Physics-informed AI platform that replaces traditional engineering simulations with up to 1000x faster results, enabling real-time digital twins and automated design optimization. Integrates IoT sensors and satellite data for hyperlocalized forecasting and provides automatic real-time feedback usable by engineering teams and non-experts.