hardware

Edge AI for industrial: Jetson, YOLO, and the real cost of leaving the cloud

Edge AI sounds like a way to save on cloud inference bills. In practice, it usually is not. The right reasons to go to the edge are latency, privacy, and bandwidth, in that order, and if your reason is not one of those three, stay in the cloud.

6 min read

LoRaWAN, NB-IoT, Cat-M1: a 2026 connectivity decision tree

Picking your connectivity is picking your unit economics, and you only get to do it cheaply once. Here is the decision tree I would hand a founder shipping their first ten thousand devices in 2026, with the Polish coverage reality that most guides get wrong.

5 min read