By 2028, Cyber Threat Intelligence (CTI) systems will experience a major shift , driven by the increasing sophistication of malicious activity . We predict a broad adoption of machine learning-based CTI capabilities , moving beyond traditional aggregation and analysis to predictive threat hunting . The ability to connect CTI information from divers