Most AI tools are a box you paste a prompt into. Kimi Work, Moonshot AI’s new desktop for knowledge work, is built on a different premise: real work spans documents, research, and code, so the AI should live across all of it rather than in a single chat window. It’s powered by Moonshot’s Kimi K2.6 model.
## What Kimi Work does
Kimi Work produces actual deliverables — documents, spreadsheets, PDFs, and slide decks — by reasoning over large, dense inputs and chaining multi-step tool use. Give it a research question and it runs the whole loop autonomously: browsing sources, synthesizing findings, and returning a structured report. It can also build and render working websites straight from the workspace, generating the code and showing a live preview. Under the hood, K2.6 can scale to 300 sub-agents across thousands of coordinated steps.
## Why it matters
The pitch is an AI workspace rather than an AI feature — one place where research, writing, analysis, and prototyping happen together. With an open-weight model underneath, it’s also one of the more open attempts at a coherent agentic work environment, rather than a closed enterprise suite.

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