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Algorithmic-Manipulation Signals from RF+Net: Measurement and Calibration

We quantify RF+Net indicators for algorithmic manipulation—regular burst structure, temporal asymmetry, and signature matches—and study calibration under
SNR/interference stress. A simple rules+risk fusion achieves
reliable detection while maintaining conservative behavior on
ambiguous traffic.