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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 machine vision system running on industrial PC for edge AI processing
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…

Edge AI industrial PC for machine vision with robotic inspection system
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…