By 2028, Cyber Threat Intelligence (CTI) systems will experience a significant evolution, driven by the increasing sophistication of malicious activity . We predict a website broad adoption of machine learning-based CTI features , moving beyond traditional aggregation and assessment to proactive threat detection . The capacity to integrate CTI info