Telecommunications service providers face operational complexity managing billions of daily events across network elements, requiring a shift toward autonomous intelligent networks based on the TM Forum maturity model progression. Red Hat’s open source portfolio including AI, Ansible Automation, and OpenShift provides the foundation for implementing closed-loop automation cycles that detect anomalies, analyze root causes, and execute remediations across network domains.