Machine learning now processes real-time monitoring data to automate network management. These AI-enabled tools identify anomalies and optimize traffic flow without manual intervention. This shift reduces operational overhead for IT administrators. However, the current implementation remains incremental, focusing on basic predictive maintenance rather than full autonomy.