{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-23T07:21:26.498Z","headline":"月之暗面在GTC 2026披露Kimi K2.5技术路线：用MuonClip、线性注意力与Agent Swarm重构三大基础组件","description":"月之暗面CEO杨植麟在GTC 2026演讲中提出用MuonClip优化器替代Adam，可将数据利用效率提升近一倍。同时推出Kimi Linear线性注意力，在百万Token上下文下全面超越全注意力；Agent Swarm已支持300个Agent并行工作。","url":"https://www.aioga.com/news/cmrp8wsr10bhobitotnd5hzeq/","mainEntityOfPage":"https://www.aioga.com/news/cmrp8wsr10bhobitotnd5hzeq/","datePublished":"2026-07-17T17:38:33.000Z","dateModified":"2026-07-17T17:38:33.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://x.com/dotey/status/2078172517085085951","https://aihot.virxact.com/items/cmrp8wsr10bhobitotnd5hzeq"],"canonicalUrl":"https://www.aioga.com/news/cmrp8wsr10bhobitotnd5hzeq/","directAnswer":{"@type":"Answer","text":"据来源摘要与正文摘录，杨植麟在GTC 2026演讲中介绍了MuonClip、Kimi Linear和Agent Swarm，分别涉及优化器、线性注意力与多智能体并行工作。","url":"https://www.aioga.com/news/cmrp8wsr10bhobitotnd5hzeq/","dateCreated":"2026-07-17T17:38:33.000Z","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":"X：宝玉 (@dotey) source article","url":"https://x.com/dotey/status/2078172517085085951","datePublished":"2026-07-17T17:38:33.000Z","provider":{"@type":"Organization","name":"X：宝玉 (@dotey)","url":"https://x.com/dotey/status/2078172517085085951"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmrp8wsr10bhobitotnd5hzeq","datePublished":"2026-07-17T17:38:33.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmrp8wsr10bhobitotnd5hzeq"}}],"aggregationSource":"X：宝玉 (@dotey)","originalPublisher":{"name":"X：宝玉 (@dotey)","url":"https://x.com/dotey/status/2078172517085085951"},"article":{"id":"cmrp8wsr10bhobitotnd5hzeq","slug":"cmrp8wsr10bhobitotnd5hzeq","url":"https://www.aioga.com/news/cmrp8wsr10bhobitotnd5hzeq/","title":"月之暗面在GTC 2026披露Kimi K2.5技术路线：用MuonClip、线性注意力与Agent Swarm重构三大基础组件","title_en":"杨植麟在 GTC 2026 的一次演讲\"How We Scaled Kimi K2.5\"：月之暗面想把 AI 训练中三个沿用了近十年的基础组件，重新做一遍。优化器 Adam（2014 年）、注意力机制…","summary":"月之暗面CEO杨植麟在GTC 2026演讲中提出用MuonClip优化器替代Adam，可将数据利用效率提升近一倍。同时推出Kimi Linear线性注意力，在百万Token上下文下全面超越全注意力；Agent Swarm已支持300个Agent并行工作。","source":"X：宝玉 (@dotey)","sourceUrl":"https://x.com/dotey/status/2078172517085085951","aiHotUrl":"https://aihot.virxact.com/items/cmrp8wsr10bhobitotnd5hzeq","publishedAt":"2026-07-17T17:38:33.000Z","category":"论文研究","score":81,"selected":true,"articleBody":["月之暗面CEO杨植麟在GTC 2026演讲中提出用MuonClip优化器替代Adam，可将数据利用效率提升近一倍。","同时推出Kimi Linear线性注意力，在百万Token上下文下全面超越全注意力；","Agent Swarm已支持300个Agent并行工作。"],"articleImages":[],"mediaStatus":"none","articleBodyZh":[],"translationStatus":"","bodyOrigin":"social-summary","editorial":{"summary":"据来源摘要与正文摘录，杨植麟在GTC 2026演讲中介绍了MuonClip、Kimi Linear和Agent Swarm，分别涉及优化器、线性注意力与多智能体并行工作。","background":"公开材料称，MuonClip用于替代Adam，数据利用效率可提升近一倍；Kimi Linear在百万Token上下文下全面超越全注意力；Agent Swarm已支持300个Agent并行。","viewpoint":"Aioga判断，这次披露将模型训练、长上下文推理和多智能体协作并列为技术路线的三项基础组件，显示其关注点覆盖训练效率、注意力机制与任务并行。","implications":"若相关结果能够在公开论文、评测设置和可复现实验中得到验证，这些路线可能影响训练优化器、长上下文架构及多智能体系统的技术选择，但现有材料不足以判断适用边界。","nextStep":"值得关注后续是否公开MuonClip的实验条件、Kimi Linear与全注意力的具体比较指标，以及Agent Swarm在300个Agent并行时的任务类型、资源消耗、稳定性和协作效果。","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":"2026-07-22T17:32:44.215Z","sourceHash":"bc137f7fa4322235","review":{"approved":true,"groundedness":96,"clarity":94,"duplicationRisk":18,"blockingIssues":[],"notes":["候选内容对MuonClip、Kimi Linear和Agent Swarm的核心表述均可在来源标题、摘要或正文摘录中找到依据。","“Aioga判断”明确标示了观点属性，“若……得到验证”“可能影响”等措辞也将影响判断限定为条件性推测，未冒充既成事实。","来源为X平台转述材料，MuonClip效率、Kimi Linear性能及300个Agent并行等说法尚不能视为已获独立验证；候选内容已通过后续验证建议和“现有材料不足”的限定较好地提示这一点。"]