A new hierarchical multi-agent architecture, HANA, enhances network autonomy by integrating agent self-awareness and a Dual-Driven Orchestrator, improving operational resilience in 5G environments. This innovation significantly boosts throughput during congestion and drastically reduces repair times, indicating a major advancement in autonomous network management.