
Closing the AI loop in liquid production
Where this gets real: changeovers, cleaning, and the cost of running blind Parts 1 and 2 explained that Industrial AI has lagged for structural reasons, and getting past them takes four things rather than a bigger model: a real-time signal …
What good industrial AI actually looks like
Four things industrial AI has to get right before it earns a setpoint Part 1 argued that industrial AI lagged for structural reasons, not technical ones. Getting past them takes four unglamorous things, none of which is a bigger model.
Why the factory floor is the hardest place to put AI
Industrial AI isn't behind because it's late. It's behind because it's harder. Generative AI went from curiosity to boardroom mandate in about two years. Industrial AI has been "almost ready" for a decade. If you run a production operation, …

