
Digital defense mechanisms are currently undergoing a radical metamorphosis as the traditional safety net of delayed patching vanishes under the weight of hyper-intelligent automation. The fundamental shift toward artificial intelligence in cybersecurity is not merely a quantitative improvement in speed but a qualitative transformation of how digital risk is perceived and mitigated. Traditionally, organizations relied on a predictable lifecycle of










