Not every AI-powered machine vision system needs a discrete GPU at every node. This article explains where discrete GPU-class acceleration still makes sense, where IPC-based vision nodes are often more practical, and how scale changes the hardware decision across a…
How Local VLMs Are Reshaping AI-Powered Machine Vision on Industrial PCs Article Key Points: Traditional machine vision still handles core inspection tasks best. Local VLMs add contextual interpretation to machine vision workflows. Edge deployment on industrial PCs makes local VLM…
NODKA NP-6135U-H1B Machine Vision Edge AI IPC Highlighted in Intel® Edge AI Catalog NODKA’s NP-6135U-H1B Machine Vision Edge AI Automation Industrial PC has been featured in the Intel® Edge AI Catalog as a high-performance industrial PC for edge inference, machine…
Modern charging systems need more than basic power control. This blog explains how industrial PCs help unify CAN communication, BMS integration, HMI, diagnostics, and gateway functions on one platform for scalable charging system design.