},"validation":{"passed":true,"mode":"ai-auto","revisions":0,"checks":["schema","length","source-attribution","low-source-overlap","no-html","independent-ai-review"]}},"tags":["论文研究","X：宝玉 (@dotey)"],"translations":{"zh-CN":{"title":"月之暗面在GTC 2026披露Kimi K2.5技术路线：用MuonClip、线性注意力与Agent Swarm重构三大基础组件","summary":"月之暗面CEO杨植麟在GTC 2026演讲中提出用MuonClip优化器替代Adam，可将数据利用效率提升近一倍。同时推出Kimi Linear线性注意力，在百万Token上下文下全面超越全注意力；Agent Swarm已支持300个Agent并行工作。","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"月之暗面在GTC 2026披露Kimi K2.5技术路线：用MuonClip、线性注意力与Agent Swarm重构三大基础组件 - Aioga AI资讯","description":"月之暗面CEO杨植麟在GTC 2026演讲中提出用MuonClip优化器替代Adam，可将数据利用效率提升近一倍。同时推出Kimi Linear线性注意力，在百万Token上下文下全面超越全注意力；Agent Swarm已支持300个Agent并行工作。","url":"https://www.aioga.com/news/cmrp8wsr10bhobitotnd5hzeq/"},"en":{"title":"At GTC 2026, Moon Dark Side revealed the Kimi K2.5 technical roadmap: rebuilding three core components using MuonClip, Linear Attention, and Agent Swarm","summary":"Yang Zhilin, CEO of Moon Dark Side, proposed replacing Adam with the MuonClip optimizer in his GTC 2026 speech, nearly doubling data utilization efficiency. At the same time, Kimi Linear Attention was launched, surpassing total attention in the context of millions of tokens; Agent Swarm supports 300 agents working in parallel.","category":"Research","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"At GTC 2026, Moon Dark Side revealed the Kimi K2.5 technical roadmap: rebuilding three core components using MuonClip, Linear Attention, and Agent Swarm - Aioga AI News","description":"Yang Zhilin, CEO of Moon Dark Side, proposed replacing Adam with the MuonClip optimizer in his GTC 2026 speech, nearly doubling data utilization efficiency. At the same time, Kimi ","url":"https://www.aioga.com/en/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-18T04:59:03.284Z"},"ja":{"title":"GTC 2026で、Moon Dark SideはKimi K2.5の技術ロードマップを発表しました。MuonClip、Linear Attention、Agent Swarmを用いた3つのコアコンポーネントを再構築するものです","summary":"Moon Dark SideのCEOである楊志林氏は、GTC 2026のスピーチでアダムをMuonClipオプティマイザーに置き換えることを提案し、データ利用効率をほぼ倍増させることを提案しました。 同時に、Kimi Linear Attentionが発表され、数百万トークンの文脈で総注目度を上回りました。 エージェントスウォームは300人のエージェントが並行して動作するのをサポートします。","category":"論文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"GTC 2026で、Moon Dark SideはKimi K2.5の技術ロードマップを発表しました。MuonClip、Linear Attention、Agent Swarmを用いた3つのコアコンポーネントを再構築するものです - Aioga AIニュース","description":"Moon Dark SideのCEOである楊志林氏は、GTC 2026のスピーチでアダムをMuonClipオプティマイザーに置き換えることを提案し、データ利用効率をほぼ倍増させることを提案しました。 同時に、Kimi Linear Attentionが発表され、数百万トークンの文脈で総注目度を上回りました。 エージェントスウォームは300人のエージェントが並","url":"https://www.aioga.com/ja/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-18T04:59:22.116Z"},"ko":{"title":"GTC 2026에서 문 다크 사이드는 Kimi K2.5의 기술 로드맵을 공개했습니다: MuonClip, Linear Attention, Agent Swarm을 이용한 세 가지 핵심 구성 요소를 재구성하는 내용입니다","summary":"Moon Dark Side의 CEO 양지린은 GTC 2026 연설에서 아담을 MuonClip 옵티마이저로 교체해 데이터 활용 효율을 거의 두 배로 높일 것을 제안했습니다. 