Key takeaways
Treats LLMs as “cognitive viruses” and models adoption with epidemic dynamics. Three states—independent, assisted-but-independent, persistently dependent—can tip past a threshold into mass cognitive outsourcing, with hysteresis that makes recovery harder than prevention. Distinguishes scaffold (extend judgment) vs substitute (outsource judgment) and proposes cognitive immunity: keep some reading, writing, reasoning, and verification without AI.
