Ethical AI
Verifiable Credentials Are Critical Infrastructure for Human-Centered AI
AI is only as trustworthy as the data and context it uses. Verifiable Credentials create a foundation for more reliable, privacy-aware, and accountable AI by making claims, evidence, and provenance easier to verify.
AI Should Expand Young Career Possibilities—Not Choose Their Future
AI can help young people explore careers, recognize their capabilities, and prepare for meaningful opportunities—but it should never attempt to decide their future. Ethical career guidance must preserve agency, privacy, explainability, human support, and the freedom to change.