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OpenAI introduced Aardvark, an agentic security researcher in private beta that reads code, reasons about vulnerabilities and helps generate patches.
The company described the system as using GPT-5 to identify defects, confirm exploitability in a sandbox and work with Codex to produce fixes for human review.
The industry implication is that AI agents are moving from code generation into security triage, where false positives, exploit validation and auditability are central.
Why It Matters
Security agents could change vulnerability management, but only if they are reliable enough for high-trust workflows.
What to Watch
Watch private-beta results, open-source CVE claims, integration with code review and controls around autonomous security actions.
Primary Sources
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