Develop advanced physics-informed artificial intelligence models to accurately predict transmission loss, modal properties, light propagation, nonlinear dynamics, and gas–light interactions in hollow-core fibers. This research accelerates fiber design, improves device performance, and enables next-generation applications in AI and data centers, ultrafast lasers, optical sensing, and high-power photonics.