With the LHC era maturing, the high-energy physics community is planning the next leap to the 10 TeV energy frontier. A muon collider stands out as a prime candidate, prioritized by the U.S. National Academies for its powerful discovery potential in a compact footprint. This talk will provide a holistic overview of the 10 TeV muon collider, focusing on three key aspects: (1) its core potential for discovering new physics at the energy frontier; (2) the critical need for advanced precision calculations to interpret its data; and (3) its unique, synergistic role as a revolutionary "neutrino factory." We will make the case that this machine offers a rich, diverse, and compelling program for the future of particle physics.