Research Note

Grounded Assistant Knowledge Lifecycle Framework

Grounding requires an authorized source manifest, preserved provenance, deliberate parsing and chunking, access-aware retrieval, answer instructions, citations, refusal b

Aug 4, 20261 min readBy Dalton Anderson
In this article

Grounded Assistant Knowledge Lifecycle Framework

Grounding requires an authorized source manifest, preserved provenance, deliberate parsing and chunking, access-aware retrieval, answer instructions, citations, refusal behavior, evaluation, monitoring, refresh, correction, and deletion.

Retrieval success and answer faithfulness are separate measurements. A system can retrieve the right passage and still misuse it. It can also answer plausibly when no approved passage supports the claim.

Every indexed object should be traceable to an owner, version, effective date, rights basis, audience, sensitivity, source location, ingestion time, and deletion route. Changes to sources, indexes, embeddings, retrieval logic, prompts, models, permissions, or answer policies trigger reevaluation.

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

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