Interactive URL triage has become a crucial task in combating modern phishing campaigns that evade traditional snapshot-based URL classifiers. These campaigns employ tactics such as interaction gates, delayed content rendering, and logo-less credential harvesters, necessitating a shift from static classification to interactive forensics. Analysts must now actively navigate pages while protecting themselves from potential runtime exploits. To address this challenge, researchers have introduced TraceScope, a novel approach that utilizes decoupled checklist adjudication for interactive URL triage. This method enables analysts to effectively assess URLs without exposing themselves to risks. The development of TraceScope marks a significant step forward in the field of cybersecurity, as it provides a more effective means of identifying and mitigating phishing threats1. This matters to practitioners because it highlights the need for adaptive security measures that can keep pace with the evolving tactics of phishing campaigns.