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Description

Kimi Work is an AI-powered desktop assistant designed to automate complex workflows and support productivity across research, analysis, and business operations. Unlike a traditional chatbot, the platform functions as a local AI agent that can interact with files stored on a user's computer, browse the web autonomously, and execute tasks on their behalf. Through its WebBridge technology, Kimi Work can navigate websites, gather information, extract data, and complete multi-step online processes without requiring constant user input. The platform also includes a scheduling engine that automates recurring workflows, allowing tasks such as report generation, data processing, and research collection to run automatically in the background. Agent Swarm capabilities enable multiple specialized AI agents to collaborate on larger projects and break down complex tasks into manageable components. Kimi Work can transform collected insights into presentations, spreadsheets, and structured reports, helping users move from research to deliverables more efficiently. Built-in support for financial analysis provides access to market data covering U.S., Hong Kong, and mainland China equities. By combining automation, local system integration, web intelligence, and AI-powered task execution, Kimi Work serves as a productivity hub for modern knowledge workers.

Description

SWE-2 is a software engineering model from Cognition built for agentic coding tasks that require strong performance at lower computational and monetary cost. It is post-trained from the Kimi K3 base model and extends Cognition’s earlier SWE-1.7 training approach with a new reinforcement learning method for jointly optimizing multiple reasoning-effort settings. Medium, high, and maximum effort modes provide different tradeoffs between speed, cost, exploration, and verification depending on task complexity. The model is trained to inspect only the parts of a codebase that are likely to matter, helping it reach implementation faster and reduce unnecessary exploration. SWE-2 can generate and modify code, run tests, analyze repositories, work through terminal tasks, and verify whether implementations satisfy user requirements. Cognition also reports improvements in end-to-end test creation, regression detection, instruction following, and re-deriving conclusions when challenged. Its training process incorporates cost-aware rewards, length-weighted reward baselines, expanded reinforcement learning environments, and hardened verifiers intended to improve both efficiency and reliability. SWE-2 is positioned as a cost-efficient alternative to larger frontier coding models while remaining competitive on software engineering benchmarks such as FrontierCode, DeepSWE, and Terminal-Bench. The model is available in Devin Desktop and Devin CLI and is being introduced to additional Cognition products including Devin Web and Fusion.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Python Yes 
C No 
Cerebras No 
Dart No 
Devin Desktop No 
HTML No 
Kimi Yes 
Kimi K2.5 Yes 
Kimi K2.7 Code Yes 
Kimi K3 Yes 
Lua No 
MATLAB No 
Microsoft PowerPoint Yes 
Objective-C No 
PHP No 
R No 
Scala No 
Solidity No 
Swift No 
TypeScript No 

Integrations

Python Yes 
C Yes 
Cerebras Yes 
Dart Yes 
Devin Desktop Yes 
HTML Yes 
Kimi No 
Kimi K2.5 No 
Kimi K2.7 Code No 
Kimi K3 No 
Lua Yes 
MATLAB Yes 
Microsoft PowerPoint No 
Objective-C Yes 
PHP Yes 
R Yes 
Scala Yes 
Solidity Yes 
Swift Yes 
TypeScript Yes 

Pricing Details

$19/month
Free Trial No 
Free Version No 

Pricing Details

$20/month
Free Trial No 
Free Version Yes 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Moonshot AI

Founded

2023

Country

China

Website

www.kimi.com/products/kimi-work

Vendor Details

Company Name

Cognition

Founded

2023

Country

United States

Website

cognition.com

Product Features

Product Features

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