Technology

OpenAI turns defense factory into Cloud product

OpenAI demoed Codex Security Cloud at DevDay 2026, turning its internal defense factory into a GitHub scanner.

StartupHub.ai Staff

By StartupHub.ai Staff, reviewed by Daniel Singer, Editor

2 min read

OpenAI built Codex Security CLI and SDK first as open-source blocks. At DevDay 2026 Ian and Kyle demoed the change. Codex Security Cloud now scans GitHub repositories on every commit. It targets remote flaws where external actors gain access they should not have.

Months earlier OpenAI ran an internal security sprint. Ian said a quarter of product engineers joined the effort. Ian described the goal as a continuous defense factory. It scans systems, validates flaws, assigns owners and verifies fixes.

Codex Security: From Vulnerability to Verified Fix | DevDay 2026
Codex Security: From Vulnerability to Verified Fix | DevDay 2026

Ian, who works on cyber product engineering at OpenAI, warned "The cost of hacking stuff is going to basically zero." Kyle said broad scans failed without context. The team added custom scan prompts plus a shared knowledge base. OpenAI said 36% of findings were duplicates in its sprint.

Kyle said ownership mapping took the most human effort. The CLI now classifies flaws with a security rubric. It auto-generates patches and runs a verify-fix check as adversary. Ian said the false positive rate was 0.81% with rollbacks under 1%.

PatchBench tests use Codex Security patch skill to compare models. OpenAI said Astra at medium reasoning beats 5.6 Sol at X-high at less than half the cost per case. OpenAI said humans benchmark near 50%. That result builds on 5.6 Sol work and earlier Astra internal testing.

Cloud runs the loop without manual orchestration. OpenAI said it uses Daybreak Blue models for security. The CLI ships as @openai/codex-security on NPM, per its GitHub repo. Find Codex Security Cloud in the plugin marketplace before the end of the week.

Mentioned in this story

Sources

Get the free daily brief every morning

Every morning the day's AI news, new AI startups and new funding rounds. Free and takes a few minutes to read, unsubscribe at any time.

Join 64,000 other subscribers.

TopicsOpenAICodex SecurityCodex Security CloudDaybreak BlueAstraPatchBenchGitHub

StartupHub.ai Staff

Written by

StartupHub.ai StaffEditorial team

The staff writers of StartupHub.ai, ranging from investment analysts to avid AI tool users, early adopters and critical enthusiasts. Backgrounds span engineering, business and the arts. We hold every piece to rigorous standards of research and review.

Daniel Singer

Reviewed by

Daniel Singer is an AI expert who has been writing about, covering and building AI technology since 2018.

Test your Agent Readiness now

Paste your website. How well ChatGPT, Claude and the other agents can read and use a site, in about a minute.

Watch

The videos behind the news, one flip at a time

The feed mixes the videos from our articles with startup demos and you flip through them like TV channels for free with no signup.