The Industrial IoT Blog
IIoT Insights by Henry Costa
Tag: Unified Namespace
A structured and consistent way to organize and share industrial data in real time across systems. It creates a common data model that simplifies integration and supports scalable IIoT architectures.
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Communicating Edge Contextualization and Unified Namespace to Leadership
Read more: Communicating Edge Contextualization and Unified Namespace to LeadershipThe team had a problem. Not technical this time. They needed to explain Edge Contextualization and Unified Namespace (UNS) to senior leaders who did not care about protocols or data models. The audience knew their factories well. Directors, VPs, plant…
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AI Meets UNS: Practical LLM Uses on Industrial Data
Read more: AI Meets UNS: Practical LLM Uses on Industrial DataA few years ago, if you told me we’d be using large language models on top of plant data, I would’ve said: “Cool demo. Not sure it survives contact with a real site.” Now I’m more convinced. Not because LLMs…
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AI Enabled by IIoT: Building the Factory of the Future
Read more: AI Enabled by IIoT: Building the Factory of the FutureMost conversations about AI in manufacturing skip the hardest part. They jump straight to dashboards, copilots, and predictions, but forget to ask one simple question. Where does the data come from? I’ve spent years connecting machines, historians, SCADA systems, and…
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The Trust Gap in Industrial AI
Read more: The Trust Gap in Industrial AIImagine this situation. A team spends months building an AI use case. The model looks strong in workshops and dashboards. The recommendation goes live on the plant floor. Then operators ignore it. Not because they are against technology. Not because…
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Digital Twins in IIoT. Where Physics-Based Models Fit
Read more: Digital Twins in IIoT. Where Physics-Based Models FitA lot of confusion around digital twins comes from one simple thing. People mix up the twin itself with the models inside it. They are not the same. A digital twin is a structure. A container that connects data, context,…
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AIoT-Driven Autonomous Systems in Manufacturing. What Actually Works
Read more: AIoT-Driven Autonomous Systems in Manufacturing. What Actually WorksAIoT. Artificial Intelligence combined with the Internet of Things. It is no longer just a buzzword. It is quietly changing how plants, labs, and production lines operate. I have spent more than two decades connecting machines, systems, and people across…
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Why i3X Matters for Industrial Data Interoperability
Read more: Why i3X Matters for Industrial Data InteroperabilityIf you’ve spent any time in manufacturing IT, you’ve probably lived through the same story more than once. A machine gets connected. Data flows into a historian or a SCADA system. A dashboard gets built. Everyone is happy for a…
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AI-Ready Data. How UNS and Sparkplug B Set You Up for Manufacturing AI
Read more: AI-Ready Data. How UNS and Sparkplug B Set You Up for Manufacturing AII’ve noticed something funny about “manufacturing AI.” The AI part gets all the attention. The real success or failure usually happens much earlier, in the boring part. How you name data. Where you publish it. Whether anyone can trust it.…
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ProveIt! Conference 2026. Real ROI with Abelara, Tupinix, and Axilon
Read more: ProveIt! Conference 2026. Real ROI with Abelara, Tupinix, and AxilonAt ProveIt! Conference 2026, I sat through a session that felt more like a plant-floor working session than a tech pitch. It was framed as a live, fictionalized case study. The company was Cappy Hour Bottling. The names were fictional.…
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CESMII and I3X at ProveIt! Conference 2026. Making Interoperability Real
Read more: CESMII and I3X at ProveIt! Conference 2026. Making Interoperability RealI have been around manufacturing IT long enough to see the same movie play out. A site wants digital transformation. They buy a few tools. They connect some machines. They build some dashboards. Everyone celebrates for about six months. Then…
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HiveMQ at ProveIt! Conference 2026. Governance Before Dashboards
Read more: HiveMQ at ProveIt! Conference 2026. Governance Before DashboardsI attended the ProveIt! Conference in Dallas and joined a session by HiveMQ. At first, it seemed like a standard presentation about “MQTT architecture”. It was not. It was one of the most practical sessions I attended. Not because it…
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HighByte at ProveIt! Conference 2026. Industrial DataOps in Practice
Read more: HighByte at ProveIt! Conference 2026. Industrial DataOps in PracticeI spent time at ProveIt! Conference in Dallas listening to HighByte walk through a full Industrial DataOps demo. Not a slide deck. Not a future-state animation. A real end-to-end story with messy systems, awkward schemas, regulated constraints, and the kind…