Enterprise AI coding grows enamel: GPT‑5.2‑Codex weaves safety into large-scale software program refactors

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With the latest launch of GPT 5.2, OpenAI up to date different associated fashions, together with its standard coding mannequin Codex, bringing extra agentic use instances to its fold. 

GPT-5.2-Codex, which OpenAI referred to as in a weblog submit “essentially the most superior agentic coding mannequin but for complicated, real-world software program engineer,” has been optimized for long-horizon work with brokers and could have stronger cybersecurity capabilities. 

The mannequin is an offshoot of GPT-5.2, optimized for agentic constructing. 

“GPT‑5.2-Codex represents a step ahead in how superior AI can assist real-world software program engineering and specialised domains like cybersecurity—serving to builders and defenders deal with complicated, long-horizon work, and strengthening the instruments obtainable for accountable safety analysis,” the corporate mentioned in its weblog submit. 

Enterprises can entry the brand new Codex mannequin “in all Codex surfaces for paid ChatGPT customers, and dealing in the direction of safely enabling entry to GPT‑5.2-Codex for API customers within the coming weeks.” The corporate can be piloting a program with invite-only trusted customers to entry “extra permissive fashions for vetted professionals and organizations” for defensive cybersecurity work to find out a stability between accessibility and security. 

Advances in cybersecurity with fashions

OpenAI calls GPT-5.2-Codex its strongest cybersecurity mannequin but. Nonetheless, as its capabilities develop, the corporate mentioned it must design a deployment method that accounts for future development and helps defensive cybersecurity. 

“As our fashions proceed to advance alongside the intelligence frontier, we’ve noticed that these enhancements additionally translate to functionality jumps in specialised domains corresponding to cybersecurity⁠,” the corporate mentioned. 

OpenAI mentioned in its system card that it examined the mannequin on three benchmarks: Seize-the-Flag (CTF) evals, CVE-Bench and Cyber Vary. 

GPT-5.2-Codex turned the corporate’s strongest-performing mannequin in CTF evals, which they attributed to compaction, or “the flexibility for the mannequin to work coherently throughout a number of context home windows.”

The mannequin scored 87% in CVE-Bench, outperforming different fashions, with GPT-5.1-Codex-Max coming in an in depth second. This improve can be useful for duties involving operating instructions round vulnerability discovery and making an attempt instruments “with an nearly brute-force method.”

Within the long-form Cyber Vary check, the mannequin had a mixed move price of 72.7%. GPT-5.1-Codex-Max scored 81.8%. 

Cybersecurity deployment mission

OpenAI mentioned some customers of its GPT-5.1-Codex-Max, which launched in November, uncovered a supply code publicity vulnerability in React and subsequently reported it. In keeping with OpenAI, Andrew MacPherson, a safety researcher at Privy, used GPT-5.1-Codex-Max to evaluate how effectively the mannequin may assist real-world vulnerability analysis. The mannequin as a substitute surfaced surprising habits. 

With enhancements in cybersecurity capabilities for GPT-5.2-Codex and probably for fashions that come after it, OpenAI mentioned it must stability the deployment of frontier fashions with the required instruments for defensive cybersecurity. Whereas GPT-5.2-Codex “doesn’t attain a excessive stage of cyber functionality beneath our Preparedness Framework,” the corporate plans to convey chosen customers to check safety capabilities. (OpenAI’s Preparedness Framework to measure and monitor potential harms from AI to people)

“Safety groups can run into restrictions when trying to emulate risk actors, analyze malware to assist remediation, or stress check crucial infrastructure. We’re growing a trusted entry pilot to take away that friction for qualifying customers and organizations and allow trusted defenders to make use of frontier AI cyber capabilities to speed up cyberdefense.” OpenAI mentioned. 

Agentic frontiers 

GPT-5.2 already acquired reward from customers for its use in enterprise duties and workflows. With the Codex model, a few of these capabilities may switch, particularly as enterprises plan to make use of the mannequin to code their brokers. 

The corporate mentioned the mannequin improves long-horizon work by way of compaction, providing sturdy efficiency on in depth code modifications. It additionally options improved efficiency on Home windows. 

In benchmark testing, GPT-5.2-Codex carried out the perfect on accuracy in comparison with its earlier variations.

"With these enhancements, Codex is extra succesful at working in massive repositories over prolonged classes with full context intact. It may well extra reliably full complicated duties like massive refactors, code migrations, and have builds — persevering with to iterate with out dropping monitor, even when plans change or makes an attempt fail," OpenAI mentioned.

Because it launched in previews in Could, Codex has helped usher in acceptance of agentic and vibe coding within the enterprise AI builder house. Together with Windsurf, Cursor, Claude Code and the numerous coding brokers from Google, the platform moved LLMs from easy code completion to producing and beginning asynchronous coding initiatives for customers. 

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