibawa oleh pemrograman AI dapat menyebabkan peningkatan kecelakaan produksi hingga beberapa kali lipat, sehingga pemeriksaan kode dan mekanisme tanggung jawab harus diperkuat secara bersamaan.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Token tidak bisa membangun organisasi AI asli, model adalah dasar untuk bertahan dalam jangka panjang - Berita AI Aioga","description":"CEO Kunlun Wanwei, Fang Han, menunjuk pada meja bundar WAIC bahwa sekadar menumpuk konsumsi Token tidak dapat mengukur nilai AI, kemampuan model harus mengandalkan kerangka kerja r...","url":"https://www.aioga.com/id/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:09:22.146Z"},"th":{"title":"昆仑万维方汉: Token ไม่สามารถสร้างโครงสร้าง AI ดั้งเดิมได้ โมเดลต่างหากคือรากฐานระยะยาว","summary":"ฟาง ฮั่น ซีอีโอของคุนหลุนหวานเหว่ยได้ชี้ในโต๊ะกลม WAIC ว่า การสะสมเพียงอย่างเดียวของปริมาณการใช้โทเค็นไม่สามารถวัดคุณค่าของ AI ได้ ความสามารถของโมเดลจำเป็นต้องอาศัยกรอบวิศวกรรมที่สร้างขึ้นโดย Coding Agent เช่น Claude Code จึงจะสามารถแปลงเป็นผลิตภาพได้ เขาเปิดเผยว่าคุนหลุนหวานเหว่ยยังคงฝึกฝนโมเดลอยู่ต่อไป และจะเปิดตัวโมเดลสำหรับเพลง โลกแห่งการประกอบร่าง และโลกเกม โดยเห็นว่ามือถือและกำลังคำนวณเป็นรากฐานระยะยาวสำหรับบริษัท AI ฟาง ฮั่น ยังเตือนอีกด้วยว่า การเขียนโปรแกรม AI อาจทำให้หนี้เทคนิคเพิ่มขึ้นจนเกิดอุบัติเหตุในการผลิตหลายเท่า การตรวจสอบโค้ดและกลไกความรับผิดชอบต้องได้รับการเสริมสร้างอย่างพร้อมกัน","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"昆仑万维方汉: Token ไม่สามารถสร้างโครงสร้าง AI ดั้งเดิมได้ โมเดลต่างหากคือรากฐานระยะยาว - ข่าว AI Aioga","description":"ฟาง ฮั่น ซีอีโอของคุนหลุนหวานเหว่ยได้ชี้ในโต๊ะกลม WAIC ว่า การสะสมเพียงอย่างเดียวของปริมาณการใช้โทเค็นไม่สามารถวัดคุณค่าของ AI ได้ ความสามารถของโมเดลจำเป็นต้องอาศัยกรอบวิศวกรรมที่ส...","url":"https://www.aioga.com/th/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:09:34.552Z"},"pl":{"title":"Kunlun Wanwei Fang Han: Stosy tokenów nie tworzą natywnej struktury AI, to model jest podstawą długoterminowego rozwoju","summary":"CEO Kunlun Wanwei, Fang Han, wskazał podczas okrągłego stołu WAIC, że sama kumulacja zużycia tokenów nie może mierzyć wartości AI, a zdolności modelu muszą polegać na ramach inżynieryjnych tworzonych przez agentów kodujących, takich jak Claude Code, aby mogły przekształcić się w produktywność. Ujawnił, że Kunlun Wanwei nadal trenuje modele i planuje wypuścić modele muzyczne, modeli świata fizycznego i świata gier, uważając, że modele i moc obliczeniowa są podstawą długoterminowego istnienia firm AI. Fang Han jednocześnie ostrzegł, że techniczny dług wynikający z programowania AI może spowodować kilkukrotny wzrost wypadków produkcyjnych, dlatego przegląd kodu i mechanizmy odpowiedzialności muszą być równocześnie wzmocnione.","category":"技巧观点","source":"公众号：昆仑万维（天工）","aggregationSource":"公众号：昆仑万维（天工）","pageTitle":"Kunlun Wanwei Fang Han: Stosy tokenów nie tworzą natywnej struktury AI, to model jest podstawą długoterminowego rozwoju - Aioga Wiadomości AI","description":"CEO Kunlun Wanwei, Fang Han, wskazał podczas okrągłego stołu WAIC, że sama kumulacja zużycia tokenów nie może mierzyć wartości AI, a zdolności modelu muszą polegać na ramach inżyni...","url":"https://www.aioga.com/pl/news/cmrxfjpf800tero983dojzltm/","contentTranslated":true,"sourceHash":"5aa25b86676c780c","translatedAt":"2026-07-26T03:10:15.369Z"}}}}