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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.

Description

MiMo Studio is an online platform that harnesses the capabilities of Xiaomi’s MiMo models, enabling users to engage with sophisticated language models like MiMo-V2-Flash for interactive conversations, augmented search results, reasoning tasks, and coding assistance. This platform serves as a dynamic “AI playground,” allowing users to converse with the model for information retrieval, clarification, code generation or debugging, and idea exploration without the need for software installation. It features web search integration and adjustable modes to alternate between quick responses and more contemplative outputs, catering to complex tasks and assisting developers and creators with a wide range of projects from research to practical applications. Being browser-based, it ensures straightforward online access to Xiaomi’s innovative AI models, empowering users to experiment with extensive reasoning, effective problem-solving, and engaging multi-turn dialogues. Furthermore, this accessibility fosters a collaborative environment where creativity and technology can merge seamlessly, enhancing the user experience.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

HTML
C
C#
C++
CSS
Dart
Devin
Go
JSON
MATLAB
MiMo-V2.5
Objective-C
PHP
Python
R
Ruby
Rust
Terraform
Xiaomi MiMo
YAML

Integrations

HTML
C
C#
C++
CSS
Dart
Devin
Go
JSON
MATLAB
MiMo-V2.5
Objective-C
PHP
Python
R
Ruby
Rust
Terraform
Xiaomi MiMo
YAML

Pricing Details

$20/month
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Cognition

Founded

2023

Country

United States

Website

cognition.com

Vendor Details

Company Name

Xiaomi Technology

Founded

2010

Country

China

Website

aistudio.xiaomimimo.com

Product Features

Product Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

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Alternatives

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