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Rural medicine has generated pragmatic, scalable solutions, exemplified by mass drug administration (MDA) that advance disease control and social equity. This editorial argues that rural practice should be reclaimed as scientific capital by centering on three pillars: evidence‑driven MDA integrated with complementary interventions; workforce memory treated as infrastructure; and measurable community sovereignty metrics to ethically guide population‑level interventions. Drawing on historical and contemporary neglected tropical disease (NTD) programs, it outlines practical steps for implementation, recommends routine debriefs and recorded community histories, and proposes simple measures to assess whether local consent and governance are sufficient to act. It also calls on funders, academic institutions, and implementers to invest in rural learning sites, protect institutional memory, adopt community‑centered metrics, and consider emerging tools such as artificial intelligence (AI) to strengthen logistics and community governance. Far from being a deficit, rural medicine offers a reservoir of pragmatic knowledge directly relevant to underserved U.S. communities. MDA or preventive chemotherapy provides adaptable tools for rural settings through community engagement, flexible logistics, and local decision‑making. Drawing on practical, not exotic lessons from past and current NTD programs, the editorial argues that MDA‑informed, community‑led approaches could, at a minimum, inspire and potentially help reduce health disparities in Appalachia, the Mississippi Delta, the Navajo Nation, and among migrant farmworker populations. The editorial further highlights the vulnerability of institutional memory in the wake of funding cuts and considers how AI could reinforce logistics and embed community governance in rural health interventions.