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The Energy Trilemma—balancing Energy Security, Environmental Sustainability, and Energy Equity—is a key challenge for modern society. AI offers transformative potential in optimizing energy efficiency, especially in oil and gas production, which remains, so far, the dominant energy source despite projected declines. For AI to have a national-scale impact, solutions must be scalable and replicable, targeting high-energy-demand subsystems.