Saudi Arabia SDAIA AI Ethics Principles (Version 2.0, 2025) 2.BV: Privacy and Security in Build and Validate: privacy and security by design, protected model architecture, integrity under adversarial conditions, and testing that combined data does not re-identify

What does 2.BV require?

Privacy and security by design are implemented during the build, protecting the architectural dimensions of the model from malicious attack and the system's structure and modules from unauthorised modification or damage. The system keeps its processed information intact, remains working and reachable for authorised users, and protects confidential and private information even when conditions are hostile or adversarial, and where it makes automated decisions upholds data privacy and security standards; it is tested to confirm that the combination of available data does not reveal sensitive data or break the anonymity of observations.