Reference frameworks
ISO/IEC 42001, NIST AI RMF, AI Act, Law 25. How to read them together, how to apply them without conflating them, and what they concretely require from your organization.
Evaluation and measurement
The Move 38 method, the AI id framework, the six properties, the designation floor. Everything related to reproducible measurement of AI maturity.
Practical governance
AI officer, acceptable use policies, review committees, system registries. Governance as it actually takes shape in a real organization, not an ideal org chart.
Reproducibility and auditability
A result that cannot be reproduced is not a result. How to document inputs, trace outputs, and make an AI system defensible before a regulator or a board.