{
 "id": "AIR-2025-0060",
 "slug": "live-deepfake-image-injection-evades-mobile-kyc-biometrics",
 "title": "Live Deepfake Image Injection Evades Mobile KYC Biometrics",
 "summary": "A red team demonstrated a face-swapped imagery injection attack that successfully bypassed facial recognition authentication and liveness verification models. The technique allows attackers to spoof identity verification on mobile devices.",
 "type": "attack_on_ai",
 "categories": [
  "adversarial_evasion",
  "deepfake_fraud"
 ],
 "severity": 1,
 "targets": [
  "individual_victims"
 ],
 "products": [
  "iProov biometric authentication"
 ],
 "incident_date": "2024",
 "incident_date_precision": "year",
 "first_reported": "2025-11-07",
 "sources": [
  {
   "url": "https://atlas.mitre.org/studies/AML.CS0033",
   "publisher": "MITRE ATLAS",
   "title": "Live Deepfake Image Injection to Evade Mobile KYC Verification",
   "published_at": "2025-11-07"
  }
 ],
 "source_count": 1,
 "confidence": 0.95,
 "status": "published",
 "origin": "seed_atlas",
 "tags": [
  "deepfake",
  "biometric-bypass",
  "kyc",
  "facial-recognition"
 ],
 "created_at": "2026-10-18T06:55:08.239Z",
 "updated_at": "2026-10-18T06:55:08.239Z"
}