Moonshot LLM Models
Kimi is a large language model developed by Moonshot AI, designed for reasoning, coding, and long-context understanding. It performs well in complex tasks such as code generation, analysis, and intelligent assistants. With strong performance and efficient architecture, Kimi is suitable for enterprise AI applications and developer use cases. Its balance of capability and cost makes it an increasingly popular choice in the LLM ecosystem.
探索領先模型
Atlas Cloud 為您提供最新的行業領先創意模型。
Moonshot LLM Models 的核心亮點
Atlas Cloud 為您提供業界領先的最新創意模型。
前沿推理
專為深度推理、複雜問題解決以及處理現實世界任務中的多步驟指令而優化的模型。
長上下文掌控
支援超長輸入，能夠處理豐富的聊天記錄、大型文件和多檔案程式碼理解。
雙語實力
具備母語級中文水準與強大的英文能力，適用於跨語言搜尋、分析及內容創作。
開發者生態系統
旨在簡化構建、整合和迭代 Moonshot 驅動產品的 API、SDK 和工具。
企業級可靠性
專為交付關鍵任務 AI 應用程式的團隊設計的 SLA、監控和治理功能。
經濟高效的效能
最佳化的架構和服務堆疊為生產工作負載平衡了品質、速度和 Token 級成本。
峰值速度
最低成本
| 模型 | 描述 |
|---|---|
| Kimi K2.5 | Kimi K2.5 是一款多模態旗艦 LLM，整合了在 15T 混合視覺和文字 token 上的持續預訓練與 262.14K 的上下文處理能力；憑藉視覺代理智能（Visual Agentic Intelligence），它成為了複雜跨模態推理和精密視覺任務自動化的前沿。 |
| Kimi-K2-Thinking | Kimi-K2-Thinking 是一款具備高推理能力的專用 LLM，融合了深度思維鏈（Chain-of-Thought）架構與強大的分析能力；它擁有超越反射級限制的認知深度，是複雜邏輯推理與精細問題解決工作流程的核心引擎。 |
| Kimi-K2-Instruct-0905 | Kimi-K2-Instruct-0905 是一款經過優化的代理型 LLM，整合了增強的程式碼編寫能力與廣闊的 262.14K 上下文支援；它以高精度的執行力著稱，是驅動大規模程式碼庫管理和以開發者為中心的高級代理操作的催化劑。 |
| Kimi-K2-Instruct | Kimi-K2-Instruct 是一款精簡的通用 LLM，整合了反射級回應機制與 131.07K 的上下文處理能力；憑藉經過精心打磨的後訓練框架，它作為主要介面，支援即插即用的聊天以及敏捷、直接的智能體體驗。 |
Moonshot LLM Models 新功能 + 展示
將先進模型與 Atlas Cloud 的 GPU 加速平台相結合，為圖像和視頻生成提供無與倫比的速度、可擴展性和創意控制。
使用 Kimi K2.5 進行蜂群任務執行
Kimi K2.5 透過協調多達 100 個子智能體並行處理複雜目標，取代了單線程推理。透過將龐大專案分解為可管理的步驟，使用者完成多階段工作流程的速度比使用標準 AI 模型快 4.5 倍。這是自動化高階專案管理和執行長鏈專業指令的終極解決方案。
使用 Kimi K2.5 進行直接影片分析
Kimi K2.5 支援直接影片和圖像輸入，無需任何外部外掛程式即可理解動作、邏輯順序和複雜版面配置。透過向模型輸入螢幕錄影或設計檔案，使用者可以精確地提取架構細節和視覺資料。它是即時影片解讀以及連接視覺資產與文字邏輯之間鴻溝的終極解決方案。
使用 Kimi K2.5 生成美觀的前端
Kimi K2.5 結合了專業的後端邏輯與對設計及互動式 3D 動態的敏銳眼光。透過上傳 UI 設計稿或示範短片，使用者可以生成適用於 Three.js 的功能性程式碼和複雜的動畫，這些程式碼既穩健又具視覺震撼力。對於那些不僅需要程式碼能運作，還需要符合高端設計原則的開發者來說，這是終極解決方案。
使用 Moonshot LLM Models 可以做什麼
探索使用該模型家族可以構建的實際應用場景和工作流 — 從內容創作、自動化到生產級應用。
基於 Kimi K2.5 的視覺轉代碼前端生成
Kimi K2.5 可將靜態設計截圖或 UI 演示影片轉化為整合了 Three.js 動畫的功能完備 React 或 Vue 程式碼庫。該模型非常適合創意開發者和快速原型設計，能夠保留複雜的光照和動態效果——支援即時建立 3D 登陸頁面、互動式數據儀表板和精美的行銷微型網站。
透過 Kimi K2.5 上下文引擎進行深度文件稽核
Kimi K2.5 讓金融和法律專業人士能夠上傳數百頁來源各異的報告，並在幾秒鐘內識別出衝突條款或隱藏的數據趨勢。通過詢問有關風險因素或財務數據的具體問題，用戶可以生成帶有頁碼直接引用的結構化對比表。這是無需人工閱讀即可進行詳盡盡職調查和審計海量文檔歸檔的終極解決方案。
