System Exposure
Why the system matters
Centralized analytics can respond too slowly or consume too much bandwidth when machinery requires immediate anomaly scoring at the asset.
Shows how local intelligence can shorten detection latency and preserve bandwidth while maintaining controlled model and firmware release paths.

Centralized analytics can respond too slowly or consume too much bandwidth when machinery requires immediate anomaly scoring at the asset.
Reference edge node combines synchronized sensor acquisition, INT8 anomaly inference, rule-based fallback, signed model bundles, CAN integration, and local evidence capture within a controlled thermal and power envelope.