By 2028, Cyber Threat Intelligence (CTI) systems will see a significant shift , driven by the increasing sophistication of malicious activity . We predict a general adoption of automated CTI capabilities , moving beyond legacy aggregation and examination to anticipatory threat hunting . The capacity to integrate CTI information from diverse sources