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Model details

GPT-6 Astra (OpenAI)

GPT-6 Astra is positioned by OpenAI as its next flagship model, stepping into a tier of capabilities that blends deep reasoning with serious cybersecurity performance. Reported evaluations place it at the Critical level on the Preparedness Framework's cyber category, a first for an OpenAI release, alongside a reported 100% score on ExploitBench and a 91.5% refusal rate on cyber jailbreaks, a figure OpenAI contrasts against 59% for GPT-5.6 Sol. The model is also credited with finding two chained zero-days on an internal V8 test set, signaling a shift toward frontier offensive-security research as part of its stated capabilities.

Beyond cybersecurity, GPT-6 Astra is associated with formal mathematical progress. An August 2026 OpenAI report describes the model solving ten previously open problems in mathematics and theoretical computer science, with proofs formalized in Lean, indicating strong tool-assisted reasoning over rigorous symbolic domains. Coverage also describes a recurrent-style architecture that reuses the same layer set in loops to add compute per token, a design choice that aims to scale reasoning depth without proportionally expanding parameter count. Together, these traits frame GPT-6 Astra as a model built for sustained, multi-step problem solving across both formal reasoning and high-stakes technical tasks.

LLM Gatewayopenai/gpt-6-astragpt

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LLM Gateway
Model key
openai/gpt-6-astra
Release date
Sep 3, 2026
Last updated
Sep 3, 2026
Input modalities
Output modalities
Capabilities

Cost

Input token cost
$10.00
Output token cost
$50.00

Limits

Output tokens
128,000 tokens
Context window
1,050,000 tokens

Transparent token rates

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Rates are shown per one million tokens. Combined means one million input plus one million output tokens.

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Latest news about GPT-6 Astra (OpenAI)

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Coverage

According to a Founderz guide published September 8, 2026, OpenAI launched GPT-6 Astra on September 3, 2026, describing it as the company's most capable model yet and positioning it above GPT-5.6 Sol in OpenAI's lineup. The article states the model is designed for complex, multi-step tasks spanning software, browsers, The same Founderz piece reports that GPT-6 Astra is rolling out across paid ChatGPT plans and is accessible via the OpenAI API, Microsoft Azure, and AWS Bedrock, with phased availability meaning not every eligible account will see it immediately. It frames GPT-6 Astra as the first model in the GPT-6 generation and cont

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Coverage

A DefenceHub forum thread dated September 5, 2026, recaps a Fortune report on OpenAI's rollout of GPT-6 Astra beginning September 3, 2026, highlighting its computer-use capability as the model's most distinctive feature. According to the thread, OpenAI President Greg Brockman said Astra can work on spreadsheets, fill o The thread frames GPT-6 Astra as marking a shift from a "ask a question → get a text answer" paradigm to a "set a goal → complete the task" paradigm, and notes that OpenAI demonstrated the capability running on a computer with voice-guided instructions. It also flags that the journalist demo appeared fluid but was pre-

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CoverageBenchmark

MindStudio's September 4, 2026 benchmark comparison reports concrete GPT-6 Astra evaluation numbers: approximately 99.9% on ARC-AGI-3 (some outlets cited 98.6%), 97.6% on Frontier Math Tier 4, 73–74% on DeepSWE coding, 100% on Exploit Bench, and 64.6% on Terminal Bench Science. The piece contextualizes these against co The post also details capability and cost signals for GPT-6 Astra: OS World 2.0 scores roughly 7% higher and 50% faster than GPT-5.6, alignment testing showed 0% unauthorized task completion versus 48.2% for the prior model, and API pricing is reported at $10 per million input tokens and $50 per million output tokens w

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Coverage

Microsoft's September 3, 2026 Azure blog by Steve Sweetman and Naomi Moneypenny announces GPT-6 Astra's general availability in Microsoft Foundry, explicitly naming the model and positioning it as OpenAI's newest frontier model for enterprise work. The post describes Astra's ability to take open-ended goals, reason thr The announcement frames three enterprise capability pillars for GPT-6 Astra: deliberate planning and decision support with structured recommendations, polished output production (documents, spreadsheets, presentations, analyses ready for review), and execution across applications via advanced tool use and computer use

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