Adoption of fully automated AI systems for developer code advice in security contexts
Determine whether organizations that develop and maintain cybersecurity software will transition from relying primarily on internal documentation (such as wikis and internal guides) to deploying fully automated artificial intelligence systems that concretely advise developers on code in security-related development workflows.
References
More often than not, companies will have internal guides, “wikis”, and the like, not fully automated systems. Whether this is changing going forward is currently unknown.
— Large Language Models as a (Bad) Security Norm in the Context of Regulation and Compliance
(2512.16419 - Ludvigsen, 18 Dec 2025) in Section 2.2 (Other types of AI)