data provenance

Balancing the Promise and Peril of AI-Generated Personal Statements with UTPs.

AI can help people reflect, write, translate, and communicate—but it should never manufacture the life behind the words. Explore how truth, evidence, voice, provenance, and individual review can keep AI-supported personal statements authentic.

Why Talent Data Still Cannot Speak Across Systems: STAMP and Semantic Interoperability

Talent systems can exchange data without understanding it. Explore how STAMP approaches semantic interoperability by connecting skills with experiences, evidence, provenance, context, and external frameworks.

People Need Systems of Trust: Why Verifiable Credentials Matter to Universal Talent Passports

Verifiable credentials provide an essential foundation for Universal Talent Passports by preserving the source, integrity, status, and machine-readable meaning of trusted records. But real trust also requires evidence, issuer authority, consent, privacy, transparency, governance, and responsible human judgment.