Back to the episode map

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

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. 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
Grounded Assistant Knowledge Lifecycle Framework