training data bias

AI governance

How AI Inherited a Civilisational Crime | Contextual Orphaning and The UnBlacking of Egypt

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.

AI in education

The Mythology of Authoritative Knowledge: When the Teachers Learn From a Broken Archive

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.