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What is SWE-2?

SWE-2 is Cognition’s coding model for software engineering agents, developed to improve the balance between capability, reasoning cost, and execution efficiency. The model is post-trained from Kimi K3, a multi-trillion-parameter model that had already received extensive reinforcement learning for agentic coding. Cognition further trained SWE-2 with a reinforcement learning algorithm that optimizes several reasoning-effort levels during a single training run. These effort levels let users trade off speed and cost against deeper planning, codebase exploration, and verification for more difficult assignments. SWE-2 is designed to reduce the over-exploration seen in earlier models by identifying relevant files and implementation paths more quickly. Its software engineering abilities include repository analysis, code writing and editing, debugging, testing, build and lint workflows, terminal tasks, and verification of completed work. The model places additional emphasis on writing end-to-end tests, catching edge cases and regressions, and gathering evidence instead of simply accepting assumptions in a prompt. Cognition’s training approach also uses cost penalties tied to the model’s performance frontier, length-weighted reward baselines, speculative decoding improvements, low-precision inference techniques, and expanded reinforcement learning data. Training data includes more diverse repositories, additional instruction-following requirements, and iterative verifier improvements designed to reduce reward hacking and false validation. SWE-2 is benchmarked against models such as GPT-6 Astra, GPT-5.6 Sol, Fable 5.1, Grok 4.6, and Kimi K3, with Cognition positioning it around strong coding performance at substantially lower cost. SWE-2 is intended for use across Cognition’s Devin ecosystem, including Desktop and CLI, with rollout to Devin Web and Fusion.

What is Cognigram?

Cognigram is a web-based tool that automatically evaluates data and generates comprehensive reports summarizing the results of cognitive assessments. The assessment typically takes between 10 to 15 minutes to complete. This platform is designed to assist healthcare providers by offering an impartial review of cognitive abilities for individuals aged 6 to 99. Clinicians receive user-friendly reports that include comparisons to normative data from healthy individuals of similar age. The evaluation process lasts approximately 15 minutes and assesses four separate cognitive domains. Results are calculated automatically to enhance efficiency, and the assessment features four tests that use playing cards to present simple "yes" or "no" questions, with clear instructions and practice sessions included for better understanding. In addition, the Cognigram system is not only suitable for a single assessment but also for tracking cognitive changes over time through multiple evaluations, proving to be a flexible and valuable resource in cognitive assessment. This dual functionality allows for ongoing monitoring, making it an essential asset for healthcare professionals dedicated to understanding cognitive health.

Media

Media

Integrations Supported

C++
Cerebras
Devin Desktop
HTML
JavaScript
Kotlin
Kubernetes
Lua
MATLAB
Objective-C
PHP
Python
R
Ruby
SQL
Scala
Solidity
Swift
Terraform
TypeScript

Integrations Supported

C++
Cerebras
Devin Desktop
HTML
JavaScript
Kotlin
Kubernetes
Lua
MATLAB
Objective-C
PHP
Python
R
Ruby
SQL
Scala
Solidity
Swift
Terraform
TypeScript

API Availability

Has API

API Availability

Has API

Pricing Information

$20/month
Free Version
Free Trial Offered?

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Cognition

Date Founded

2023

Company Location

United States

Company Website

cognition.com

Company Facts

Organization Name

Cognigram

Company Location

United States

Company Website

www.cognigram.us/cognigram/about

Categories and Features

Categories and Features

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