Why Research-Grade ML Fails in Production

how ml projects really die.... Not with a crash. With a quiet feature flag. The AI model worked perfectly. 94% per cent accuracy. Clean confusion matrix. Beautiful loss curve. Everyone nodded in the meeting, the way people nod when the charts are pretty, and nobody wants to be the one to ask what happens when the data stops behaving. Three months later, it was silently disabled in production. No…