동시에 Kimi Linear Attention이 출시되어 수백만 토큰 규모에서 전체 관심을 넘어섰습니다; 에이전트 스웜은 300명의 에이전트가 병렬로 작업하는 것을 지원합니다.","category":"연구","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"GTC 2026에서 문 다크 사이드는 Kimi K2.5의 기술 로드맵을 공개했습니다: MuonClip, Linear Attention, Agent Swarm을 이용한 세 가지 핵심 구성 요소를 재구성하는 내용입니다 - Aioga AI 뉴스","description":"Moon Dark Side의 CEO 양지린은 GTC 2026 연설에서 아담을 MuonClip 옵티마이저로 교체해 데이터 활용 효율을 거의 두 배로 높일 것을 제안했습니다. 동시에 Kimi Linear Attention이 출시되어 수백만 토큰 규모에서 전체 관심을 넘어섰습니다; 에이전트 스웜은 300명의 에이전트가 병렬로 ","url":"https://www.aioga.com/ko/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-18T04:59:41.853Z"},"es":{"title":"En GTC 2026, Moon Dark Side reveló la hoja de ruta técnica del Kimi K2.5: reconstruir tres componentes principales usando MuonClip, Linear Attention y Agent Swarm","summary":"Yang Zhilin, CEO de Moon Dark Side, propuso reemplazar a Adam por el optimizador MuonClip en su discurso GTC 2026, casi duplicando la eficiencia de la utilización de datos. Al mismo tiempo, se lanzó Kimi Linear Attention, superando la atención total en el contexto de millones de tokens; Enjambre de Agentes admite 300 agentes trabajando en paralelo.","category":"Investigación","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"En GTC 2026, Moon Dark Side reveló la hoja de ruta técnica del Kimi K2.5: reconstruir tres componentes principales usando MuonClip, Linear Attention y Agent Swarm - Aioga Noticias de IA","description":"Yang Zhilin, CEO de Moon Dark Side, propuso reemplazar a Adam por el optimizador MuonClip en su discurso GTC 2026, casi duplicando la eficiencia de la utilización de datos. Al mism","url":"https://www.aioga.com/es/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-18T05:00:02.130Z"},"fr":{"title":"Lors du GTC 2026, Moon Dark Side a révélé la feuille de route technique du Kimi K2.5 : la reconstruction de trois composants principaux avec MuonClip, Linear Attention et Agent Swarm","summary":"Yang Zhilin, PDG de Moon Dark Side, a proposé de remplacer Adam par l’optimiseur MuonClip dans son discours GTC 2026, doublant ainsi presque l’efficacité de l’utilisation des données. Parallèlement, Kimi Linear Attention a été lancé, dépassant l’attention totale dans le contexte de millions de jetons ; Agent Swarm prend en charge 300 agents travaillant en parallèle.","category":"Recherche","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"Lors du GTC 2026, Moon Dark Side a révélé la feuille de route technique du Kimi K2.5 : la reconstruction de trois composants principaux avec MuonClip, Linear Attention et Agent Swarm - Aioga Actualités IA","description":"Yang Zhilin, PDG de Moon Dark Side, a proposé de remplacer Adam par l’optimiseur MuonClip dans son discours GTC 2026, doublant ainsi presque l’efficacité de l’utilisation des donné","url":"https://www.aioga.com/fr/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-18T05:00:21.394Z"},"de":{"title":"Auf der GTC 2026 enthüllte Moon Dark Side die technische Roadmap des Kimi K2.5: Drei Kernkomponenten mit MuonClip, Linear Attention und Agent Swarm wiederaufgebaut","summary":"Yang Zhilin, CEO von Moon Dark Side, schlug in seiner GTC 2026-Rede vor, Adam durch den MuonClip-Optimierer zu ersetzen, was die Effizienz der Datennutzung nahezu verdoppelt. Zur gleichen Zeit wurde Kimi Linear Attention gestartet und übertraf Total Attention im Kontext von Millionen von Tokens; Agent Swarm unterstützt 300 Agenten, die parallel arbeiten.