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# Security research became agentic
- URL: https://enteruaf.com/security-research-became-agentic/
- Published: 2025-10-30T12:00:00.000Z
- Updated: 2026-09-23T03:59:12.000Z
- Author: UAF Editorial
- Tags: Security, Agents

OpenAI’s Aardvark announcement described a security researcher that could help find and fix vulnerabilities at scale. The significant shift was not that a model could generate exploit-shaped text. It was that security work was being organized as a loop of discovery, triage, explanation and coordinated disclosure.

That loop has to preserve the distinction between finding a weakness and safely handling it. An agent needs narrow access, durable evidence and a disclosure process that keeps defenders ahead of attackers. Security automation is useful only when its authority is more constrained than its curiosity.