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GPT-5.1-Codex-Max

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What is GPT-5.6 Luna?

GPT-5.6 Luna is the lowest-cost model in OpenAI’s GPT-5.6 family, built for fast and affordable AI assistance across everyday and technical workflows. The GPT-5.6 lineup includes Sol as the flagship model, Terra as the balanced model for everyday work, and Luna as the efficient model for users who need strong capability at lower cost. Luna is intended for developers, businesses, and teams that need scalable AI for coding help, workflow automation, research support, analysis, customer-facing applications, and high-volume API usage. In the pasted preview text, Luna is presented as part of the same GPT-5.6 release process and benchmark set as Sol and Terra. It appears in evaluations for command-line coding workflows, long-horizon biology tasks, ExploitBench, and ExploitGym, indicating that it is designed to handle more than simple chat use cases. The model is priced at a lower per-token rate than Sol and Terra, making it more suitable for applications where cost efficiency is a major priority. GPT-5.6 Luna also supports the new GPT-5.6 prompt caching approach, including explicit cache breakpoints, a 30-minute minimum cache life, cache writes billed above the uncached input rate, and discounted cached-input reads. Like the rest of the GPT-5.6 family, Luna is developed with layered safeguards matched to model capability. These safeguards include trained refusals for prohibited cyber assistance, real-time misuse classifiers, paused generation for higher-risk cases, account-level review, monitoring, enforcement, automated red-teaming, and third-party human expert red-teaming. Luna is expected to support legitimate defensive and technical workflows such as code review, debugging, patch development, security education, and defensive testing while making prohibited misuse more difficult and detectable. GPT-5.6 Luna helps organizations deploy GPT-5.6-class AI where speed, affordability, scalability, and safe production use are the most important requirements.

What is GPT-5.1-Codex-Max?

The GPT-5.1-Codex-Max stands as the pinnacle of the GPT-5.1-Codex series, meticulously designed to excel in software development and intricate coding challenges. It builds upon the core GPT-5.1 architecture by prioritizing broader goals such as the complete crafting of projects, extensive code refactoring, and the autonomous handling of bugs and testing workflows. With its innovative adaptive reasoning capabilities, this model can more effectively manage computational resources, tailoring its performance to the complexity of the tasks it encounters, which ultimately improves the quality of the results produced. Additionally, it supports a wide array of tools, including integrated development environments, version control platforms, and CI/CD pipelines, thereby offering remarkable accuracy in code reviews, debugging, and autonomous execution when compared to more general models. Beyond Max, there are lighter alternatives like Codex-Mini that are designed for those seeking cost-effective or scalable solutions. The entire suite of GPT-5.1-Codex models is readily available through developer previews and integrations, such as those provided by GitHub Copilot, making it a flexible option for developers. This extensive variety of choices ensures that users can select a model that aligns perfectly with their unique needs and project specifications, promoting efficiency and innovation in software development. The adaptability and comprehensive features of this suite position it as a crucial asset for modern developers navigating the complexities of coding.