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"Auf der GTC 2026 enthüllte Moon Dark Side die technische Roadmap des Kimi K2.5: Drei Kernkomponenten mit MuonClip, Linear Attention und Agent Swarm wiederaufgebaut - Aioga KI-News","description":"Yang Zhilin, CEO von Moon Dark Side, schlug in seiner GTC 2026-Rede vor, Adam durch den MuonClip-Optimierer zu ersetzen, was die Effizienz der Datennutzung nahezu verdoppelt. Zur g","url":"https://www.aioga.com/de/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:02.772Z"},"pt-BR":{"title":"No GTC 2026, Moon Dark Side revelou o roteiro técnico do Kimi K2.5: reconstruindo três componentes centrais usando MuonClip, Linear Attention e Agent Swarm","summary":"Yang Zhilin, CEO da Moon Dark Side, propôs substituir Adam pelo otimizador MuonClip em seu discurso do GTC 2026, quase dobrando a eficiência da utilização dos dados. Ao mesmo tempo, o Kimi Linear Attention foi lançado, superando a atenção total no contexto de milhões de tokens; O Enxame de Agentes suporta 300 agentes trabalhando em paralelo.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"No GTC 2026, Moon Dark Side revelou o roteiro técnico do Kimi K2.5: reconstruindo três componentes centrais usando MuonClip, Linear Attention e Agent Swarm - Aioga Notícias de IA","description":"Yang Zhilin, CEO da Moon Dark Side, propôs substituir Adam pelo otimizador MuonClip em seu discurso do GTC 2026, quase dobrando a eficiência da utilização dos dados. Ao mesmo tempo","url":"https://www.aioga.com/pt-BR/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:04.065Z"},"ru":{"title":"На GTC 2026 Moon Dark Side представила техническую дорожную карту Kimi K2.5: восстановление трёх основных компонентов с использованием MuonClip, Linear Attention и Agent Swarm","summary":"Ян Чжилин, генеральный директор Moon Dark Side, предложил заменить Адама оптимизатором MuonClip в своей речи на GTC 2026, что почти удвоило эффективность использования данных. В то же время была запущена Kimi Linear Attention, превзойдя Total Attention в контексте миллионов токенов; Agent Swarm поддерживает 300 агентов, работающих параллельно.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"На GTC 2026 Moon Dark Side представила техническую дорожную карту Kimi K2.5: восстановление трёх основных компонентов с использованием MuonClip, Linear Attention и Agent Swarm - Aioga Новости ИИ","description":"Ян Чжилин, генеральный директор Moon Dark Side, предложил заменить Адама оптимизатором MuonClip в своей речи на GTC 2026, что почти удвоило эффективность использования данных. В то","url":"https://www.aioga.com/ru/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:04.078Z"},"ar":{"title":"في GTC 2026، كشفت Moon Dark Side عن خارطة الطريق التقنية للعبة Kimi K2.5: إعادة بناء ثلاثة مكونات أساسية باستخدام MuonClip وLinear Attention وAgent Swarm","summary":"اقترح يانغ تشيلين، الرئيس التنفيذي لشركة Moon Dark Side، استبدال آدم بمحسن MuonClip في خطابه في GTC 2026، مما ضاعف تقريبا كفاءة استخدام البيانات. وفي الوقت نفسه، تم إطلاق Kimi Linear Attention، متجاوزة الاهتمام الكامل في سياق ملايين الرموز؛ يدعم العميل سرب 300 وكيل يعملون بالتوازي.