Open-Source Digital Forensics in Aviation Screening: As observed in real-world interdiction cases such as the Flydubai suspect investigation, social media activity, media hash comparisons (pHash/dHash against databases of proscribed violent extremist organizations), and temporal posting surges serve as critical corroborating indicators before airside transit.

Weighted Bayesian Threat Formulation: The screener aggregates four primary vectors: (1) Visual Iconography Score (perceptual match against proscribed black flags, martyrdom banners, and weapons), (2) Operational Security Anomalies (sudden account purge, encrypted redirect links, geo-spoofing), (3) Temporal Velocity (exponential spikes within 72 hours of international boarding), and (4) Route Vulnerability Index (transit hubs with elevated security risk). Scores ≥ 75 trigger mandatory physical interdiction and law enforcement escalation.

Privacy & Due Process Safe Harbors: This tool operates strictly on public digital artifacts and simulated intelligence dossiers for training, triage, and analytical decision-support under international aviation standards.