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AI-native cybersecurity architectures emerge as enterprises shift from human-led defense to machine-speed automated response systems

Feature update Provisional 55% confidence first seen

Enterprise cybersecurity is transitioning toward AI-native defense architectures that combine behavioral context engines, autonomous response agents, and continuous validation to counter machine-speed attacks. Companies like Abnormal AI are already detecting anomalies orders of magnitude faster than human review, while the security landscape faces compounding challenges with CVE publication rates accelerating and remediation effectiveness declining despite increased ticket closure.

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