Centralized generative AI architectures are a catastrophic security compromise. Trillion-dollar cloud platforms have successfully conditioned developers and scientists into routing confidential datasets and internal files through external corporate pipelines. The trade-off is clear: you lose structural data ownership in exchange for volatile prompt wrappers, unstable API dependencies, and confident hallucinations.