HAMA: A Hierarchical Adaptive Multi-Agent Architecture for Industrial IoT Predictive Maintenance
Industrial IoT predictive maintenance demands real-time anomaly detection under tight resource and interpretability constraints, while monolithic LLM-based systems remain impractical for on-site deployment. We introduce HAMA (Hierarchical Adaptive Multi-Agent Architecture), in which “adaptive” refers strictly to online...