Alessandro Fiorente

For decades, industrial engineering has managed the lifespan of machines. Today it must also adapt to the pace of the digital world. A reflection on how connected technologies are changing the way industrial machines are designed, upgraded and evolved.

Physical AI is often portrayed as a technological revolution. But what happens when a machine begins to participate in decision-making? The real challenge may not be algorithms, but control, validation, and engineering responsibility.

The complexity of an industrial project is not determined solely by technology or specialized expertise. Engineering interfaces, information continuity and system consistency have a direct impact on project reliability and long-term performance.