基於 Kimi K2.5 模型的複雜敘事邏輯合成
Kimi K2.5 Model 使編劇和遊戲設計師能夠將簡單的角色提示擴展為具有完美劇情一致性和多分支邏輯的長篇分集劇本。該模型非常適合沉浸式世界構建和重敘事媒體，能夠無矛盾地追蹤長期故事弧線——支持創建互動對話樹、分集故事板和詳細的世界觀設定集。
模型對比
查看不同廠商的模型表現 — 對比效能、價格和獨特優勢，做出明智決策。
| 模型 | 上下文 | 最大輸出 | 輸入 | 定位 |
|---|---|---|---|---|
| Kimi K2.5 | 262.14K | 262.14K | Text | 多模態旗艦LLM |
| Kimi-K2-Thinking | 262.14K | 262.14K | Text | 高推理能力專用大語言模型 |
| Kimi-K2-Instruct-0905 | 262.14K | 32.77K | Text | 最大輸出 |
| Kimi-K2-Instruct | 131.07K | 131.07K | Text | 精簡型通用大語言模型 |
| MiniMax M2.5 | 196.61K | 196.6K | Text | 最先進的智能體程式設計 |
| GLM-5 | 202.75K | 202.75K | Text | 旗艦基礎模型 |
| DeepSeek V3.2 | 163.84K | 163.84K | Text | 旗艦通用 |
如何在 Atlas Cloud 上使用 Moonshot LLM Models
幾分鐘即可上手 — 按照以下簡單步驟，透過 Atlas Cloud 平台整合和部署模型。
建立 Atlas Cloud 帳戶
在 atlascloud.ai 註冊並完成驗證。新用戶可獲得免費額度，用於探索平台和測試模型。
為何在 Atlas Cloud 使用 Moonshot LLM Models
將先進的 Moonshot LLM Models 模型與 Atlas Cloud 的 GPU 加速平台相結合，提供無與倫比的效能、可擴展性和開發體驗。
效能與靈活性
低延遲：
GPU 最佳化推理，實現即時回應。
統一 API：
一次整合，暢用 Moonshot LLM Models、GPT、Gemini 和 DeepSeek。
透明定價：
按 Token 計費，支援 Serverless 模式。
企業與規模
開發者體驗：
SDK、資料分析、微調工具和模板一應俱全。
可靠性：
99.99% 可用性、RBAC 權限控制、合規日誌。
安全與合規：
SOC 2 Type II 認證、HIPAA 合規、美國資料主權。
關於 Moonshot LLM Models 的常見問題
Kimi K2.5 支援 262.14K token 的上下文視窗，讓使用者能夠在單一工作階段中上傳並分析海量資料集、長篇技術手冊或整個程式碼庫。
它允許模型將一個複雜目標分解為多個子任務，編排多達100個自主代理並行工作，從而使執行速度比單一代理模型快4.5倍。
是的。除了靜態影像，Kimi K2.5 更具備原生多模態視覺功能，可分析直接視訊串流，以影格級精度識別運動模式、邏輯序列和空間佈局。
能力卓越。它在 SWE-bench Verified 上得分達 76.8%，這意味著它可以將設計截圖轉化為整合了複雜 Three.js 動畫和響應式版面的生產級程式碼。
您可以透過託管於 Atlas Cloud 上的 OpenAI 相容 API 存取 Kimi K2.5，實現無縫的「即插即用」替換，無需重寫目前的應用程式邏輯。
探索更多系列
Promote Models (Qwen)
Wan 2.7 Video Models
Launching this March, Wan2.7 is the latest powerhouse in the Qwen ecosystem, delivering a massive upgrade in visual fidelity, audio synchronization, and motion consistency over version 2.6. This all-in-one AI video generator supports advanced features like first-and-last frame control, 3x3 grid synthesis, and instruction-based video editing. Outperforming competitors like Jimeng, Wan2.7 offers superior flexibility with support for real-person image inputs, up to five video references, and 1080P high-definition outputs spanning 2 to 15 seconds, making it the premier choice for professional digital storytelling and high-end content marketing.
