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MV3DT is a fully distributed multi-view 3D tracking framework. Through peer-to-peer coordination, it eliminates the compute bottleneck of centralized fusion, running at 30FPS on 100 cameras with only 2.2% communication overhead. It can be deployed with zero-shot calibration, achieving performance equal to or surpassing centralized methods.