By 2028, Cyber Threat Intelligence (CTI) systems will experience a major shift , driven by the rising sophistication of malicious activity . We predict a general adoption of machine learning-based CTI features , moving beyond legacy aggregation and assessment to proactive threat identification. The capacity to combine CTI information from varied so