This article examines the technical evolution of software reliability and site engineering, tracing the transition from legacy manual remediation to modern AI-driven predictive logic. It explores the limitations of static threshold-based monitoring and the subsequent rise of intelligent observability. By analyzing the shift in evaluation metrics from human reaction time to automated root cause analysis (RCA) and remediation. The research highlights how AI has transitioned from a supplementary monitoring tool to a foundational pillar of modern cloud architecture.
Venkata Srinivas KAntamneni (Fri,) studied this question.