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