The opportunities for Artificial Intelligence to transform humanity are enormous. We are seriously excited. However, there are issues with amassing the amount of data necessary for these machine learning based solutions. To become "intelligent" (whether artificially or not) requires immense data and knowledge, and the ability to recall that knowledge. Data Minimization, as a concept, has some very particular issues with the "recall" of data and knowledge and could present a serious impediment to AI development. How will AI evolve while still protecting the privacy and rights of citizens?