Physics-Augmented Diffusion Modeling for bio-inspired soft robotics maintenance during mission-critical recovery windows

This article details a personal journey in AI for soft robotics, inspired by a catastrophic "silent failure" in a bio-inspired gripper during a simulated mission. It highlights the challenge of using AI to reason about physical degradation in novel environments, proposing Physics-Augmented Diffusion Modeling for maintenance in critical recovery windows.