Modern digital twins use real-time sensor data to run thousands of "what-if" simulations, allowing engineers to test new layouts or processes virtually before touching a single piece of physical hardware.

Digital twins have evolved from static 3D models into living, breathing operating systems for factories .

We have moved past simple automation into the era of . In 2026, agentic AI is a central theme, acting as an "independent worker" that doesn't just follow a script but seeks specific outcomes, such as maximizing throughput while maintaining quality.