What I'm working on.

Manufacturing intelligence systems for EV battery production — connecting raw production data to shift-level operational decisions.

A smart crane IIoT platform with physics-informed health scoring, anomaly detection, and automated maintenance workflows.

Expanding Cytos's connected EV intelligence platform across new vehicle categories and charging infrastructure integrations.

Why the decision handoff is the hardest part of any industrial AI product — the model is never the bottleneck.

What it takes to make industrial data systems trusted by the people on the floor who are supposed to use them.

How condition monitoring changes not just maintenance cost but how operations teams think about risk.