“Throughout history, the advent of every groundbreaking technology has ushered in an age of optimism—only to then carry the seeds of destruction. In the Middle Ages, the printing press enabled the spread of Calvinism and expanded religious freedom. Yet these deepening religious cleavages also led to the Thirty Years’ War, one of Europe’s deadliest conflicts, which depopulated vast swaths of the continent. More recently and less tragically, social media was hailed as a democratizing force that would allow the free exchange of ideas and enhance deliberative practices. Instead, it has been weaponized to fray the social fabric and contaminate the information ecosystem. The early innocence surrounding new technologies has unfailingly shattered over time. Humanity is now on the brink of yet another revolutionary leap. The mainstreaming of generative artificial intelligence and the emergence of Large Language Models has rekindled debates about AI’s potential to help governments better address the needs of their citizens. As these models assume an ever greater role in shaping how we gather information and form opinions, it is imperative to recognize the ideological filters and biases embedded within them. Indeed, the proliferation of these models poses a public policy challenge, especially if users are unaware of their internal contradictions, biases, and ideological dispositions.