Ian Vale - RootCause

Product

Prediction Is Not the Product

AI predictions create value only when they lead to decisions, actions, and feedback. Predictive maintenance taught me that the real product is what happens next.

AI

Physical AI Needs More Than AI

AI is advancing quickly, but robots still face constraints in actuation, energy, sensing, mechanics, and the physical world itself.

AI

AI Is Getting Easier. The Physical World Isn't.

What I learned going from AI to industrial IoT — and back to AI.