A new framework from Google AI Research enables private analytics using zero-trust aggregation. The system allows data analysis without trusting a central server with raw user information. This approach reduces privacy leak risks during large-scale model training. Practitioners can now compute aggregate statistics while maintaining strict cryptographic guarantees for individual data points.