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"في GTC 2026، كشفت Moon Dark Side عن خارطة الطريق التقنية للعبة Kimi K2.5: إعادة بناء ثلاثة مكونات أساسية باستخدام MuonClip وLinear Attention وAgent Swarm - Aioga أخبار الذكاء الاصطناعي","description":"اقترح يانغ تشيلين، الرئيس التنفيذي لشركة Moon Dark Side، استبدال آدم بمحسن MuonClip في خطابه في GTC 2026، مما ضاعف تقريبا كفاءة استخدام البيانات. وفي الوقت نفسه، تم إطلاق Kimi Line","url":"https://www.aioga.com/ar/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:03.789Z"},"hi":{"title":"GTC 2026 में, मून डार्क साइड ने Kimi K2.5 तकनीकी रोडमैप का खुलासा किया: MuonClip, लीनियर अटेंशन और एजेंट स्वार्म का उपयोग करके तीन मुख्य घटकों का पुनर्निर्माण","summary":"मून डार्क साइड के सीईओ यांग ज़ीलिन ने अपने जीटीसी 2026 भाषण में एडम को म्यूऑनक्लिप ऑप्टिमाइज़र से बदलने का प्रस्ताव रखा, जिससे डेटा उपयोग दक्षता लगभग दोगुनी हो गई। उसी समय, किमी लीनियर अटेंशन लॉन्च किया गया था, जो लाखों टोकन के संदर्भ में कुल ध्यान को पार कर गया था; एजेंट झुंड समानांतर में काम करने वाले 300 एजेंटों का समर्थन करता है।","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"GTC 2026 में, मून डार्क साइड ने Kimi K2.5 तकनीकी रोडमैप का खुलासा किया: MuonClip, लीनियर अटेंशन और एजेंट स्वार्म का उपयोग करके तीन मुख्य घटकों का पुनर्निर्माण - Aioga AI समाचार","description":"मून डार्क साइड के सीईओ यांग ज़ीलिन ने अपने जीटीसी 2026 भाषण में एडम को म्यूऑनक्लिप ऑप्टिमाइज़र से बदलने का प्रस्ताव रखा, जिससे डेटा उपयोग दक्षता लगभग दोगुनी हो गई। उसी समय, किमी ली","url":"https://www.aioga.com/hi/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:03.996Z"},"it":{"title":"Al GTC 2026, Moon Dark Side ha presentato la roadmap tecnica del Kimi K2.5: ricostruzione di tre componenti fondamentali usando MuonClip, Linear Attention e Agent Swarm","summary":"Yang Zhilin, CEO di Moon Dark Side, ha proposto di sostituire Adam con l'ottimizzatore MuonClip nel suo discorso GTC 2026, quasi raddoppiando l'efficienza dell'utilizzo dei dati. Contemporaneamente, fu lanciato Kimi Linear Attention, superando l'attenzione totale nel contesto di milioni di token; Agent Swarm supporta 300 agenti che lavorano in parallelo.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"Al GTC 2026, Moon Dark Side ha presentato la roadmap tecnica del Kimi K2.5: ricostruzione di tre componenti fondamentali usando MuonClip, Linear Attention e Agent Swarm - Aioga Notizie IA","description":"Yang Zhilin, CEO di Moon Dark Side, ha proposto di sostituire Adam con l'ottimizzatore MuonClip nel suo discorso GTC 2026, quasi raddoppiando l'efficienza dell'utilizzo dei dati. C","url":"https://www.aioga.com/it/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:04.591Z"},"nl":{"title":"Op GTC 2026 onthulde Moon Dark Side de technische roadmap van Kimi K2.5: het herbouwen van drie kerncomponenten met MuonClip, Linear Attention en Agent Swarm","summary":"Yang Zhilin, CEO van Moon Dark Side, stelde in zijn GTC 2026-toespraak voor om Adam te vervangen door de MuonClip-optimizer, waarmee de efficiëntie van het datagebruik bijna verdubbelde. Tegelijkertijd werd Kimi Linear Attention gelanceerd, waarmee Total Attention werd overtroffen in de context van miljoenen tokens; Agent Swarm ondersteunt 300 agenten die parallel werken.