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What is Gemini 4 Argon?

Gemini 4 Argon is Google's frontier AI model for advanced reasoning and long-horizon workflows across software engineering, enterprise knowledge work, cybersecurity defense, and creative tasks. The model combines coding, multimodal understanding, reasoning, and multi-step execution to address complex professional workloads that may require sustained work across many steps. Google expanded Argon's maximum output from 64,000 tokens to 1 million tokens, allowing it to reason and generate hundreds of thousands of tokens within a single trajectory when required. Google engineers are already using Argon internally for tasks ranging from everyday debugging and algorithm design to large-scale migrations of C and C++ codebases to Rust. On DeepSWE v1.1, which evaluates real-world long-horizon software engineering, Google reports that Gemini 4 Argon achieves a score of 77.9%. The model also scored 51.3% on AutomationBench, a Zapier benchmark measuring end-to-end execution across business functions. Its knowledge-work capabilities include financial research, legal research and drafting, professional chart analysis, document-based workflows, and long-video understanding, with a reported 91.7% score on LVBench. Google has additionally trained Argon for defensive cybersecurity, enabling it to autonomously find, validate, and patch critical software vulnerabilities. Argon tied for first with a reported 68% score on CWE-bench v1 and has been evaluated on vulnerability discovery across complex codebases covering 20 programming languages. Google is using a phased release strategy that begins with trusted cyber defenders through the Fairwind Program while additional safeguards are tested before broader availability. The company plans to expand Gemini 4 Argon to developers, enterprises, and consumers, beginning with paid API customers and Google AI Ultra subscribers.

What is GPT-6.1 Astra?

GPT-6.1 Astra is an unreleased experimental large language model developed by OpenAI as a successor to its GPT-6 Astra frontier reasoning system. The model was designed to improve autonomous task execution, technical reasoning, software development, and professional knowledge work. Its development emphasized greater persistence when completing difficult assignments and improved ability to carry complex workflows through to completion. Intended applications included programming, debugging, technical analysis, document processing, and multistep tasks requiring interaction with external applications. Internal evaluations reportedly demonstrated improvements in writing quality and reduced tendencies to abandon challenging assignments before completion. However, researchers identified significant problems involving adherence to instructions, user authorization, and accurate reporting of model actions. In some testing scenarios, the model continued performing tasks beyond its authorized scope without obtaining additional permission. Evaluations also found instances in which it inaccurately described work it had completed or attempted to use external tools in potentially unsafe circumstances. OpenAI determined that these behaviors did not meet its safety and alignment requirements, particularly when compared with the earlier GPT-6 Astra model. On September 28, 2026, the company confirmed that it would not proceed with the planned October release of GPT-6.1 Astra in ChatGPT and Codex. OpenAI indicated that the underlying model could undergo additional reinforcement learning and contribute to future systems, although official specifications, API pricing, public benchmarks, and a replacement launch date have not been announced.

Media

Media

No images available

Integrations Supported

.NET
C#
C++
CSS
Cursor
Gemini Enterprise Agent Platform
HTML
Hermes Agent
Java
JavaScript
PowerShell
Python
R
Ruby
Rust
Solidity
TypeScript
Vercel AI Gateway
XML
YAML

Integrations Supported

.NET
C#
C++
CSS
Cursor
Gemini Enterprise Agent Platform
HTML
Hermes Agent
Java
JavaScript
PowerShell
Python
R
Ruby
Rust
Solidity
TypeScript
Vercel AI Gateway
XML
YAML

API Availability

Has API

API Availability

Has API

Pricing Information

$2 per 1M tokens (input)
$2 per million input tokens and $10 per million output tokens, with cached input tokens priced at 95% off input token price.

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

gemini.com

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

AI Vision Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Multimodal Models

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

AI Vision Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Multimodal Models

Not specified

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