Underneath a futuristic veneer, large language models (and their makers) tell stories that perpetuate familiar stereotypes and repackage dangerous imperialist ideologies. Yet, ironically, most AI literacy programs depict these harms as “unintended consequences”. Here’s how to tell whether your new AI literacy curriculum is the real deal or corporate propaganda.