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"Op GTC 2026 onthulde Moon Dark Side de technische roadmap van Kimi K2.5: het herbouwen van drie kerncomponenten met MuonClip, Linear Attention en Agent Swarm - Aioga AI-nieuws","description":"Yang Zhilin, CEO van Moon Dark Side, stelde in zijn GTC 2026-toespraak voor om Adam te vervangen door de MuonClip-optimizer, waarmee de efficiëntie van het datagebruik bijna verdub","url":"https://www.aioga.com/nl/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:02.810Z"},"tr":{"title":"GTC 2026'da Moon Dark Side, MuonClip, Linear Attention ve Agent Swarm kullanarak üç temel bileşeni yeniden inşa etmek üzere Kimi K2.5 teknik yol haritasını açıkladı","summary":"Moon Dark Side CEO'su Yang Zhilin, GTC 2026 konuşmasında Adam'ın yerine MuonClip optimizatoru getirilmesini önerdi; böylece veri kullanım verimliliği neredeyse iki katına çıktı. Aynı zamanda, Kimi Linear Attention piyasaya sürüldü ve milyonlarca token bağlamında toplam ilgiyi aştı; Agent Swarm, paralel çalışan 300 ajanı destekler.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"GTC 2026'da Moon Dark Side, MuonClip, Linear Attention ve Agent Swarm kullanarak üç temel bileşeni yeniden inşa etmek üzere Kimi K2.5 teknik yol haritasını açıkladı - Aioga AI Haberleri","description":"Moon Dark Side CEO'su Yang Zhilin, GTC 2026 konuşmasında Adam'ın yerine MuonClip optimizatoru getirilmesini önerdi; böylece veri kullanım verimliliği neredeyse iki katına çıktı. Ay","url":"https://www.aioga.com/tr/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:03.007Z"},"vi":{"title":"Tại GTC 2026, Moon Dark Side đã tiết lộ lộ trình kỹ thuật Kimi K2.5: xây dựng lại ba thành phần cốt lõi bằng MuonClip, Linear Attention và Agent Swarm","summary":"Yang Zhilin, Giám đốc điều hành của Moon Dark Side, đã đề xuất thay thế Adam bằng trình tối ưu hóa MuonClip trong bài phát biểu GTC 2026 của mình, tăng gần gấp đôi hiệu quả sử dụng dữ liệu. Đồng thời, Kimi Linear Attention được ra mắt, vượt qua tổng sự chú ý trong bối cảnh hàng triệu token; Agent Swarm hỗ trợ 300 nhân viên làm việc song song.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"Tại GTC 2026, Moon Dark Side đã tiết lộ lộ trình kỹ thuật Kimi K2.5: xây dựng lại ba thành phần cốt lõi bằng MuonClip, Linear Attention và Agent Swarm - Tin tức AI Aioga","description":"Yang Zhilin, Giám đốc điều hành của Moon Dark Side, đã đề xuất thay thế Adam bằng trình tối ưu hóa MuonClip trong bài phát biểu GTC 2026 của mình, tăng gần gấp đôi hiệu quả sử dụng","url":"https://www.aioga.com/vi/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:02.668Z"},"id":{"title":"Di GTC 2026, Moon Dark Side mengungkapkan peta jalan teknis Kimi K2.5: membangun kembali tiga komponen inti menggunakan MuonClip, Linear Attention, dan Agent Swarm","summary":"Yang Zhilin, CEO Moon Dark Side, mengusulkan untuk mengganti Adam dengan pengoptimal MuonClip dalam pidato GTC 2026-nya, hampir dua kali lipat efisiensi pemanfaatan data. Pada saat yang sama, Kimi Linear Attention diluncurkan, melampaui perhatian total dalam konteks jutaan token; Agent Swarm mendukung 300 agen yang bekerja secara paralel.