Achieving net-zero carbon operations across massive commercial complexes requires a complete departure from rigid, calendar-based mechanical maintenance schedules toward responsive, data-driven optimization systems. The contemporary dialogue surrounding sustainable engineering highlights the critical role of predictive analytics in processing vast streams of environmental telemetry to eliminate...