Oversight - The ethical and institutional supervision ensuring that AI systems remain accountable to human and legal authority. International and regional frameworks emphasise both individual and public oversight, requiring that ‘it is always possible to attribute ethical and legal responsibility’ and that the ‘principle of human oversight is upheld’ in the use of AI. (UNESCO Recommendation on the Ethics of AI 2021 §§ 35, 63; EU AI Act, Art. 14).