wireless-network

APEX is a network-native, decoder-only transformer for forecasting and anomaly detection in wireless edge telemetry, pre-trained on data from ~4,500 production networks. It achieves 18% lower MAE than the best general-purpose time-series foundation model on a DHCP degradation benchmark and enables sub-second inference on edge hardware.