Weekly analysis of AI assurance: what counts as evidence when AI does the work? Each edition examines two distinct objects of scrutiny — the answer an AI system produces, and the actor that produces it — against primary sources, EU regulation, and professional duty of care. Claims are attributed, uncertainty is labeled, and corrections are made visibly. Written for professionals who are accountable for AI-assisted work, not just curious about it.