CYBERSECURITY
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Reengineering the SOC – How AI will transform cyber defense
1. The vulnerability lifecycle still moves at human speed We’ re all used to operating within a discovery-to-patch window measured in weeks. The conventional timeline says: a security flaw is publicly disclosed, a software vendor releases a fix, your team tests it, patches get deployed. This pace shaped everything from monthly patching windows to response time commitments.
But frontier AI agents don’ t find vulnerabilities the way human researchers do. They automatically scan your applications and systems, not just identifying known published flaws, but uncovering hidden logic gaps and unexpected ways to chain multiple problems together to break security. What a senior security researcher would spend days analysing, these models can generate working attack methods for, in minutes. And this takes place across your entire internet-facing environment.
The challenge has shifted from finding vulnerabilities to patching faster than AI can scan.
2. Web applications are protected by firewalls and filters at the edge Traditional web application firewall architectures assume malicious traffic can be recognised and filtered before it reaches the application. That works well for attacks with identifiable patterns,
72 October 2026