The limits of physics AI: where Siemens says the human stays in charge

Siemens' Simcenter PhysicsAI accelerates design exploration by up to 1,000 times using surrogate models trained on historical data, but cannot replace traditional physics-based simulations for certifying safety-critical parts. The AI serves as a preliminary filter to identify promising designs before detailed validation.