1.3 Eroriman 2 New addresses these shortcomings through:

1.1 Modern cloud deployments consist of dozens to thousands of loosely coupled services that communicate via asynchronous messaging, RPC, and event streams. Failures—ranging from transient network glitches to cascading resource exhaustion—are inevitable. Traditional monitoring tools (e.g., Prometheus, Grafana) excel at detecting anomalies but provide limited automated response capabilities, leading to prolonged outages and high operational overhead.

"The Impact of Artificial Intelligence on Future Career Paths." Education: