AI-Assisted Features in DevSecOps
AI can detect vulnerabilities, but who governs risk?

AI can detect vulnerabilities, but who governs risk?

2/27/2026 · Omer Azaria

What this post added

This post introduces the concept of governing risk in the context of AI-assisted development. It highlights that while AI can detect vulnerabilities, human oversight and governance are crucial for enterprise security. The post emphasizes GitLab's role as an orchestration layer that provides enforcement, visibility, and auditability for AI-generated code. It contrasts LLMs' isolated code analysis with platforms that understand context, and argues for continuous assurance through embedded controls in development workflows. The core contribution is the framing of AI security not just as detection, but as a governance challenge that GitLab is positioned to solve.

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