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This talk presents new perspectives on precision nucleon tomography using high-order QCD calculations and jet substructure. I will discuss the winner-take-all axis for extending qT subtraction to jet processes, enabling NNNLO predictions for SIDIS. New observables such as one-point energy/charge correlators access the nucleon transversity distribution. Furthermore, we explore quantum decoherence in collider events via effective field theory, linking it to renormalization group evolution. These advances sharpen our understanding of strong interaction.