Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines

When I first started experimenting with soft robotic arms modeled after octopus tentacles, I ran into a deceptively simple problem: predicting *when* a silicone actuator would fail. Traditional thresh...