AI models (especially LLMs) are now being released at a never seen before frequency. At the same time, supply chain attacks increase YoY by more than 700%. Coupling these two facts together reveals a shocking perspective: it is very possible for bad actors to infect unsuspecting host that want to benefit from the AI explosion. Fortunately, by drawing analogies between training AI models and building traditional software artifacts, we could build solutions to package ML models such that the majority of the supply chain security risks are alleviated.