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.
探索领先模型
Atlas Cloud 为您提供最新的行业领先创意模型。
Moonshot LLM Models 的核心亮点
Atlas Cloud 为您提供业界领先的最新创意模型。
前沿推理
专为深度推理、复杂问题解决以及处理现实世界任务中的多步指令而优化的模型。
长上下文掌控
支持超长输入，能够处理丰富的聊天记录、大型文档和多文件代码理解。
双语实力
具备母语级中文水平和强大的英文能力，适用于跨语言搜索、分析和内容创作。
开发者生态系统
旨在简化构建、集成和迭代 Moonshot 驱动产品的 API、SDK 和工具。
企业级可靠性
专为交付关键任务 AI 应用的团队设计的 SLA、监控和治理功能。
经济高效的性能
优化的架构和服务堆栈为生产工作负载平衡了质量、速度和Token级成本。
峰值速度
最低成本
| 模型 | 描述 |
|---|---|
| Kimi K2.5 | Kimi K2.5 是一款多模态旗舰 LLM，融合了在 15T 混合视觉和文本 token 上的持续预训练与 262.14K 的上下文处理能力；凭借视觉代理智能（Visual Agentic Intelligence），它成为了复杂跨模态推理和精密视觉任务自动化的前沿。 |
| Kimi-K2-Thinking | Kimi-K2-Thinking 是一款具备高推理能力的专用 LLM，融合了深度思维链（Chain-of-Thought）架构与强大的分析能力；它拥有超越反射级限制的认知深度，是复杂逻辑推理和精细问题解决工作流的核心引擎。 |
| Kimi-K2-Instruct-0905 | Kimi-K2-Instruct-0905 是一款经过优化的代理型 LLM，集成了增强的编码能力与广阔的 262.14K 上下文支持；它以高精度的执行力著称，是驱动大规模代码库管理和以开发者为中心的高级代理操作的催化剂。 |
| Kimi-K2-Instruct | Kimi-K2-Instruct 是一款精简的通用 LLM，集成了反射级响应机制与 131.07K 的上下文处理能力；凭借经过精心打磨的后训练框架，它作为主要接口，支持即插即用的聊天以及敏捷、直接的智能体体验。 |
Moonshot LLM Models 新功能 + 展示
将先进模型与 Atlas Cloud 的 GPU 加速平台相结合，为图像和视频生成提供无与伦比的速度、可扩展性和创意控制。
使用 Kimi K2.5 进行蜂群任务执行
Kimi K2.5 通过协调多达 100 个子智能体并行处理复杂目标，取代了传统的单线程推理。通过将庞大的项目分解为可管理的步骤，用户完成多阶段工作流的速度比使用标准 AI 模型快 4.5 倍。这是自动化高级项目管理和执行长链专业指令的终极解决方案。
使用 Kimi K2.5 进行直接视频分析
Kimi K2.5 支持直接视频和图像输入，无需任何外部插件即可理解运动、逻辑序列和复杂布局。通过向模型输入屏幕录制或设计文件，用户可以精确地提取架构细节和视觉数据。它是实时视频解读以及连接视觉资产与文本逻辑之间鸿沟的终极解决方案。
使用 Kimi K2.5 生成美观的前端
Kimi K2.5 将专业的后端逻辑与对设计和交互式 3D 运动的敏锐眼光相结合。通过上传 UI 设计稿或演示片段，用户可以生成适用于 Three.js 的功能代码和复杂的动画，这些代码既稳健又具视觉震撼力。对于那些不仅需要代码能运行，还需要符合高端设计原则的开发者来说，这是终极解决方案。
使用 Moonshot LLM Models 可以做什么
探索使用该模型家族可以构建的实际应用场景和工作流 — 从内容创作、自动化到生产级应用。
基于 Kimi K2.5 的视觉转代码前端生成
Kimi K2.5 可将静态设计截图或 UI 演示视频转化为集成了 Three.js 动画的功能完备的 React 或 Vue 代码库。该模型非常适合创意开发者和快速原型设计，能够保留复杂的光照和动态效果——支持即时创建 3D 落地页、交互式数据仪表板和精美的营销微站。
