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
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.
- 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