AI Summary

Just over a year ago, three industry experts—Heather Adkins, Gadi Evron and Bruce Schneier—introduced the concept of “VulnOps.” They described VulnOps as a major phase in AI‑assisted cyber defense where vulnerability research and remediation become scalable, repeatable, automated and fully integrated into enterprise operations. The vision anticipates a progression from AI‑augmented vulnerability management toward self‑healing networks, marking a shift toward more autonomous organizational security.

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