使用 Kimi K2.5 上下文引擎进行深度文档审计
Kimi K2.5 允许金融和法律专业人士上传数百页来源各异的报告，并在几秒钟内识别出冲突条款或隐藏的数据趋势。通过询问有关风险因素或财务数据的具体问题，用户可以生成带有页码直接引用的结构化对比表。这是无需人工阅读即可进行详尽尽职调查和审计海量文档归档的终极解决方案。
基于 Kimi K2.5 模型的复杂叙事逻辑合成
Kimi K2.5 Model 使编剧和游戏设计师能够将简单的角色提示扩展为具有完美情节一致性和多分支逻辑的长篇分集剧本。该模型非常适合沉浸式世界构建和重叙事媒体，能够无矛盾地追踪长期故事弧线——支持创建互动对话树、分集故事板和详细的世界观设定集。
模型对比
查看不同厂商的模型表现 — 对比性能、价格和独特优势，做出明智决策。
| 模型 | 上下文 | 最大输出 | 输入 | 定位 |
|---|---|---|---|---|
| Kimi K2.5 | 262.14K | 262.14K | Text | 多模态旗舰LLM |
| Kimi-K2-Thinking | 262.14K | 262.14K | Text | 高推理能力专用大语言模型 |
| Kimi-K2-Instruct-0905 | 262.14K | 32.77K | Text | 最大输出 |
| Kimi-K2-Instruct | 131.07K | 131.07K | Text | 精简型通用大语言模型 |
| MiniMax M2.5 | 196.61K | 196.6K | Text | 最先进的智能体编程 |
| GLM-5 | 202.75K | 202.75K | Text | 旗舰基础模型 |
| DeepSeek V3.2 | 163.84K | 163.84K | Text | 旗舰通用 |
如何在 Atlas Cloud 上使用 Moonshot LLM Models
几分钟即可上手 — 按照以下简单步骤，通过 Atlas Cloud 平台集成和部署模型。
创建 Atlas Cloud 账户
在 atlascloud.ai 注册并完成验证。新用户可获得免费额度，用于探索平台和测试模型。
为何在 Atlas Cloud 使用 Moonshot LLM Models
将先进的 Moonshot LLM Models 模型与 Atlas Cloud 的 GPU 加速平台相结合，提供无与伦比的性能、可扩展性和开发体验。
性能与灵活性
低延迟：
GPU 优化推理，实现实时响应。
统一 API：
一次集成，畅用 Moonshot LLM Models、GPT、Gemini 和 DeepSeek。
透明定价：
按 Token 计费，支持 Serverless 模式。
企业与规模
开发者体验：
SDK、数据分析、微调工具和模板一应俱全。
可靠性：
99.99% 可用性、RBAC 权限控制、合规日志。
安全与合规：
SOC 2 Type II 认证、HIPAA 合规、美国数据主权。
关于 Moonshot LLM Models 的常见问题
Kimi K2.5 支持 262.14K token 的上下文窗口，使用户能够在一个会话中上传并分析海量数据集、长篇技术手册或整个代码库。
它允许模型将一个复杂目标分解为多个子任务，编排多达100个自主智能体并行工作，从而使执行速度比单智能体模型快4.5倍。
是的。除了静态图像，Kimi K2.5 还具备原生多模态视觉功能，能够分析直接视频流，以帧级精度识别运动模式、逻辑序列和空间布局。
能力卓越。它在 SWE-bench Verified 上得分为 76.8%，这意味着它可以将设计截图转化为集成了复杂 Three.js 动画和响应式布局的生产级代码。
您可以通过托管在 Atlas Cloud 上的 OpenAI 兼容 API 访问 Kimi K2.5，从而实现无缝的“即插即用”替换，无需重写当前的应用逻辑。
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.
