AI governance
AI systems are not biased without good reason. They inherited a five-century operation that stripped African civilisational knowledge from its origins before the first model was ever trained. For organisations relying on Article 10 compliance alone, the liability gap is already open.
facial recognition bias
Facial recognition has led to the wrongful jailing of a Tennessee grandmother, scanned 2.5 million faces & wrong algorithm in Essex. 50 van rollout across England and Wales. On who it archive was built to watch, why biometric risk management & AI governance frameworks.
AI in education
As the UK parliamentary inquiry, the EU AI Act, and 52 US state bills converge on AI in education, one question remains unasked: whose knowledge did the archive exclude before the system was trained? On algorithmic bias, decolonising AI, and what archive correction requires.