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
AI Model Builder turns specs, drawings and BOMs into product models, AI Seller drafts priced quotes from RFQs, and a person reviews all output before it is used.
For industrial sales: start from an RFQ and get a draft quote that is configured, priced and tied to the BOM.
One outage costs the refinery $35 million, so the agent watches sensor data for early warning signs and hands engineers a ready maintenance case with past work orders and spare parts lead times.