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TelcoAgent is a foundation model-based framework for scalable and explainable multi-KPM forecasting in 5G networks, using automated 3GPP knowledge graph construction and a time-series foundation model for zero-shot prediction.
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.