AI + IoT Engineering Insights · Page 2
Continue browsing practical engineering articles on connected devices, platforms, protocols, edge systems, and applied AI.
Blog articles · Page 2
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Asset Model vs Telemetry Schema: How to Separate the Contracts
An industrial asset model and a telemetry schema should not share one lifecycle. The asset model answers what an entity is, where it belongs.
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Brownfield Industrial Data Quality: A Reproducible Governance Case
A brownfield integration can look successful long before its data is safe to use. A Modbus register responds, an OPC UA subscription produces values.
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How to Choose a Local AI Model for Enterprise Deployment
The most expensive mistake in local AI selection is not choosing the second-best model. It is downloading a popular model before defining where data may go.
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Industrial IoT Alarm and Event Modeling: Separate Facts from Operator Workflow
A chiller outlet crosses its high limit six times in ten minutes and returns to normal five times.
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Firmware, Configuration, and Device-Model Version Governance for IoT Fleets
One device version is not enough. Learn how firmware, configuration, and device-model versions form a governed compatibility vector for safe IoT operations.
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Upper-Computer Development: From Protocol Demo to an Acceptable Industrial Application
The most underestimated part of an upper-computer project is not drawing the interface or opening a serial port.
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Industrial Tag Modeling and Governance: Beyond the Point List
The first point list in an industrial project is usually practical: device, register address, data type, scale, unit, and a short description.
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Industrial Telemetry Pipeline Architecture: From Field Signals to Replayable Time-Series Data
The first version of an industrial data platform often looks like one straight line: a PLC or sensor sends values to a gateway, the gateway publishes over MQTT.
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HarmonyOS vs OpenHarmony vs HarmonyOS NEXT: What Actually Changes for a Product Team?
HarmonyOS, OpenHarmony, and HarmonyOS NEXT are not three interchangeable products that can be ranked by version number.
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FunASR for AI Voice Projects: Offline, Edge, or Cloud ASR?
FunASR belongs on the shortlist when audio must remain in a factory, clinic, meeting room, or private network; transcription must continue during an Internet outage.
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IoT OTA Canary Rollouts and Rollback: A Fleet Engineering Guide
A successful firmware update in a laboratory proves one narrow fact: one device wrote and booted one image under one set of conditions.
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n8n AI Workflow Automation for Business Systems
n8n is most useful when it turns hand-offs scattered across webhooks, CRM, email, forms, tickets, and internal APIs into a visible process that can be replayed and.
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