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NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
A hands-on NAMUR Open Architecture (NOA) tutorial: the second monitoring channel, verification of request, a read-only OPC UA diode, and edge analytics without touching the DCS.
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Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
An Ethernet-APL reference architecture for process plants: 10BASE-T1L physical layer, power over two wires, intrinsic safety zones, switches, and OPC UA field integration.
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IoT vs Digital Twin: Differences and How They Work Together (2026)

IoT vs Digital Twin: Differences and How They Work Together (2026)

Posted by By mprcba June 20, 2026Posted inDigital TwinNo Comments
IoT vs digital twin in 2026: a clear answer-first breakdown of what each is, how they differ, how they combine in a real architecture, and when you need both.
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Digital Twin Components: A 2026 Reference Architecture

Digital Twin Components: A 2026 Reference Architecture

Posted by By mprcba June 20, 2026Posted inDigital TwinNo Comments
The components of a digital twin in 2026: the physical entity, data ingestion, the virtual model, synchronization, analytics, and the service interface layer.
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Battery Gigafactory Digital Twin Reference Architecture

Battery Gigafactory Digital Twin Reference Architecture

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inDigital TwinNo Comments
A vendor-neutral 2026 reference architecture for a battery gigafactory digital twin: electrode, cell, and pack telemetry, yield modeling, and the closed control loop.
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Green Hydrogen Digital Twin Reference Architecture (2026)

Green Hydrogen Digital Twin Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inDigital TwinNo Comments
A vendor-neutral 2026 reference architecture for green-hydrogen digital twins: electrolyzer telemetry, AI simulation, and the GHaaS optimization loop.
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Does a Digital Twin Need Real-Time Data? A Fact-Check

Does a Digital Twin Need Real-Time Data? A Fact-Check

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inDigital TwinNo Comments
Fact-checking the biggest digital twin myth: does a twin require a live connection? We separate marketing claims from the actual architecture.
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Agentic Digital Twins: AI-Driven Twins in 2026

Agentic Digital Twins: AI-Driven Twins in 2026

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inDigital TwinNo Comments
Why digital twins are becoming agentic in 2026: how LLM agents, live data, and closed-loop control turn replicas into self-optimizing systems.
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Industrial Metaverse Reference Architecture (2026)

Industrial Metaverse Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inDigital TwinNo Comments
A vendor-neutral 2026 reference architecture for the industrial metaverse: OpenUSD, Omniverse, real-time digital twin data, and the simulation-to-operations loop.
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EtherNet/IP Protocol: Complete Industrial Communication Guide

EtherNet/IP Protocol: Complete Industrial Communication Guide

Posted by By mprcba June 6, 2026Posted iniiotNo Comments
Deep technical guide to EtherNet/IP — CIP object model, implicit vs explicit messaging, producer-consumer architecture, and real-world PLC integration patterns.
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  • GLM-5.2 Explained: Architecture, Benchmarks, and Deployment (2026)
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  • Agentic Payments Architecture: How AI Agents Pay Safely (2026)
  • OpenTelemetry Logs: Unified Telemetry Pipeline Architecture (2026)
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  • Grok 4.20 Explained: Architecture, Benchmarks, and Deployment (2026)
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  • The Autonomous Materials-Discovery Pipeline: Closed-Loop Synthesis and Characterization (2026)
  • The AI Scientist Architecture: LLM Planners That Generate Hypotheses and Dispatch Experiments (2026)
  • Bayesian Optimization for Autonomous Experiments: The Planner Inside a Self-Driving Lab (2026)
  • The Experimental-Data Moat: Why AI Labs Are Building Robots to Make Their Own Data (2026)
  • Self-Driving Lab Architecture: The Closed Loop That Runs Experiments (2026)
  • Kimi K2 Explained: Architecture, Training, and Benchmarks (2026)
  • LLM Semantic Caching Architecture: Cut Inference Cost and Latency (2026)
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  • How Radar Actually Works: Pulses, Doppler, and Phased Arrays

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