Cybersecurity was built for predictable systems. AI changes the rules
Summary
AI systems challenge traditional cybersecurity because they behave unpredictably, unlike the deterministic (consistent and predictable) systems that security programs were designed around. Traditional security approaches focused on preventing attacks before systems go live, but AI agents make dynamic decisions and interact with external tools in ways developers can't fully predict, meaning security risks emerge at runtime (while systems are actively running) rather than being preventable beforehand. Additionally, AI-assisted development tools are accelerating code production, compressing the time security teams have to review and understand what enters production.
Classification
Affected Vendors
Original source: https://www.csoonline.com/article/4186374/cybersecurity-was-built-for-predictable-systems-ai-changes-the-rules.html
First tracked: June 18, 2026 at 08:00 AM
Classified by LLM (prompt v3) · confidence: 75%