Our approach to industrial and infrastructure maintenance involves not only intelligent algorithms but also integrates human-AI-human interaction for collaborative decision-making. Through domain adaptation techniques and physics-informed machine learning models, we ensure adaptability to diverse environments, leading to more proactive and sustainable maintenance strategies that optimize performance and reduce operational costs.