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This architecture demonstrates real-time incident response for adaptive defense against cyber threats, highlighting its importance in cybersecurity.
The architecture of the proposed threat intelligence system, covering data preprocessing, training mechanisms, and performance metrics. Empirical analysis illustrates the model’s superiority over traditional methods in detecting zero-day attacks, phishing, and malware intrusions. The paper concludes that AI-powered threat intelligence systems are essential for contemporary cybersecurity frameworks, offering scalable, adaptive, and real-time defense mechanisms that empower organizations to pre-emptively neutralize sophisticated threats and ensure operational continuity.
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Kumar et al. (2025) studied this question.
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