Not long ago, operating an oil well required a highly specialized expert known as a drill master—someone with years of experience who could interpret complex data and make split-second decisions about drilling operations. Today, those same operations are increasingly guided by artificial intelligence deployed at the edge of networks, with AI models that learned that were trained by observing experienced drill masters at work.