Principles to practices
Fairness → bias tests in CI. Privacy → DP + consent flows. Transparency → user-facing disclosures.
Advertisement
Design patterns
Consent-by-default. Explanation-alongside-decision. Human-in-loop on high-stakes. Documented in runbooks.
Advertisement
Metrics
Every ethics claim needs metric. Fairness dashboards. Privacy audits. Transparency KPIs.
Accountability
Owner per ethics domain. Regular review. Post-incident learnings.