
The relentless acceleration of digital business has stretched traditional DevOps automation to its breaking point, revealing a chasm between executing predefined scripts and achieving genuine operational intelligence. In today’s hyper-dynamic ecosystems, where application dependencies shift constantly and resource demands are unpredictable, rule-based systems are no longer sufficient. They react to failures after the fact, creating a cycle of reactive problem-solving










