Bridging Logic and Learning: Quantum-Hybrid AI for Deep-Sea Engineering

By integrating symbolic logic with neural networks and leveraging quantum-classical hybrid pipelines, this approach eliminates the 'nonsensical' failures of pure AI in mission-critical designs. It represents a significant shift toward explainable, physically grounded AI capable of solving complex combinatorial problems in extreme environments like the deep sea.