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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 Grok 4.5?

Grok 4.5 is an advanced AI model from xAI designed to deliver high performance across coding, agentic tasks, engineering work, and professional knowledge workflows. It is positioned as xAI’s strongest model for users who need an assistant that can reason through complex technical problems, build applications, complete software engineering tasks, and support business productivity. The model was trained on broad datasets covering coding, science, engineering, and math, with additional emphasis on data quality, filtering, deduplication, and domain-focused selection. Grok 4.5 also uses reinforcement learning across large numbers of multi-step tasks, helping it perform better on real engineering work and long-running agentic rollouts. Developers can use it to debug code, generate applications, solve programming challenges, plan software architecture, and complete technical workflows that require more than simple text generation. It is capable of building polished applications from minimal prompts, including interactive simulations, functional interfaces, and production-oriented app concepts. Grok 4.5 is also designed for office work, with capabilities for creating Excel models, researching from the web, building multi-sheet formulas, drafting Word documents, and designing PowerPoint presentations with native shapes and structured slide layouts. The model is served at fast speeds while maintaining strong token efficiency, helping users receive capable answers with fewer steps and reduced output volume. Its pricing is designed to support developer and business use cases, with API access available for teams that want to build Grok 4.5 into their own products or workflows. Grok 4.5 is available in Grok Build, Cursor, and the xAI API console, giving users multiple ways to experiment, build, and deploy with the model.

Media

Media

Integrations Supported

C
C#
CSS
Dart
HTML
JavaScript
Kotlin
Kubernetes
Lua
PHP
PowerShell
Python
R
Ruby
Rust
SQL
Solidity
Swift
XML
YAML

Integrations Supported

C
C#
CSS
Dart
HTML
JavaScript
Kotlin
Kubernetes
Lua
PHP
PowerShell
Python
R
Ruby
Rust
SQL
Solidity
Swift
XML
YAML

API Availability

Has API

API Availability

Has API

Pricing Information

$20/month
Free Trial Offered?
Free Version

Pricing Information

$2 per million input tokens
Free Trial Offered?
Free Version

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

xAI

Date Founded

2023

Company Location

United States

Company Website

grok.com

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