Kimi K2.5: AI That Sees, Codes, and Works Like an Expert

Discover Kimi K2.5, a powerful open source multimodal model built for real-world work. It turns text and visuals into production-ready code, powers agent swarm workflows, and delivers expert-level results through a single unified model.

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Moonshot AI Kimi K2.5: Visual agentic intelligence model with vision, coding, and agentic capabilities

What powers Kimi K2.5?

Visual coding across text, image, and video

Built as a native multimodal model, Kimi K2.5 turns text, images, and video inputs into functional front-end code. The generated output closely matches visual designs with high fidelity and support for rich interactions. From recreating complex page layouts to building full websites with animations, Kimi K2.5 supports complete visual-to-code workflows. Ideas move quickly from concept to deployable results.

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Moonshot AI Kimi K2.5 creating websites via visual coding

Agent swarm for large-scale parallel tasks

Kimi Agent Swarm introduces a new execution paradigm. Built on a multi-agent system, it turns a single AI into a coordinated team of specialists. Kimi K2.5 can self-direct up to 100 AI sub-agents working in parallel, each using tools independently to search, generate, analyze, and organize information. This dramatically speeds up long-horizon workflows, reducing execution time by up to 4.5× for large-scale research, long-form writing, and batch downloads.

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Kimi K2.5 Agent Swarm processing different tasks like documents and sheets in parallel

Built for real-world work, not just demos

Powered by K2.5, Kimi's AI document agent creates Word files and LaTeX-enabled PDF files, converts content across formats, and adds inline comments. From reports and contracts to research documents, Kimi K2.5 keeps content structured and ready to move forward.

Document agent powered by Kimi K2.5 generating a structured math history PDF with LaTeX formulas

How to use Kimi K2.5?

Kimi K2.5 is available across Kimi Web, App, API, and Kimi Code. Kimi Web and App offer four modes: Instant for quick responses, Thinking for complex questions, Agent for research and content creation, and Agent Swarm (Beta) for large-scale tasks.

1

Describe your request

Select your mode (Instant, Thinking, Agent, or Agent Swarm) and tell Kimi what you need in natural language. You can type your instructions or upload files, images, and videos as reference.

2

Kimi gets to work

Kimi processes your request in real time. For chat modes, you'll see responses as they're generated. For Agent and Agent Swarm modes, Kimi researches, creates, and organizes content based on your goals.

3

Review your results

Chat modes deliver answers directly in the conversation. Agent modes provide a preview of your outputs (Docs, Slides, Sheets, Websites, Research Reports), so you can review, download, or share when ready.

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Kimi Agent Swarm: Your AI team in action

Kimi Agent Swarm extends Kimi K2.5 from single-task execution to coordinated, multi-agent collaboration. A group of AI specialists is assembled dynamically, each focused on a specific role and working in parallel. Together, they unlock new ways to advance complex research, long-form writing, and large-scale batch tasks that a single agent cannot handle on its own.

Kimi Agent Swarm - Assign roles, coordinate specialists, and let your AI team work in parallel toward a single goal
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FAQ

Instant is best for quick questions and simple responses. Thinking is suited for problems that require deeper reasoning or step-by-step analysis. Agent is best for research and content creation tasks that involve generating structured outputs such as documents, slides, spreadsheets, websites, or detailed reports. Agent Swarm is intended for large-scale or multi-step projects where different parts of the work can run in parallel.
Agent swarm is a multi-agent system where specialized AI agents work together on the same task. Each agent is responsible for a specific role, such as research, coding, or reasoning. This approach enables parallel execution across large, multi-step workflows.
Use Kimi K2.5 Agent Swarm when a task is too large or complex for a single agent. It is ideal for large-scale research, long-form writing, and batch operations such as downloading or processing many files at once. By coordinating multiple AI agents in parallel, Kimi Agent Swarm accelerates large, multi-step projects and delivers results much faster.
Kimi K2.5 represents a qualitative shift from earlier Kimi models. Instead of focusing on single-task assistance, Kimi K2.5 is designed for real-world execution. It natively understands text, images, and video, enabling visual-to-code workflows, and introduces agent swarm capabilities for coordinating complex, long-horizon tasks. As a result, Kimi K2.5 supports complete work outputs such as documents, spreadsheets, slides, websites, and in-depth research tasks, and scales to large, multi-step projects executed in parallel.
Multimodal means Kimi K2.5 can understand and work with multiple types of input simultaneously. This enables users to turn visual designs or screenshots into working code, analyze documents with images, summarize content, and complete tasks that combine text and visuals seamlessly.
Yes, Kimi K2.5 offers free access with usage limits, making it easy for users to try the model. Paid plans are available for higher usage, advanced features, and more powerful agent-based workflows.
To use Kimi K2.5, you can access it through the Kimi website, mobile app, developer API, or coding product Kimi Code, so you can choose the option that best fits your workflow.
Kimi K2.5 is an open source, multimodal AI model developed by Moonshot AI and officially released on January 27, 2026. It can understand and generate text, code, and visual content. Designed for real-world tasks, Kimi K2.5 supports coding, document processing, research, and complex workflows through chat and agent-based interactions.
Kimi K2.5 was developed by Moonshot AI, a company focused on building advanced AI models that help people work faster, solve problems, and handle real-world tasks across many industries.
Yes, Kimi K2.5 is an open source AI model. Developers and researchers can explore its architecture, build new solutions, and experiment openly. Model weights and code are publicly available on Hugging Face and the official GitHub repository.
The Kimi K2.5 Agent can be used to automate different personal and professional tasks. It can generate, convert, and analyze files (documents, slides, spreadsheets), create websites based on your ideas, and perform deep research for academic and personal use.
Powered by K2.5, Kimi Code lets users build websites, front-end designs, scripts, and app features quickly. It turns text instructions or visual layouts into working code, helping both beginners and developers bring projects to life faster with less effort.

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