· Amit Kothari · AI
AI data privacy - why design beats policy every time
Privacy policies cannot protect personal data once it is embedded in AI model parameters. Only the privacy-by-design approach pioneered by Ann Cavoukian provides real AI data privacy protection. With GDPR penalties exceeding 7.1 billion euros, technical controls like differential privacy and federated learning are no longer optional.