Why surrogate models beat full simulation in the design loop
A four-hour simulation run is fine for validation and useless for exploration. What changes when you need an answer in seconds, and where it stops being trustworthy.
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Notes on where simulation and machine learning actually meet in heavy industry — including the parts that didn't work.