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VDA 5050 AMR Fleet Management: Reference Architecture (2026)

VDA 5050 AMR Fleet Management: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 25, 2026Posted iniiotNo Comments
VDA 5050 AMR fleet management explained: the MQTT-based interface between master control and mobile robots - order and state topics, node/edge graphs, traffic management and multi-vendor fleet orchestration in 2026.
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TwinOps: The Operational Lifecycle Architecture for Digital Twins (2026)

TwinOps: The Operational Lifecycle Architecture for Digital Twins (2026)

Posted by By MPRAUTO MPRAUTO July 10, 2026Posted inDigital TwinNo Comments
TwinOps applies DevOps discipline to digital twins: model versioning, continuous state sync, validation gates, drift detection, and closed-loop control across the twin lifecycle.
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Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted iniiotNo Comments
A reference architecture for Module Type Package (MTP): the VDI/VDE/NAMUR 2658 model, MTP services, POL orchestration, and how modular automation decouples equipment from the DCS.
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W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)

W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted iniiotNo Comments
A reference architecture for the W3C Web of Things: Thing Descriptions, the four building blocks, protocol bindings, and how WoT unifies fragmented IoT without replacing your stack.
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SCADA vs OPC vs IoT Platform vs Data Historian (2026)

SCADA vs OPC vs IoT Platform vs Data Historian (2026)

Posted by By mprcba June 28, 2026Posted iniiotNo Comments
SCADA vs OPC vs IoT platform vs data historian in 2026: what each layer does, where they overlap, and a decision matrix for your industrial data architecture.
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Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inDevelopmentNo Comments
A hands-on Apache PLC4X tutorial: read PLC tags over Modbus and S7, bridge them to MQTT and Kafka, and build a vendor-neutral industrial data pipeline.
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Industrial Protocol Gateway Architecture: OT/IT Translation (2026)

Industrial Protocol Gateway Architecture: OT/IT Translation (2026)

Posted by By mprcba June 24, 2026Posted iniiotNo Comments
A 2026 reference architecture for industrial protocol gateways: Modbus, OPC UA, MQTT and Profinet translation, edge buffering, security zones, and redundancy.
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LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted iniotNo Comments
An engineer's 2026 comparison of LoRaWAN, NB-IoT, and LTE-M for industrial sensor networks: range, power, latency, cost, and a decision matrix.
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IoT, Digital Twin & PLM: The Complete 2026 Overview

IoT, Digital Twin & PLM: The Complete 2026 Overview

Posted by By mprcba June 2, 2026Posted iniiotNo Comments
How IoT, digital twins, and PLM converge in 2026 — architectures, data flow, integration patterns, and the business value of the digital thread.
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Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted iniiotNo Comments
Six common industrial IoT ROI claims fact-checked against real plant deployments — what holds up, what collapses, and where the actual payback lives.
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Posts pagination

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  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK
  • NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR
  • On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX
  • Jetson Thor vs Hailo-10H vs Coral (2026): Edge Inference Pick
  • Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom
  • OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS
  • AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)
  • Diffusion Policy for Robot Manipulation: Imitation Learning (2026)
  • Request to Pay and Account-to-Account Payments: An Architecture (2026)
  • Kubernetes Secrets Management with External Secrets Operator (2026)
  • LLM Function Calling and Tool Use: A Production Architecture (2026)
  • Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)
  • Brain-Computer Interface Neural Decoding Architecture (2026)
  • 6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)
  • Network Tokenization Architecture for Card Payments (2026)
  • Durable Execution Architecture: Temporal, Restate and DBOS (2026)
  • ColPali and Visual Document Retrieval: Late-Interaction RAG (2026)

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