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Beneath the surface lies a concealed world that generates the energy propelling tectonic plate motion, releasing seismic stresses, and shaping mountain ranges. Scientists investigate this domain across immense scales—from hundreds of kilometers to continental spans to the entire planet—demanding instruments capable of synthesizing data across such expansive regions or simulating extreme subterranean conditions. Our work utilizes space-based Earth monitoring systems and probes the planet's interior through variations in measurable phenomena like seismic activity, gravitational fields, and electrical conductivity. Primarily data-driven, our research emphasizes identifying critical measurements that can confirm or challenge theoretical models, detect potential hazards, or track planetary transformations.