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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 ActiveEdge?

Cougaar Software, Inc. (CSI) has introduced ActiveEdge®, a sophisticated decision support system that employs the Cognitive Agent Architecture (Cougaar), which serves as a distributed and open-source agent framework. This innovative platform leverages Cougaar's powerful features while integrating key enhancements that simplify application development, enhance agent capabilities, and boost overall system efficacy. ActiveEdge® is designed to mimic human reasoning, providing advanced narrow Artificial Intelligence (AI) solutions to address some of the world's most intricate challenges, transforming expansive data sets into actionable insights that enable prompt and well-informed decision-making. In addition, ActiveEdge® excels in execution monitoring and supports collaborative decision-making processes. CSI's primary aim is to establish a state-of-the-art cognitive computing environment that empowers intelligent systems, allowing them to understand their environments and assist users through advanced reasoning and automation techniques. These groundbreaking advancements hold the potential to significantly enhance operational efficiency and improve decision-making across a wide range of sectors. As industries continue to evolve, the implementation of such cognitive solutions will likely become increasingly essential for maintaining competitive advantage.

Media

Media

Integrations Supported

C
C#
C++
Dart
Devin
Devin Desktop
Go
Kubernetes
Lua
MATLAB
Objective-C
PHP
PowerShell
Python
Scala
Solidity
Swift
TypeScript
XML
YAML

Integrations Supported

C
C#
C++
Dart
Devin
Devin Desktop
Go
Kubernetes
Lua
MATLAB
Objective-C
PHP
PowerShell
Python
Scala
Solidity
Swift
TypeScript
XML
YAML

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

Cougaar Software

Date Founded

2001

Company Location

United States

Company Website

www.cougaarsoftware.com

Categories and Features

Categories and Features

Integration

Dashboard
ETL - Extract / Transform / Load
Metadata Management
Multiple Data Sources
Web Services

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