Physics Objects in CMS Run 3
This paper reviews the performance, calibration, and resilience of key physics objects in CMS Run 3 at 13.6 TeV, highlighting the deployment of transformer-based algorithms for heavy-flavor jet identification and boosted resonance reconstruction under high pileup conditions.