@techreport{tz4y4a,
  author = {Gilly, Travis},
  title = {{Beyond Age Gates: A Privacy-Preserving Architecture for Predatory Pattern Detection in Youth-Facing AI Systems}},
  institution = {Real Safety AI Foundation},
  type = {Working Paper},
  year = {2026},
  month = feb,
  url = {https://realsafetyai.org/research/tz4y4a/},
  keywords = {child safety, predatory behavior detection, age verification alternative, on-device processing, deterministic pattern matching, privacy-preserving architecture, grooming detection, COPPA compliance}
}