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The Phase-2 upgrade of the CMS detector is a pivotal step in preparing for the high-luminosity era of the Large Hadron Collider (HL-LHC). This seminar focuses on two critical aspects of this upgrade: the Outer Tracker and the online muon reconstruction. I will discuss the ongoing Outer Tracker detector upgrade and present how machine learning techniques can enhance the performance of the muon trigger. Finally, I will conclude with a discussion on a physics analysis case focusing on Higgs to dimuon decays.