{"type":"post","id":"as-ai-becomes-more-capable-at-finding-vulnerabilities-1796e1","slug":"as-ai-becomes-more-capable-at-finding-vulnerabilities-1796e1","title":"As AI becomes more capable at finding vulnerabilities, defenders need to put it to work before attackers do.","description":"OpenAI describes an internal security sprint involving more than 250 people and the foundations of a continuous, agent-first operation for finding, validating, and fixing vulnerabilities.","retrieval_nugget":"OpenAI describes an internal security sprint involving more than 250 people and the foundations of a continuous, agent-first operation for finding, validating, and fixing vulnerabilities. The account matters to AI builders because it treats isolation, orchestration, ownership, and independent retesting as core parts of deploying agents in security work—not optional safeguards around a model.","published_at":"2026-11-03","updated_at":"2026-11-03","record_date":"2026-11-03","date_kind":"published_at","topics":["codex","google"],"entities":["OpenAI","Defense Factory","Codex","Cloudflare","Ramp","Google"],"related_patterns":["agent-security-moves-to-runtime-boundaries"],"novelty_label":"new_fact","what_changed":"OpenAI now describes a Defense Factory and an internal security sprint using its latest cyber models, mobilizing 250+ people to find, validate and fix vulnerabilities.","prior_refs":["https://newruntime.com/posts/to-our-knowledge-frontier-ai-found-these-vulnerabilities-493b48/"],"source_url":"https://openai.com/the-defense-factory/","source_urls":["https://openai.com/the-defense-factory/"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:as-ai-becomes-more-capable-at-finding-vulnerabilities-1796e1","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/as-ai-becomes-more-capable-at-finding-vulnerabilities-1796e1/","markdown":"https://newruntime.com/posts/as-ai-becomes-more-capable-at-finding-vulnerabilities-1796e1.md","json":"https://newruntime.com/posts/as-ai-becomes-more-capable-at-finding-vulnerabilities-1796e1.json"},"markdown_url":"https://newruntime.com/posts/as-ai-becomes-more-capable-at-finding-vulnerabilities-1796e1.md","next_reads":[{"type":"topic","path":"/topics/codex/","url":"https://newruntime.com/topics/codex/","title":"Codex","reason":"Explore the codex topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/codex.md","json_url":"https://newruntime.com/topics/codex.json"},{"type":"topic","path":"/topics/google/","url":"https://newruntime.com/topics/google/","title":"Google","reason":"Explore the google topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/google.md","json_url":"https://newruntime.com/topics/google.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}