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I am PhD candidate with a background in reservoir engineering and numerical simulation. My research combines machine learning and deep reinforcement learning with open-source reservoir simulator (OPM Flow) to optimise subsurface resources and energy systems. My aim is to develop intelligent well-control strategies that increase energy recovery and operational safety while supporting the energy transition.