By the coming years, Cyber Threat Intelligence (CTI) systems are expected to undergo a considerable shift . We foresee heightened integration of machine-learning-driven features , moving past purely defensive approaches to predictive threat hunting . Integration with Security Orchestration, Automation and Response (SOAR) will be essential for effec