Preprint · arXiv
AI Governance Control Stack for Operational Stability
A working specification for translating AI regulatory intent into a layered stack of inventory, controls, evals, telemetry, evidence, and escalation.
Read on arXiv →Research & Publications
Evidence over assertion.
Published research, live deployments, and applied assurance work — the artefacts behind the practice.
Research Initiative
Public Interest
AI Safety Research — Behavioural Monitoring & Drift
How do we know an AI system is still behaving safely after deployment? Active research on behavioural drift registers, explanation deltas, governance escalation, and audit-ready evidence trails.
Explore the research →Live Deployment
Intelligent Risk & Compliance AI Auditor
An applied AI governance platform deployed in the GPT Store and active within NSF TRAILS — used to evaluate explainability-driven governance systems.
Try the auditor →Public Sector
U.S. Veterans Affairs Innovation Repository
AI governance architecture accepted for evaluation of explainability-driven governance systems within a federal innovation pipeline.
Patent
AI Transformation & Skills Mapping Framework
A patented framework for mapping organisational capability against AI transformation requirements and governance maturity.
Editorial
AI Governance Interoperability — featured in AI Data Press
Featured article on interoperable governance across regulatory regimes and operational realities.
Read article →Portfolio
AI Governance & Safety Assurance Portfolio
A curated portfolio of governance and safety assurance work, including frameworks, assessments, and applied deployments.
View portfolio →Affiliations & Recognition
◆arXiv Published◆NSF TRAILS◆Oxford Saïd Business School◆Patented Framework◆40+ Organisations Advised◆GPT Store Deployed◆U.S. Veterans Affairs◆PMP◆GDPR DPO◆ISO/IEC 42001◆ISO/IEC 27001◆Lean Six Sigma Green Belt◆Atlanta AI Cybersecurity Forum