
Massive offshore platforms and sprawling refineries have historically functioned as silent giants that only spoke when they were already breaking, but today these systems are evolving into self-aware entities capable of managing their own mechanical health without constant human supervision. Industrial operations are entering a new era where machines no longer just signal for help but actively participate in their










