Recommendation Algorithm Built a Catalog of Children's Videos for Pedophiles

Risk routing · named approval · audit trail

The AuthorityGate Operational Resilience framework treats any change to a recommendation or content-grouping model as a change that must pass a human SME validation gate before it can shape what real users see. A child-safety SME review gate would require that emergent recommendation clusters be audited against a child-safety policy before deployment: any cluster that groups content depicting minors, or that routes from adult or sexual content toward content featuring children, is held for human review and cannot be promoted by the optimizer. AuthorityGate's change-validation gate would also require a human-approved anomaly threshold on engagement: when an ordinary uploaded video is being driven from roughly 100 views toward hundreds of thousands by recommendation traffic originating from flagged adult-content viewers, the surge is paused and routed to a human child-safety reviewer rather than auto-amplified. Because the optimizer cannot ship a new recommendation behavior or amplify a flagged cluster without a credentialed human SME signing off, the algorithm could never have silently assembled and broadcast a catalog of children to a predatory audience.