Positions

Falsifiable positions on industrial AI, deployment engineering, and technical architecture. Closed and wrong positions stay visible.

Edge-first architecture for industrial AI

Industrial AI systems should default to edge-first architectures with cloud sync, not cloud-first with edge caching.

Open

Real-time sensor drift detection

Continuous drift detection should be built into industrial ML pipelines as a first-class component, not post-hoc monitoring.

Open