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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 No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

HTML Yes 
C# Yes 
C++ Yes 
Devin Desktop Yes 
JSON Yes 
JavaScript Yes 
Kubernetes Yes 
Lua Yes 
MATLAB Yes 
MiMo-V2-Flash No 
MiMo-V2-Omni No 
MiMo-V2-Pro No 
MiMo-V2.5-Pro No 
Objective-C Yes 
SQL Yes 
Solidity Yes 
Terraform Yes 
TypeScript Yes 
Xiaomi MiMo No 
YAML Yes 

Integrations

HTML Yes 
C# No 
C++ No 
Devin Desktop No 
JSON No 
JavaScript No 
Kubernetes No 
Lua No 
MATLAB No 
MiMo-V2-Flash Yes 
MiMo-V2-Omni Yes 
MiMo-V2-Pro Yes 
MiMo-V2.5-Pro Yes 
Objective-C No 
SQL No 
Solidity No 
Terraform No 
TypeScript No 
Xiaomi MiMo Yes 
YAML No 

Pricing Details

$20/month
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version 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 

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 Yes 
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

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 No 
For Healthcare No 
For Sales No 
For eCommerce No 
Image Recognition No 
Machine Learning No 
Multi-Language No 
Natural Language Processing No 
Predictive Analytics No 
Process/Workflow Automation No 
Rules-Based Automation No 
Virtual Personal Assistant (VPA) No 

Alternatives

Alternatives

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MiMo-V2.6-Flash

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SWE-1.7 Reviews

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MiMo-V2.6-Pro Reviews

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MiMo-V2.6-Pro-UltraSpeed Reviews

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