CISA’s Known Exploited Vulnerabilities catalog puts a hard clock on remediation, but validated manufacturing lines can’t patch on that schedule. Here’s how to build a defensible, risk-based alternative.
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Foundation-model “world models” are being pitched as the next layer above your digital twin — but they run on labeled video and synchronized sensor streams most plants have never actually captured. Here’s what a real pilot requires and how to tell readiness from hype.
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Auto-tuning has gone from optional add-on to default behavior in current Siemens, Beckhoff, and Rockwell drive firmware — but most plants still tune manually out of habit. Here’s a practical framework for when to trust it, when to override it, and how to document changes so they survive a drive swap.
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Every major MES vendor now ships its own edge historian and calls it a prerequisite for AI. Here’s how to decide whether to consolidate on it or keep historian duties separate from MES.
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Tulip, Honeywell Forge, Siemens, and AVEVA have all pushed into partner marketplaces of prebuilt MES apps and connectors this year. The vendor with the biggest catalog isn’t the point — vetting what those apps do to your genealogy and OEE data is.
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As Ignition-as-historian, UNS, and edge computing reshape the stack, the old SCADA/MES/Historian boundaries feel blurry — here’s a durable framework for deciding what belongs where.
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IEC 62443-3-3 has quietly moved from an audit reference to a line item vendors must answer in RFPs. Here’s how to read the SL/SR framework and write procurement language that actually separates real conformance from datasheet name-dropping.
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Wi-Fi 6 was built for one demanding workload at a time, and plants are now running two — mixed-vendor AMR fleets and real-time vision inference — on the same floor. Here’s a practical framework for deciding whether private 5G actually earns its keep.
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Robot vendors and PLC platforms are shipping real OPC UA Robotics Companion Spec support now, not demoware. Here’s what that changes in how you commission a cell, and where the old fieldbus habits still apply.
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When a cobot keeps running through lunch and the humans on the same line clock out, the textbook OEE formula quietly stops telling the truth. Here’s the math that fixes it.
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