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Kimi K3

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What is Kimi Work?

Kimi Work is a desktop AI agent platform from Moonshot AI that helps professionals automate research, analysis, content creation, and operational workflows directly from their computers. Designed as a system-level digital assistant, the platform extends beyond conversational AI by interacting with local files, executing code, browsing the internet, and managing recurring tasks autonomously. Kimi Work can mount local folders and work directly with user documents, enabling it to analyze information, organize files, and create outputs based on data stored on the device. Its WebBridge browser automation technology allows the AI to navigate websites, perform research, gather information, extract content, and complete online workflows much like a human user. The platform’s built-in scheduling engine enables automated execution of recurring tasks, making it possible to generate reports, process data, or run custom workflows without manual intervention. Agent Swarm technology coordinates multiple specialized AI agents that work together to solve complex, multi-stage problems more efficiently. Users can convert research findings into professional presentations, spreadsheets, reports, and other business documents with minimal effort. Kimi Work also includes native integration with global financial market data, supporting analysis of U.S., Hong Kong, and mainland Chinese equities through natural language interactions. Developers and advanced users can leverage Python execution capabilities to automate technical workflows and large-scale data processing tasks. The platform is available for both macOS and Windows environments and is designed to operate continuously in the background as an always-available productivity assistant. By combining local file intelligence, browser automation, multi-agent collaboration, scheduled workflows, and data analysis capabilities, Kimi Work helps professionals accelerate knowledge work and automate repetitive business processes.

What is Kimi K3?

Kimi K3 is Moonshot AI’s most advanced model, designed for high-end reasoning, software engineering, multimodal understanding, knowledge work, and agentic AI applications. The model has 2.8 trillion parameters and is built on Kimi Delta Attention, a hybrid linear attention mechanism created for long-context performance. It also uses Attention Residuals and supports a native context window of up to 1 million tokens. This makes Kimi K3 suitable for tasks involving large codebases, long research materials, enterprise documentation, multi-file analysis, legal documents, technical manuals, and complex workflows. Kimi K3 always has thinking mode enabled, with reasoning effort configured through the reasoning_effort field and maximum effort currently supported as the default. Developers can use the model through an OpenAI-compatible API, making it easier to integrate with existing SDKs, clients, and application infrastructure. The model supports streaming responses with separate reasoning and final-answer deltas, allowing applications to display reasoning progress and final content differently. Kimi K3 also supports strict structured output with JSON Schema, partial mode for continuing from a prefix, custom tool calling, required tool use, and dynamic tool loading through system messages. Its vision capabilities support image and video inputs through base64 or uploaded files, enabling analysis of visual content alongside text. Automatic context caching helps workflows that reuse long prefixes, such as large knowledge bases or persistent system context, without requiring developers to manage cache IDs manually. By combining frontier-scale parameters, long-context processing, visual input, structured outputs, tool orchestration, and developer-friendly API compatibility, Kimi K3 gives teams a strong foundation for advanced AI agents, coding assistants, research systems, enterprise automation, and multimodal applications.