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Research Note

Public Assistant Release Evaluation Framework

A public release evaluation freezes the tested version and records intended users, foreseeable bystanders, access, data, identity, content, security, moderation, reportin

Aug 4, 20261 min readBy Dalton Anderson

Public Assistant Release Evaluation Framework

A public release evaluation freezes the tested version and records intended users, foreseeable bystanders, access, data, identity, content, security, moderation, reporting, incident, shutdown, and ownership boundaries.

Testing includes representative tasks, unsupported claims, prompt injection, sensitive-data requests, harassment, impersonation, vulnerable-user scenarios, multilingual behavior where offered, malformed inputs, rate abuse, reporting, correction, and shutdown.

Passing a fixed test set does not prove future safety. Release is a residual-risk decision with named owners, monitoring thresholds, a kill path, and a reevaluation trigger.

Sources

Follow the evidence.

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