OpenAI has launched GPT-5.1-Codex-Max, a specialized coding model designed to handle complex development tasks autonomously.
The new system represents a significant leap in agentic AI capabilities, enabling machines to work on coding projects with minimal human intervention. GPT-5.1-Codex-Max operates differently from general-purpose AI models.
Built specifically for software engineering, the model features compaction technology that enables it to process millions of tokens in a single session.
This breakthrough means developers can assign extensive refactoring projects, debugging sessions, and multi-hour agent loops to the AI.
Advanced Architecture Powers Independent Development
Which completes them independently without losing context or coherence. The model can sustain work for extended periods.
In internal testing, GPT-5.1-Codex-Max completed tasks running for over 24 hours, automatically managing its context window by compacting sessions when necessary.
This capability transforms how teams approach large-scale code modernization and complex system maintenance. Performance benchmarks demonstrate substantial improvements over previous versions.
On SWE-bench Verified evaluations, GPT-5.1-Codex-Max achieves 77.9% accuracy compared to 73.7% from its predecessor.
More notably, the model uses 30% fewer thinking tokens while delivering superior results, directly translating to reduced computational costs for developers.
Frontend design tasks showcase these efficiency gains effectively. GPT-5.1-Codex-Max produces high-quality interfaces with approximately 27,000 thinking tokens, compared to 37,000 for older models.
Requiring fewer tool calls and generating more efficient code. The enhanced capabilities bring responsibility.
OpenAI acknowledges that advanced coding models can, in theory, assist in cybersecurity attacks. However, the company states it hasn’t observed meaningful abuse at scale.
The team has already disrupted cyber operations by attempting to misuse the model. GPT-5.1-Codex-Max runs in a secure sandbox by default.
File operations remain confined to designated workspaces, and network access stays disabled unless explicitly enabled.
OpenAI recommends keeping Codex restricted, as enabling internet connectivity introduces prompt injection vulnerabilities. The company advises developers to review all AI-generated code before deployment.
Codex produces terminal logs and cites tool calls, reducing bug risks, but should complement rather than replace human code reviews.
GPT-5.1-Codex-Max is now available through Codex for ChatGPT Plus, Pro, Business, Edu, and Enterprise subscribers. API access is coming soon.
Internally, 95% of OpenAI’s engineers use Codex weekly, and adoption correlates with approximately 70% more pull requests shipped.
The model represents progress toward reliable AI coding partners that enhance developer productivity while maintaining security standards.
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