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What is Magma?

Magma is a state-of-the-art multimodal AI foundation model that represents a major advancement in AI research, allowing for seamless interaction with both digital and physical environments. This Vision-Language-Action (VLA) model excels at understanding visual and textual inputs and can generate actions, such as clicking buttons or manipulating real-world objects. By training on diverse datasets, Magma can generalize to new tasks and environments, unlike traditional models tailored to specific use cases. Researchers have demonstrated that Magma outperforms previous models in tasks like UI navigation and robotic manipulation, while also competing favorably with popular vision-language models trained on much larger datasets. As an adaptable and flexible AI agent, Magma paves the way for more capable, general-purpose assistants that can operate in dynamic real-world scenarios.

What is GPT-5.6 Sol?

GPT-5.6 Sol is a next-generation OpenAI model previewed as the flagship option in the GPT-5.6 family. The series includes Sol for the strongest capability, Terra for balanced everyday work, and Luna for faster, lower-cost use cases. GPT-5.6 Sol is built for demanding work across coding, agentic automation, biology, cybersecurity, research, and enterprise knowledge workflows. The model introduces a new max reasoning effort that allows it to spend more time reasoning through difficult problems. It also adds ultra mode, which coordinates subagents to help accelerate complex tasks that benefit from parallel or multi-agent execution. In coding workflows, GPT-5.6 Sol is designed for command-line tasks that require planning, iteration, testing, tool coordination, and long-horizon software engineering judgment. In biology workflows, it is positioned for genomics and quantitative-biology analysis where efficient reasoning over complex scientific tasks matters. In cybersecurity, GPT-5.6 Sol supports legitimate defensive work such as vulnerability discovery, patch development, debugging, security education, code review, and authorized testing. OpenAI describes GPT-5.6 Sol as more capable at helping users find and fix vulnerabilities than reliably carrying out end-to-end attacks under tested conditions. The model’s release is paired with a layered safeguard system that includes model-level refusals, real-time misuse classifiers, paused generation for higher-risk cases, account-level review, automated red-teaming, third-party testing, differentiated access, and enterprise safety controls. GPT-5.6 Sol helps developers, researchers, enterprises, and cyber defenders use frontier AI for advanced technical work while supporting safer deployment, stronger oversight, and phased access.

Media

Media

Integrations Supported

Microsoft Foundry
Amazon Bedrock
Bash
ChatGPT Agent
ChatGPT Canvas
ChatGPT Images
Claw Code
GPT-5.1-Codex
GPT-5.5 Thinking
HTML
JetBrains AI Assistant
Microsoft 365 Copilot
Node.js
OpenAI Codex
Perplexity Pro
Python
Springhub
Use AI
Verdent
XML

Integrations Supported

Microsoft Foundry
Amazon Bedrock
Bash
ChatGPT Agent
ChatGPT Canvas
ChatGPT Images
Claw Code
GPT-5.1-Codex
GPT-5.5 Thinking
HTML
JetBrains AI Assistant
Microsoft 365 Copilot
Node.js
OpenAI Codex
Perplexity Pro
Python
Springhub
Use AI
Verdent
XML

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$5 per 1M tokens (input)
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

Microsoft

Date Founded

1975

Company Location

United States

Company Website

ai.azure.com/labs/projects/magma

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com

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