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From governing equations to a explainable real time intelligence. A companion piece to Why generic and black box AI fails on positive displacement pumps, which argued that these machines defeat conventional analytics…

Inheriting the wrong prior: A note for plant engineering and operations leaders evaluating industrial AI for rotary and reciprocating pumps. Summary Most industrial predictive maintenance was raised on inherited assumptions: smooth delivery,…