Writing
What we've actually learned shipping AI, data and software systems. No gradient-mesh hype.
The gap between a pilot and a production system isn't the model. It's almost never the model.
Adoption looks great. Production doesn't. Here's the gap, and what closes it.
Two kinds of drift, why retraining too often is as bad as too rarely, and what monitoring actually looks like.