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- Import device identity functions (get_identity_engine, ingest_ble_dict, etc.) - Initialize and clear identity engine at sweep start - Feed BLE observations to identity engine during Bluetooth scan - Feed WiFi observations to identity engine during WiFi scan - Finalize sessions and emit identity_clusters event at sweep completion - Include identity cluster statistics in sweep results The device identity engine provides MAC-randomization resistant detection by clustering observations using fingerprinting, timing patterns, and RSSI trajectory analysis.