Ratings and Reviews 1 Rating

Total
ease
features
design

Ratings and Reviews 0 Ratings

Total
ease
features
design
support

This software has no reviews. Be the first to write a review.

Write a Review

Alternatives to Consider

  • TrustInSoft Analyzer Reviews & Ratings
    6 Ratings
    Company Website
  • Interfacing Integrated Management System (IMS) Reviews & Ratings
    66 Ratings
    Company Website
  • Innoslate Reviews & Ratings
    93 Ratings
    Company Website
  • Flagsmith Reviews & Ratings
    42 Ratings
    Company Website
  • All in One Accessibility Reviews & Ratings
    36 Ratings
    Company Website
  • JetBrains Junie Reviews & Ratings
    12 Ratings
    Company Website
  • Checksum.ai Reviews & Ratings
    1 Rating
    Company Website
  • Epsilon3 Reviews & Ratings
    265 Ratings
    Company Website
  • NINJIO Reviews & Ratings
    416 Ratings
    Company Website
  • PackageX OCR Scanning Reviews & Ratings
    48 Ratings
    Company Website

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 Ostia Portus?

In many contemporary businesses, the journey of introducing a new product idea or upgrading an existing one often takes several months or even years to complete. This delay arises from complex IT ecosystems, stringent change control processes, the need for consistent stability and reliability in production, and various security issues—all contributing to a lengthy array of obstacles. Just think about the opportunities that would arise if we could launch a new product concept in merely a few weeks! Portus provides a groundbreaking solution with its cutting-edge technology that enables the on-demand creation of intelligent testing systems. By creating simulations that accurately mimic the necessary connections to back-office IT infrastructures, Portus effectively tackles the challenge of swiftly establishing intricate IT testing environments. This innovative approach drastically reduces the timeline for testing, allowing it to be finished in weeks or sometimes even days, according to our clients' feedback. As a result, this accelerates the deployment of new or enhanced applications, minimizing risks and reducing costs. Additionally, Portus test systems can be developed in just a few days using cost-effective, standard hardware and software solutions, making it a viable option for organizations aiming to boost their agility in product development. This newfound speed and efficiency can transform the way businesses approach innovation, fostering a culture of rapid adaptation and responsiveness to market demands.

Media

Media

Integrations Supported

.NET
Cerebras
Dart
Devin Desktop
JSON
JavaScript
Kotlin
Kubernetes
Lua
PHP
PowerShell
R
Rust
SQL
Scala
Solidity
Swift
Terraform
XML
YAML

Integrations Supported

API Availability

API Availability

Pricing Information

$20/month
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

Not specified

Customer Service / Support

Web-Based Support

Customer Service / Support

Standard Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Cognition

Date Founded

2023

Company Location

United States

Company Website

cognition.com

Company Facts

Organization Name

Ostia Software Solutions

Company Location

United States

Company Website

ostiasolutions.com

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

Categories and Features

Sandbox

Not specified

Simulation

3D Modeling
Agent-Based Modeling
Dynamic Modeling
Industry Specific Database
Presentation Tools
Turbulence Modeling

Popular Alternatives

Popular Alternatives

Simulink Reviews & Ratings

Simulink

MathWorks
GPT-5.6 Sol Reviews & Ratings

GPT-5.6 Sol

OpenAI
Zunoy Sandbox Reviews & Ratings

Zunoy Sandbox

Mentcube Innovations Pvt Ltd
SWE-1.7 Reviews & Ratings

SWE-1.7

Cognition