Blog
Notes on industrial AI
Writing from the Axilon team on AI, plant operations, and the context that connects them.
Some Context on "Context"
A frontier model blames the capper; the real cause is the pasteurizer, 45 minutes upstream. Why AI needs causal context, and why it has to come from the control systems.
Read- August 26, 2026 3 min read
The Alarm Is Dead, Long Live the Alarm!
The idea behind industrial alarms is sound. What’s missing is an agent that investigates when one fires, and decides whether to wake the operator.
- June 2, 2026 6 min read
The "Three Cs" of Industrial AI
Connectivity, context, and cognition: why context, not connectivity or cognition, is the key bottleneck for industrial AI.