Governed AI/ML Lifecycle Architecture
UML reference architecture connecting regulatory governance, RAG, fine-tuning, security controls, release gates and continuous production assurance.
Research version · October 24, 2026 · Six UML views · AI-LC-001AI Governance, Risk & Assurance
Governance architectures, policy, standards, audit and control assurance.
Cybersecurity & Detection Engineering
Threat hunting, security telemetry, detection validation, and security operations research.
Editorial research draft · October 22, 2026 · 20 MITRE ATT&CK-aligned categoriesAI Red Teaming & Threat Modeling
Adversarial evaluation, security testing methodologies, and threat-informed controls.
Research materials in developmentExistential Risk & AI Safety
Advanced AI risk scenarios, systemic consequences, and safety research.
Azure research preview · Work in progress · Not a formal publicationAI Ethics & Machine Morality
Ethical frameworks, moral reasoning, and governance of advanced AI systems.
Research materials in development