@techreport{vf299h,
  author = {Gilly, Travis},
  title = {{The Compliance Impossibility: Why Ambient Biometric Devices Cannot Comply with Amended COPPA}},
  institution = {Real Safety AI Foundation},
  type = {Research Paper},
  year = {2026},
  month = feb,
  url = {https://realsafetyai.org/research/vf299h/},
  keywords = {COPPA, biometric identifiers, ambient sensing, facial recognition, children’s privacy, regulatory compliance, smart glasses, wearable AI, structural impossibility, consent paradox}
}