Manual bottleneck in filtering real-time disinformation on community platforms.

During major geopolitical crises, community platform administrators struggle to manage the massive influx of unverified reports, domain-spoofing links, and financial scams. Current moderation workflows rely heavily on manual review and static domain blacklists, which fail to scale against coordinated disinformation campaigns and dynamic URL redirection. This operational gap exposes platform users to financial fraud and psychological distress while causing severe moderator fatigue.