Ratings and Reviews 1 Rating

Total
ease
features
design
support

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

  • Gemini Enterprise Agent Platform Reviews & Ratings
    999 Ratings
    Company Website
  • Concord Reviews & Ratings
    237 Ratings
    Company Website
  • Interfacing Integrated Management System (IMS) Reviews & Ratings
    66 Ratings
    Company Website
  • Google AI Studio Reviews & Ratings
    30 Ratings
    Company Website
  • CloudZero Reviews & Ratings
    66 Ratings
    Company Website
  • Daylight Reviews & Ratings
    11 Ratings
    Company Website
  • SCIKIQ Reviews & Ratings
    14 Ratings
    Company Website
  • Planview AdaptiveWork Reviews & Ratings
    714 Ratings
    Company Website
  • Elecard Boro Reviews & Ratings
    9 Ratings
    Company Website
  • Google Cloud BigQuery Reviews & Ratings
    2,027 Ratings
    Company Website

What is SWE-1.7?

SWE-1.7 is a frontier software engineering model from Cognition built for advanced coding agents and long-horizon development workflows. It is designed to deliver strong coding intelligence at a fraction of the cost of some leading frontier alternatives, improving the cost-performance balance for real software engineering work. The model is trained from a Kimi K2.7 base and further improved through Cognition’s reinforcement learning pipeline, showing that additional post-training can still produce major capability gains. SWE-1.7 is optimized for tasks such as bug fixing, feature implementation, code migrations, terminal-based workflows, multilingual software engineering, large codebase navigation, and end-to-end validation. It performs especially well on longer asynchronous tasks where an AI agent needs to gather context, inspect files, test hypotheses, make changes, and verify results over an extended period. Cognition trained the model with infrastructure improvements that preserve entropy, stabilize training, support multi-cluster reinforcement learning, and improve fault tolerance across large distributed runs. The training process also focused heavily on data quality, using automated execution tests, verifier quality checks, reward-hacking prevention, and task filtering to create stronger learning signals. SWE-1.7 includes self-compaction, allowing it to summarize its working state and continue long projects even when tasks exceed the raw context window. It also uses an alternating length penalty to encourage concise reasoning on easier tasks while maintaining deeper exploration when a problem requires it. In practice, the model tends to explore codebases carefully, read relevant files, search for hidden requirements, test edge cases, and experiment before deciding how to implement a fix. Available in Devin across web, desktop, and CLI via Cerebras, SWE-1.7 gives engineering teams a powerful model for running scalable, cost-efficient coding agents.

What is Kimi?

Kimi serves as an exceptionally skilled assistant, boasting a remarkable "memory" that enables her to simultaneously read extensive novels of up to 200,000 words while browsing the web. Her ability to grasp and analyze lengthy documents proves invaluable for swiftly summarizing reports like financial analyses and research findings, which enhances both your reading efficiency and organizational tasks. When preparing for exams or exploring unfamiliar topics, Kimi adeptly summarizes and clarifies intricate details from textbooks or academic articles, making learning more accessible. For those involved in programming or technical endeavors, Kimi is ready to assist by reproducing code or proposing technical solutions based on your provided snippets or pseudocode. Fluent in Chinese and adept at handling multilingual content, Kimi greatly improves communication and comprehension in international environments, establishing her as a versatile asset for global collaboration. Beyond her practical applications, Kimi Chat can engage users in lively conversations or even take on the persona of beloved game characters, adding an entertaining dimension to the experience. This blend of productivity help and interactive enjoyment not only aids in completing tasks but also infuses a sense of fun into your everyday activities, making Kimi an indispensable part of your routine.

Media

Media

Integrations Supported

Anuma
AnyAPI
Atomic Chat
BLACKBOX AI
C
CSS
Devin
JavaScript
Kimi K2.7 Code
Kimi Work
Lua
MATLAB
NexusBro
Nodalist AI
Noden
OrcaRouter
Peezy Gateway
Swift
TypeScript
XML

Integrations Supported

Anuma
AnyAPI
Atomic Chat
BLACKBOX AI
C
CSS
Devin
JavaScript
Kimi K2.7 Code
Kimi Work
Lua
MATLAB
NexusBro
Nodalist AI
Noden
OrcaRouter
Peezy Gateway
Swift
TypeScript
XML

API Availability

Has API

API Availability

Has API

Pricing Information

$20/month
Free Version
Free Trial Offered?

Pricing Information

Free
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

Moonshot AI

Date Founded

2023

Company Location

China

Company Website

www.kimi.com

Categories and Features

Categories and Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

Popular Alternatives

Popular Alternatives

Perplexity Reviews & Ratings

Perplexity

Perplexity AI
AutoGLM Reviews & Ratings

AutoGLM

Z.ai
GPT-5.6 Sol Reviews & Ratings

GPT-5.6 Sol

OpenAI
Grok Reviews & Ratings

Grok

SpaceXAI
Kimi Claw Reviews & Ratings

Kimi Claw

Moonshot AI