SWE-2 Reviews

SWE-2

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features 0 out of 5 stars
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Total 5 out of 5 stars
ease 5 out of 5 stars
features 5 out of 5 stars
design 5 out of 5 stars

Description

GPT-6.2 Sol is an unannounced AI reasoning model reportedly being developed by OpenAI as a potential successor to GPT-6.1 Sol. The model identifier has appeared in screenshots of Google Cloud Console quota settings, although OpenAI has not confirmed that the model is available for public or enterprise use. GPT-6.2 Sol is expected to build on the Sol family's capabilities in complex reasoning, software engineering, professional knowledge work, and agentic automation. Potential programming features include source code generation, debugging, repository analysis, automated testing, and implementation of software development tasks. Its anticipated reasoning capabilities may support mathematical problem-solving, technical research, document processing, and analysis of complex business information. The model could also enable autonomous AI agents to interact with external applications, execute tools, manage workflows, and complete tasks involving multiple dependent steps. Improvements in instruction following, factual accuracy, task persistence, and computational efficiency may be development priorities, although no official evaluations have established these changes. If released, GPT-6.2 Sol could support applications involving AI coding assistants, enterprise automation, customer service, research, and developer productivity. OpenAI has not published a model card, context window specification, supported modality list, pricing information, or confirmed release date for GPT-6.2 Sol.

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 Yes 

API Access

Has API No 

Screenshots View All

No images available

Screenshots View All

Integrations

.NET Yes 
C# Yes 
Devin Yes 
Devin Desktop Yes 
Go Yes 
HTML Yes 
JavaScript Yes 
Kubernetes Yes 
PHP Yes 
PowerShell Yes 
Python Yes 
R Yes 
Ruby Yes 
Rust Yes 
SQL Yes 
Scala Yes 
Solidity Yes 
Swift Yes 
TypeScript Yes 
YAML Yes 

Integrations

.NET Yes 
C# Yes 
Devin Yes 
Devin Desktop Yes 
Go Yes 
HTML Yes 
JavaScript Yes 
Kubernetes Yes 
PHP Yes 
PowerShell Yes 
Python Yes 
R Yes 
Ruby Yes 
Rust Yes 
SQL Yes 
Scala Yes 
Solidity Yes 
Swift Yes 
TypeScript Yes 
YAML Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

$20/month
Free Trial No 
Free Version Yes 

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 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

OpenAI

Founded

2015

Country

United States

Website

openai.com

Vendor Details

Company Name

Cognition

Founded

2023

Country

United States

Website

cognition.com

Product Features

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