AI-Driven Threat Defense: Intelligent Security for the Modern Enterprise

Designing AI-native security platforms: real-time detection, response, and orchestration
Embedding GenAI into SOC operations and risk management workflows
Governing AI in cybersecurity: model drift, explainability, and ethical guardrails
Creating scalable, resilient security architectures across hybrid environments