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"Di GTC 2026, Moon Dark Side mengungkapkan peta jalan teknis Kimi K2.5: membangun kembali tiga komponen inti menggunakan MuonClip, Linear Attention, dan Agent Swarm - Berita AI Aioga","description":"Yang Zhilin, CEO Moon Dark Side, mengusulkan untuk mengganti Adam dengan pengoptimal MuonClip dalam pidato GTC 2026-nya, hampir dua kali lipat efisiensi pemanfaatan data. Pada saat","url":"https://www.aioga.com/id/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:03.832Z"},"th":{"title":"ที่งาน GTC 2026 Moon Dark Side ได้เปิดเผยแผนงานทางเทคนิคของ Kimi K2.5: การสร้างส่วนประกอบหลักสามส่วนขึ้นใหม่โดยใช้ MuonClip, Linear Attention และ Agent Swarm","summary":"Yang Zhilin ซีอีโอของ Moon Dark Side เสนอให้แทนที่ Adam ด้วยเครื่องมือเพิ่มประสิทธิภาพ MuonClip ในการกล่าวสุนทรพจน์ GTC 2026 ของเขา ซึ่งเพิ่มประสิทธิภาพการใช้ข้อมูลเกือบสองเท่า ในเวลาเดียวกัน Kimi Linear Attention ก็เปิดตัว ซึ่งเกินความสนใจทั้งหมดในบริบทของโทเค็นหลายล้านโทเค็น Agent Swarm รองรับเจ้าหน้าที่ 300 คนที่ทํางานพร้อมกัน","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"ที่งาน GTC 2026 Moon Dark Side ได้เปิดเผยแผนงานทางเทคนิคของ Kimi K2.5: การสร้างส่วนประกอบหลักสามส่วนขึ้นใหม่โดยใช้ MuonClip, Linear Attention และ Agent Swarm - ข่าว AI Aioga","description":"Yang Zhilin ซีอีโอของ Moon Dark Side เสนอให้แทนที่ Adam ด้วยเครื่องมือเพิ่มประสิทธิภาพ MuonClip ในการกล่าวสุนทรพจน์ GTC 2026 ของเขา ซึ่งเพิ่มประสิทธิภาพการใช้ข้อมูลเกือบสองเท่า ในเ","url":"https://www.aioga.com/th/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:04.185Z"},"pl":{"title":"Na GTC 2026 Moon Dark Side ujawnił techniczną mapę drogową Kimi K2.5: odbudowę trzech kluczowych komponentów przy użyciu MuonClip, Linear Attention i Agent Swarm","summary":"Yang Zhilin, CEO Moon Dark Side, zaproponował zastąpienie Adama optymalizatorem MuonClip w swoim przemówieniu na GTC 2026, niemal podwajając efektywność wykorzystania danych. Równocześnie uruchomiono Kimi Linear Attention, które przewyższyło całkowitą uwagę w kontekście milionów tokenów; Agent Swarm obsługuje 300 agentów pracujących równolegle.","category":"论文研究","source":"X：宝玉 (@dotey)","aggregationSource":"X：宝玉 (@dotey)","pageTitle":"Na GTC 2026 Moon Dark Side ujawnił techniczną mapę drogową Kimi K2.5: odbudowę trzech kluczowych komponentów przy użyciu MuonClip, Linear Attention i Agent Swarm - Aioga Wiadomości AI","description":"Yang Zhilin, CEO Moon Dark Side, zaproponował zastąpienie Adama optymalizatorem MuonClip w swoim przemówieniu na GTC 2026, niemal podwajając efektywność wykorzystania danych. Równo","url":"https://www.aioga.com/pl/news/cmrp8wsr10bhobitotnd5hzeq/","contentTranslated":true,"sourceHash":"ca2bc1247884b632","translatedAt":"2026-07-19T11:51:04.918Z"}}}}