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Secure OTA Firmware Update Architecture for IoT Devices (2026)

Secure OTA Firmware Update Architecture for IoT Devices (2026)

Posted by By MPRAUTO MPRAUTO July 10, 2026Posted iniiotNo Comments
A secure OTA firmware update architecture for IoT fleets: SUIT/RFC 9019 manifests, A/B partitions, delta updates, secure boot, rollback, and staged rollout.
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Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
Why software-defined manufacturing and the virtual PLC are reshaping the plant floor in 2026: containerized control, real-time Linux, IEC 61499, and vendor moves.
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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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IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
IEC 61499 vs IEC 61131-3 compared: event-driven function blocks vs scan-cycle PLC logic, portability, distribution, tooling, and a decision matrix for modern control.
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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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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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Industrial Machine Vision Defect Detection: Edge AI 2026

Industrial Machine Vision Defect Detection: Edge AI 2026

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted iniiotNo Comments
A reference architecture for industrial machine vision defect detection: edge AI inference, camera-to-PLC pipelines, model training, and MLOps on the factory floor.
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Physical AI on the Factory Floor: The 2026 Inflection

Physical AI on the Factory Floor: The 2026 Inflection

Posted by By MPRAUTO MPRAUTO June 27, 2026Posted iniiotNo Comments
Why physical AI - foundation models for robots and machines - is reaching the factory floor in 2026: VLA models, humanoids, simulation, and the deployment reality.
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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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