Shelf Price Decision Systems: Demand Model, Grid, and Gate
Most “pricing ML” demos train a model that spits out a dollar figure and call it done. That works in a notebook. It fails the first week a category manager asks why milk moved 12 cents…
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AI Solution Architect Decisions That Survive Security Review
Security review killed a pilot I was proud of for one boring reason: the model path could reach a write API with a service identity that was “temporary.” Temporary lasted six weeks. The demo still worked.…