Physics-informed AI solutions that accelerate engineering design, enhance asset performance, and optimize fleet operations for cyber-physical systems. Data-efficient neural architectures and predictive-maintenance digital twins deployable embedded, at the edge, or in the cloud for real-time decision-making across defense, mining, transportation, oil & gas, agriculture, marine, automotive, and aerospace.