TraceScope introduces a decoupled triage pipeline for phishing URLs that evade snapshot-based classifiers using interaction gates (checkbox/slider challenges), delayed rendering, and logo-less credential harvesters. The system operationalizes interactive forensic analysis at scale while isolating analysts from runtime exploits. As phishing campaigns increasingly defeat static URL classification, this approach represents a necessary shift toward interactive forensics-based detection.