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Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
Hands-on 2026 tutorial — implementing OPC UA companion specifications (Machinery, Pumps) on open62541 with full server and client code.
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Zenoh for Industrial IoT: Reference Architecture (2026)

Zenoh for Industrial IoT: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
2026 reference architecture for Zenoh in industrial IoT — routers, peers, storages, ROS2 bridge, MQTT/DDS interoperability, and capacity planning.
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TSN vs 5G URLLC: Deterministic Networking on the Factory Floor (2026)

TSN vs 5G URLLC: Deterministic Networking on the Factory Floor (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
TSN vs 5G URLLC compared for deterministic factory networking in 2026 — jitter, scheduling, integration cost, profiles, and a decision matrix.
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Sparkplug B vs OPC UA PubSub: 2026 Decision Matrix

Sparkplug B vs OPC UA PubSub: 2026 Decision Matrix

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted iniiotNo Comments
Sparkplug B vs OPC UA PubSub head-to-head for industrial namespaces in 2026 — payload design, security, broker semantics, and a decision matrix.
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OPC UA FX in 2026: Field-Level Communications Goes Open

OPC UA FX in 2026: Field-Level Communications Goes Open

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted iniiotNo Comments
Why OPC UA FX is replacing proprietary field buses in 2026 — TSN integration, adoption among Siemens/Rockwell, and migration paths for brownfield.
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Video Analytics Edge Architecture: Low-Latency Design (2026)

Video Analytics Edge Architecture: Low-Latency Design (2026)

Posted by By mprcba May 18, 2026Posted iniiotNo Comments
Reference 2026 architecture for low-latency video analytics at the edge — DeepStream, Triton, GStreamer pipelines, model partitioning, and cost models.
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Brownfield IoT: Legacy Machine Connectivity Playbook (2026)

Brownfield IoT: Legacy Machine Connectivity Playbook (2026)

Posted by By mprcba May 18, 2026Posted iniiotNo Comments
The 2026 playbook for connecting legacy machines to modern IoT — protocol bridging, retrofit sensors, edge gateways, OT/IT integration patterns, ROI math.
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Advanced Manufacturing KPIs: 2026 Field Guide (OEE, FPY, Beyond)

Advanced Manufacturing KPIs: 2026 Field Guide (OEE, FPY, Beyond)

Posted by By mprcba May 18, 2026Posted iniiotNo Comments
Advanced manufacturing KPIs for 2026 smart factories — OEE, TEEP, FPY, MTBF, energy intensity — definitions, formulas, calculation pitfalls, and dashboards.
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Unified Namespace Architecture: HiveMQ + Sparkplug B (2026)

Unified Namespace Architecture: HiveMQ + Sparkplug B (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted iniiotNo Comments
Production reference architecture for a Unified Namespace using HiveMQ and Sparkplug B in 2026 — topic design, edge of network, ISA-95 mapping, scaling.
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Unified Namespace (UNS) for Industrial Data: 2026 State-of-the-Art Guide

Unified Namespace (UNS) for Industrial Data: 2026 State-of-the-Art Guide

Posted by By mprcba May 16, 2026Posted iniiotNo Comments
Unified Namespace (UNS) for industrial data in 2026 — Sparkplug B 3.0, ISA-95 alignment, HiveMQ vs EMQX vs NanoMQ benchmarks, and a fully refreshed UNS reference architecture.
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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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