The MICS project supports the evolution of the manufacturing industry towards a new production paradigm: more circular, more traceable, and more sustainable. In particular, Project 8.0.5 aims to develop ML models and Digital Twins to enhance industrial energy efficiency, predictive maintenance, and quality control. It focuses on turning collected data into actionable, interpretable insights.