Research Note

Representative AI Persona Governance Framework

A representative AI persona needs a written identity and authority record. It should define the represented person or organization, approving owner, permitted audiences,

Aug 4, 20261 min readBy Dalton Anderson
In this article

Representative AI Persona Governance Framework

A representative AI persona needs a written identity and authority record. It should define the represented person or organization, approving owner, permitted audiences, approved source material, topics, claims, links, prohibited representations, disclosure, moderation, correction, data handling, record retention, access, incident response, and revocation.

Consent from a creator does not establish consent from people appearing in that creator's content. Brand ownership does not authorize claims about employees, customers, partners, or products beyond approved evidence.

The shutdown path must disable replies, remove public discovery, revoke access, preserve required records, correct material errors, notify affected owners where appropriate, and document the final state.

Sources

Follow the evidence.

  1. about.fb.com: create your own custom ai with ai studioabout.fb.com
  2. about.fb.com: metas approach to labeling ai generated content and manipulated mediaabout.fb.com
  3. Introducing the Meta AI appabout.fb.com
  4. ai.google.dev: prompting strategiesai.google.dev
  5. ai.meta.com: ai studioai.meta.com
  6. daltonanderson.ghost.io: build your ai agent with meta ai studio no code neededdaltonanderson.ghost.io
  7. genai.owasp.org: announcing the owasp gen ai red teaming guidegenai.owasp.org
  8. genai.owasp.org: llm01 prompt injectiongenai.owasp.org
  9. genai.owasp.org: owasp top 10 for llm applications 2025genai.owasp.org
  10. open.spotify.com: 3keuOAMwBSyXBXpxmisUr6open.spotify.com
  11. owasp.org: www project top 10 for large language model applicationsowasp.org
  12. privacycenter.instagram.com: policyprivacycenter.instagram.com
  13. Meta generative AI privacy guidefacebook.com
  14. facebook.com: policyfacebook.com
  15. NIST AI Risk Management Frameworknist.gov
  16. NIST: Artificial Intelligence Risk Management Framework, Generative Artificial Intelligence Profilenist.gov
  17. youtu.be: zlpebV6cHYyoutu.be

From this episode

Two useful next steps.

Guide · 1 min

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Write AI assistant examples that specify real behavior, boundaries, expected answer properties, prohibited failures, edge cases, and a separate blind test set.

Guide · 1 min

How to Test a Public AI Assistant Before Sharing

Test a public AI assistant for task quality, identity, unsupported claims, abuse, privacy, prompt injection, reporting, incident response, and shutdown.

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