In this session, you will get to know the optimization of offshore and energy projects through various advanced methodologies and technologies. As key areas, this session explores predictive modelling for FPSO topsides, risk mitigation in spare parts supply chains, and economic assessments for stranded gas fields. It also looks at integrating biomethane with natural gas, AI-driven project management at large national operators, and optimizing a large offshore Complex in the Middle East. Additionally, it discusses probabilistic modelling for petroleum production forecasts, techno-economic analysis of solar hybrid systems, new risk evaluation methods, and the importance of flexible capacity for long-term field development. Overall, the aim is to optimize resource use, enhance production forecasting, and ensure sustainable and profitable long-term development in the energy sector.