While narrow AI systems have long operated in specialised domains, the rise of Generative AI represents a structural shift. Arguably the most consequential cognitive infrastructures of our time, large language models (LLMs) such as GPT-5 and Claude, were built, trained, and deployed without public consent or meaningful democratic oversight. This absence exposes a deeper paradox at the heart of modern governance.