By operationalizing privacy enhancing technologies (pets), duality enables secure analysis and ai on encrypted data †while complying with data privacy regulations and protecting valuable ip. One modular, scalable, privacy-first platform for secure querying, collaborative ai, and federated analyticsâ€powered by privacy-enhancing technologies and the duality assistant agent. By operationalizing privacy enhancing technologies (pets), duality enables secure analysis and ai on data they can’t analyze due to privacy, confidentiality, security, or operational