Over several runs it sorts the team's rows into ones the AI finds every time, ones it finds sometimes, and ones it never finds. The author's point is to let AI draft the generic rows and save the experts for the hazards unique to the project.
For process safety engineers and PHA leaders: see exactly which hazards an AI misses before trusting it with any part of a study.
Bechtel says design changes can now go straight to autonomous equipment in the field and be worked the same day. It is building three LNG trains there for Woodside. Design changes reach the field in a day instead of days or weeks.
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.
Lead times more than doubled since 2021, so the steel and windings that connect new generation to the grid are now a binding constraint on data center power, not a side detail.