Nano Banana 2 Image Models
Nano Banana 2 (by Google), is a generative image model that perfectly balances lightning-fast rendering with exceptional visual quality. With an improved price-performance ratio, it achieves breakthrough micro-detail depiction, accurate native text rendering, and complex physical structure reconstruction. It serves as a highly efficient, commercial-grade visual production tool for developers, marketing teams, and content creators.
Seedream 5.0 Image Models
Seedream 5.0, developed by ByteDance’s Jimeng AI, is a high-performance AI image generation model that integrates real-time search with intelligent reasoning. Purpose-built for time-sensitive content and complex visual logic, it excels at professional infographics, architectural design, and UI assistance. By blending live web insights with creative precision, Seedream 5.0 empowers commercial branding and marketing with a seamless, logic-driven workflow that turns sophisticated data into stunning, high-fidelity visuals.
Seedance 2.0 Video Models
Seedance 2.0（by Bytedance） is a multimodal video generation model that redefines "controllable creation," moving beyond the limitations of text or start/end frames. It supports quad-modal inputs—text, image, video, and audio—and introduces an industry-leading "Universal Reference" system. By precisely replicating the composition, camera movement, and character actions from reference assets, Seedance 2.0 solves critical issues with character consistency and physical coherence, empowering creators to act as true "directors" with deep control over their output.
Kling 3.0 Video Models
Kuaishou’s flagship video generation suite, Kling 3.0, features two powerhouse models—Kling 3.0 (Upgraded from Kling 2.6) and Kling 3.0 Omni (Kling O3, Upgraded from Kling O1)—both offering high-fidelity native audio integration. While Kling 3.0 excels in intelligent cinematic storytelling, multilingual lip-syncing, and precision text rendering, Kling O3 sets a new standard for professional-grade subject consistency by supporting custom subjects and voice clones derived from video or image inputs. Together, these models provide a comprehensive solution tailored for cinematic narratives, global marketing campaigns, social media content, and digital skit production.
GLM LLM Models
GLM is a cutting-edge LLM series by Z.ai (Zhipu AI) featuring GLM-5, GLM-4.7, and GLM-4.6. Engineered for complex systems and long-horizon agentic tasks, GLM-5 outperforms top-tier closed-source models in elite benchmarks like Humanity’s Last Exam and BrowseComp. While GLM-4.7 specializes in reasoning, coding, and real-world intelligent agents, the entire GLM suite is fast, smart, and reliable, making it the ultimate tool for building websites, analyzing data, and delivering instant, high-quality answers for any professional workflow.
Open AI Model Families
Explore OpenAI’s language and video models on Atlas Cloud: ChatGPT for advanced reasoning and interaction, and Sora-2 for physics-aware video generation.
Vidu Video Models
Vidu, a joint innovation by Shengshu AI and Tsinghua University, is a high-performance video model powered by the original U-ViT architecture that blends Diffusion and Transformer technologies. It delivers long-form, highly consistent, and dynamic video content tailored for professional filmmaking, animation design, and creative advertising. By streamlining high-end visual production, Vidu empowers creators to transform complex ideas into cinematic reality with unprecedented efficiency.
Van Video Models
Built on the Wan 2.5 and 2.6 frameworks, Van Model is a flagship AI video series that delivers superior high-resolution outputs with unmatched creative freedom. By blending cinematic 3D VAE visuals with Flow Matching dynamics, it leverages proprietary compute distillation to offer ultra-fast inference speeds at a fraction of the cost, making it the premier engine for scalable, high-frequency video production on a budget.
MiniMax LLM Models
As a premier suite of Large Language Models (LLMs) developed by MiniMax AI, MiniMax is engineered to redefine real-world productivity through cutting-edge artificial intelligence. The ecosystem features MiniMax M2.5, which is purpose-built for high-efficiency professional environments, and MiniMax M2.1, a model that offers significantly enhanced multi-language programming capabilities to master complex, large-scale technical tasks. By achieving SOTA performance in coding, agentic tool use, intelligent search, and office workflow automation, MiniMax empowers users to streamline a wide range of economically valuable operations with unparalleled precision and reliability.
Moonshot LLM Models
Kimi is a large language model developed by Moonshot AI, designed for reasoning, coding, and long-context understanding. It performs well in complex tasks such as code generation, analysis, and intelligent assistants. With strong performance and efficient architecture, Kimi is suitable for enterprise AI applications and developer use cases. Its balance of capability and cost makes it an increasingly popular choice in the LLM ecosystem.
Promote Models (Qwen)
Wan 2.7 Video Models
Launching this March, Wan2.7 is the latest powerhouse in the Qwen ecosystem, delivering a massive upgrade in visual fidelity, audio synchronization, and motion consistency over version 2.6. This all-in-one AI video generator supports advanced features like first-and-last frame control, 3x3 grid synthesis, and instruction-based video editing. Outperforming competitors like Jimeng, Wan2.7 offers superior flexibility with support for real-person image inputs, up to five video references, and 1080P high-definition outputs spanning 2 to 15 seconds, making it the premier choice for professional digital storytelling and high-end content marketing.
