Explore the ethical and epistemic implications of unification in machine learning in this thought-provoking 17-minute conference talk presented at an Association for Computing Machinery (ACM) event. Delve into the question of whether attention mechanisms should be the sole focus in AI development as speakers Nic Fishman and Leif Hancox-Li examine the potential consequences of pursuing a unified approach in machine learning technologies. Gain insights into the complex interplay between technological advancements and their broader societal impacts, challenging conventional wisdom and encouraging critical reflection on the future direction of AI research and development.