Despite the abundance of cardiovascular health data collected during hospital visits, most healthcare systems lack the ability to analyze longitudinal patient histories to detect subtle risk progression over time. Existing tools focus on static risk prediction rather than dynamic health trajectories, leaving clinicians without actionable insights to identify early deterioration and intervene proactively.