AI RESEARCH
TraceScope: Interactive URL Triage via Decoupled Checklist Adjudication
arXiv CS.AI
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ArXi:2604.21840v1 Announce Type: cross Modern phishing campaigns increasingly evade snapshot-based URL classifiers using interaction gates (e.g., checkbox/slider challenges), delayed content rendering, and logo-less credential harvesters. This shifts URL triage from static classification toward an interactive forensics task: an analyst must actively navigate the page while isolating themselves from potential runtime exploits. We present TraceScope, a decoupled triage pipeline that operationalizes this workflow at scale.