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AI-powered machine vision system scaling in industrial automation
Does Every AI-Powered Machine Vision System Need a Discrete GPU?

Does Every AI-Powered Machine Vision System Need a Discrete GPU? Article Key Points:Not every AI-powered machine vision system needs a discrete GPU; many inspection nodes can run effectively on a well-matched industrial PC.Factory-scale deployments change…

Local VLM with industrial PC for machine vision camera system
How Local VLMs Are Reshaping AI-Powered Machine Vision on Industrial PCs

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…

NODKA NP-6135U-H1B Machine Vision Edge AI IPC Highlighted in Intel® Edge AI Catalog

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…

Industrial PCs for charging systems with CAN, BMS, HMI, and control in one platform
Industrial PCs for Charging Systems: CAN, BMS, HMI, and Control in One Platform

Industrial PCs for Charging Systems: CAN, BMS, HMI, and Control in One Platform Article Key Points:Modern charging systems need smarter, more flexible control.CAN remains essential for reliable charging system communication.CAN 2.0 and CAN FD support…

A close-up of a circuit board
How to Lock an Industrial PC BOM for 10+ Year Machine Lifecycles

How to Lock an Industrial PC BOM for 10+ Year Machine Lifecycles Article Key Points:A controlled industrial PC BOM helps keep machine platforms stable over long product lifecycles.Hardware consistency supports reliable software performance across multiple…

Industrial PC Lifecycle vs Machine Lifespan: The Challenge for Automation OEMs

Industrial PC Lifecycle vs Machine Lifespan: The Challenge for Automation OEMs Article Key Points:Industrial machines often last 10–15 years, while the PCs inside them usually do not.This lifecycle mismatch can create redesign, validation, and spare-parts…