In the third episode of ourspecial podcast series, Chiranjib Sengupta sat down with  a team ofexperts from Siemens – John Nixon, Vice President of Global Strategy for EnergyChemicals and Infrastructure, Mike Houghton, Global Head of Sales, and ShivdeepGaagat, Industry Lead for Energy – to dive deep into a game-changingtechnology: physics-informed neural networks. They discuss how this powerfulnew tool can radically alter the way the industry approaches digitaltransformation. The team breaks down how the technology can improve everythingfrom predictive maintenance to grid reliability, the practical challenges ofintegrating them at scale, and why their optimal adoption can give companies amajor competitive edge.