AI transformation
How I’m mapping enterprise AI risk
As part of an AI transformation effort, I’ve been mapping the enterprise AI market. For risk, three layers are becoming clear: AI governance, agent identity, and content trust.
AI
Industrial AI
Tacit knowledge is the missing dataset
Industrial AI has plenty of sensor data, but some of the most important context still lives in people's experience. The challenge is capturing that knowledge before it disappears.
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.