By 2026 , Cyber Threat Intelligence (CTI) systems will experience a significant evolution, driven by the growing sophistication of threats. We anticipate a broad adoption of machine learning-based CTI capabilities , moving beyond legacy aggregation and analysis to predictive threat identification. The power to integrate CTI data from varied streams