Nobody had told the system which assets were critical, on standby or already down for a planned shutdown, so it flagged everything with equal confidence. Pratik Dungarwal's point: the path runs through a clean asset hierarchy, criticality ranking and failure mode libraries first.
In AI Process Simulator the agent plans the components, fluid package and equipment, you review the specs and assumptions, and the simulator's own solver computes every result. It cannot delete equipment or rewire connections yet, and five to ten unit flowsheets cost about $0.05 to $0.12 in API usage in his testing.
The 20-year deal funds uprates at 11 nuclear units. Constellation says it will build agents for interconnection planning, outage and turnaround management, and OT security. All of the AI work is planned. Outage and turnaround planning is named as agent work at a major operator, so watch what actually ships.
An AI coding agent walks raw sensor data in S3 through features, training and deployment to SageMaker or the edge. The new example uses real SCADA data from a low-pressure gas compressor that Shell released for a 2020 challenge.
For reliability engineers: go from raw sensor history to a first failure prediction model.
Compressor example by Walt Mayfield