Authorship Standard (Non-Negotiable)
Anything published here meets the human-in-the-loop standard:
- I have reviewed it end-to-end, edited meaningfully, and can defend the claims.
- AI tools may assist with drafting/structure/research, but I do not publish outputs I haven’t personally validated.
- Finalized vs Working Notes:
- Finalized: stable language, project, or framework that has passed review gates and is meant to be reused and implemented as is.
- Working Notes: evolving drafts that may change as models, standards, and real-world deployment practices change.
Release Gates (How something becomes publishable)
- Exists (already in my corpus: draft/outline/slide/table)
- Human-in-the-Loop Standard (my edits/decisions materially shape it)
- Defendable (I can explain the ideas within the documents and what the projects and my own limits are)
- Disclosed (AI collaboration is noted for traceability and governance standards)
AI Collaboration Disclosure
This site uses transparent AI disclosure language for traceability. AI involvement does not, by itself, establish authorship or ownership; human review and documented development records govern ownership and accountability.
“Documents were created with AI-assisted drafting and/or research and analysis. Charlotte Wilborn reviewed and approved the final content. AI assistance is disclosed for traceability and does not, by itself, assign or determine ownership of any intellectual property; ownership is governed by applicable agreements and documented development records.
Core AI Governance and Risk References
EU AI Act
European Parliament and Council of the European Union. (2024). Regulation (EU) 2024/1689 of the European Parliament and of the Council of 13 June 2024 laying down harmonized rules on artificial intelligence (Artificial Intelligence Act). Official Journal of the European Union.
https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai
NIST AI RMF
National Institute of Standards and Technology. (2023). Artificial Intelligence Risk Management Framework (AI RMF 1.0) (NIST AI 100-1). U.S. Department of Commerce. https://doi.org/10.6028/NIST.AI.100-1
ISO/IEC 42001
International Organization for Standardization and International Electrotechnical Commission. (2023). ISO/IEC 42001:2023 Information technology — Artificial intelligence — Management system. ISO.
https://www.iso.org/standard/81230.html
OECD AI Principles
Organisation for Economic Co-operation and Development. (2019, updated 2024). Recommendation of the Council on Artificial Intelligence, OECD/LEGAL/0449. OECD Legal Instruments.
https://legalinstruments.oecd.org/en/instruments/OECD-LEGAL-0449
White House AI Bill of Rights
The White House Office of Science and Technology Policy. (2022). Blueprint for an AI Bill of Rights: Making automated systems work for the American people. https://www.whitehouse.gov/ostp/ai-bill-of-rights/ <May be removed in lieu of current federal policies
https://www.privacysecurityacademy.com/wp-content/uploads/2022/09/EXCERPT-Biden-Blueprint-for-AI-Bill-of-Rights.pdf?ref=breakthroughpursuit.com
TRAIGA
Texas Legislature. (2025). House Bill 149: Texas Responsible Artificial Intelligence Governance Act, 89th Legislature, Regular Session. capitol.texas.gov/tlodocs/89R/analysis/html/HB00149S.htm
Council of Europe AI Treaty
Council of Europe. (2024). Framework Convention on Artificial Intelligence and Human Rights, Democracy and the Rule of Law (CETS No. 225). Council of Europe Treaty Series.
https://www.coe.int/en/web/artificial-intelligence/the-framework-convention-on-artificial-intelligence
Singapore AI Verify
Infocomm Media Development Authority & Personal Data Protection Commission Singapore. (2025). AI Verify testing framework and toolkit (Version 2.0). AI Verify Foundation.
https://aiverifyfoundation.sg/what-is-ai-verify/
Core Regulatory Model References
FDA
USDA and Food Safety Models
USP
EPA
OSHA
GMP/GLP
ISO/IEC
Terms and Conditions
The foundational knowledge base is being published on AIQ Gate (free): AI Literacy (Tiers 1–5), regulatory breakdowns, failure mode studies, and the Integrated Governance Stack (IGS).
Operational implementation artifacts are not free. The AI Governance Auditing Checklist, severity matrices, SOP templates, and the ready-to-execute program are available as paid deliverables for organizations that want implementation rather than building from scratch. Contact me for access.
AI tools used: (e.g., ChatGPT / Claude / Grok)
Review/Approval: Charlotte Wilborn, 26 January 2026