Autonomous networks use continuous telemetry and ML-driven analytics to detect anomalies before they affect users. Self-healing actions, automated fault isolation, and rapid rerouting reduce mean time to recovery. Rigorous validation and modular deployment ensure repeatable results and governance. Capacity planning…

Audits examine code, architecture, and deployment under realistic conditions to reveal risks before deployment. They apply risk-based prioritization and change-control discipline, seeking gaps that are easy to overlook. Skepticism drives verification, cross-environment checks, and traceable decision records. Findings translate into…