Volve Ops Agent: an AI investigation system for underperforming wells that has to show its evidence like an engineer would

Built on Equinor's open Volve dataset, it wrote its pass and fail tests down before each run, and its README reports the ones that failed. One finding: none of 3,673 drilling report events fell inside a production problem window, because no rig is on a producing well to write reports.

For production engineers: a good reminder that an agent can only explain a well problem if somebody recorded what happened.