OpenAI Aardvark, an autonomous security agent now in private beta designed to assist developers by identifying and rectifying security flaws within code. Benchmarks indicate that this tool is highly effective, successfully recognizing 92 percent of known and synthetically created vulnerabilities during testing. Beyond typical security issues, Aardvark is also capable of uncovering logic flaws, incomplete code fixes, and privacy concerns within software projects. Significantly, the agent has already been instrumental in finding and reporting dozens of open-source vulnerabilities, with ten being assigned formal CVE identifiers.