Your Fairness Test Has a Shelf Life Prudential validation measures whether a model still discriminates well and calibrates cleanly. Neither of those degrades when fairness does. A note for validation functions in banks and insurers. The awkward property of a passed test Your internal model is revalidated on a cycle. For SSM-significant institutions the cadence…
Where the AI Act Goes Beyond Your Existing Model Risk Management A cross-border reading for risk control and validation functions at banks and insurers across the EU. What prudential validation already covers — and what the AI Act adds, wherever in the Union you sit. “We have functioning model risk management. What we don’t have…
From Research to Regulation: How the science of AI Fairness shaped the EU AI Act The EU AI Act did not appear from nowhere. It is, in significant part, the legislative crystallization of a decade of academic work on algorithmic fairness — work that began in computer science and statistics, spilled into public discourse through…
The Digital Omnibus on AI: What the 7 May 2026 Deal Actually Changes — and What It Doesn’t A close reading of the finally adopted amending regulation, with a direct comparison to the AI Act as enacted, and an examination of what it means for organizations that treat Responsible AI as more than a compliance…
