There's growing debate around AI infrastructure expansion. Some policymakers argue that before we scale up data centers massively, we need to address who actually benefits from these advances. The concern: will the gains from AI technology be widely distributed, or concentrated among a few tech giants? This touches on a broader question about how we balance innovation growth with equitable access to the fruits of technological progress.