The podcast features a conversation between Serafima Schaefer, well digitalization manager and data scientist Tim Robinson. The Exebenus machine learning agents are designed to detect risks and help avoid problems. They are predictive and preventative agents that, in our context, enable engineers to perform situational awareness and performance analysis throughout oilfield operations. In this podcast, we investigate the function of machine learning generally, including examples from other industries.