Local residents in Baton Rouge are demanding transparency regarding the environmental and social costs of AI data centers. These facilities often concentrate industrial burdens in marginalized neighborhoods. This push for accountability highlights a growing friction between rapid AI hardware expansion and community environmental justice. Practitioners must now weigh infrastructure speed against local equity.