About This Project

A mandatory certification system where AI systems used in lending, housing, healthcare, and employment must pass independent algorithmic fairness audits before deployment and undergo continuous monitoring. The framework includes standardized fairness metrics, adversarial testing for proxy discrimination, and public transparency reporting. Certification bodies are accredited by an international standards organization with rotating governance. Systems that fail audits are blocked from deployment until remediation is complete, with graduated penalties for non-compliance.

Timeline