In the age of AI and digital technology, cybersecurity is a constantly evolving and adaptive frontier. AI mechanisms increase the ability to detect, predict, and mitigate threats, but they simultaneously expand the attack surface with new vulnerabilities in models, data pipelines, and complex interconnected systems. The speed and sophistication of AI-powered attacks demand equally intelligent, scalable, and resilient defense strategies.