Nano Banana 2 Image Models
Nano Banana 2 (by Google), is a generative image model that perfectly balances lightning-fast rendering with exceptional visual quality. With an improved price-performance ratio, it achieves breakthrough micro-detail depiction, accurate native text rendering, and complex physical structure reconstruction. It serves as a highly efficient, commercial-grade visual production tool for developers, marketing teams, and content creators.
Seedream 5.0 Image Models
Seedream 5.0, developed by ByteDance’s Jimeng AI, is a high-performance AI image generation model that integrates real-time search with intelligent reasoning. Purpose-built for time-sensitive content and complex visual logic, it excels at professional infographics, architectural design, and UI assistance. By blending live web insights with creative precision, Seedream 5.0 empowers commercial branding and marketing with a seamless, logic-driven workflow that turns sophisticated data into stunning, high-fidelity visuals.
Seedance 2.0 Video Models
Seedance 2.0（by Bytedance） is a multimodal video generation model that redefines "controllable creation," moving beyond the limitations of text or start/end frames. It supports quad-modal inputs—text, image, video, and audio—and introduces an industry-leading "Universal Reference" system. By precisely replicating the composition, camera movement, and character actions from reference assets, Seedance 2.0 solves critical issues with character consistency and physical coherence, empowering creators to act as true "directors" with deep control over their output.
Kling 3.0 Video Models
Kuaishou’s flagship video generation suite, Kling 3.0, features two powerhouse models—Kling 3.0 (Upgraded from Kling 2.6) and Kling 3.0 Omni (Kling O3, Upgraded from Kling O1)—both offering high-fidelity native audio integration. While Kling 3.0 excels in intelligent cinematic storytelling, multilingual lip-syncing, and precision text rendering, Kling O3 sets a new standard for professional-grade subject consistency by supporting custom subjects and voice clones derived from video or image inputs. Together, these models provide a comprehensive solution tailored for cinematic narratives, global marketing campaigns, social media content, and digital skit production.
GLM LLM Models
GLM is a cutting-edge LLM series by Z.ai (Zhipu AI) featuring GLM-5, GLM-4.7, and GLM-4.6. Engineered for complex systems and long-horizon agentic tasks, GLM-5 outperforms top-tier closed-source models in elite benchmarks like Humanity’s Last Exam and BrowseComp. While GLM-4.7 specializes in reasoning, coding, and real-world intelligent agents, the entire GLM suite is fast, smart, and reliable, making it the ultimate tool for building websites, analyzing data, and delivering instant, high-quality answers for any professional workflow.
Open AI Model Families
Explore OpenAI’s language and video models on Atlas Cloud: ChatGPT for advanced reasoning and interaction, and Sora-2 for physics-aware video generation.
Vidu Video Models
Vidu, a joint innovation by Shengshu AI and Tsinghua University, is a high-performance video model powered by the original U-ViT architecture that blends Diffusion and Transformer technologies. It delivers long-form, highly consistent, and dynamic video content tailored for professional filmmaking, animation design, and creative advertising. By streamlining high-end visual production, Vidu empowers creators to transform complex ideas into cinematic reality with unprecedented efficiency.
Van Video Models
Built on the Wan 2.5 and 2.6 frameworks, Van Model is a flagship AI video series that delivers superior high-resolution outputs with unmatched creative freedom. By blending cinematic 3D VAE visuals with Flow Matching dynamics, it leverages proprietary compute distillation to offer ultra-fast inference speeds at a fraction of the cost, making it the premier engine for scalable, high-frequency video production on a budget.
MiniMax LLM Models
As a premier suite of Large Language Models (LLMs) developed by MiniMax AI, MiniMax is engineered to redefine real-world productivity through cutting-edge artificial intelligence. The ecosystem features MiniMax M2.5, which is purpose-built for high-efficiency professional environments, and MiniMax M2.1, a model that offers significantly enhanced multi-language programming capabilities to master complex, large-scale technical tasks. By achieving SOTA performance in coding, agentic tool use, intelligent search, and office workflow automation, MiniMax empowers users to streamline a wide range of economically valuable operations with unparalleled precision and reliability.
Moonshot LLM Models
Kimi is a large language model developed by Moonshot AI, designed for reasoning, coding, and long-context understanding. It performs well in complex tasks such as code generation, analysis, and intelligent assistants. With strong performance and efficient architecture, Kimi is suitable for enterprise AI applications and developer use cases. Its balance of capability and cost makes it an increasingly popular choice in the LLM ecosystem.
