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
In this article

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. 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

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

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