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Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
Sparkplug B 3.0 vs plain MQTT topic design in 2026: a decision guide on when the extra schema, state, and tooling actually pay off.
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PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision

PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
PROFINET, EtherCAT, and OPC UA FX over TSN compared for 2026 deterministic industrial networks: cycle times, convergence, and migration cost.
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Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
The Unified Namespace reference architecture for industrial IoT in 2026: MQTT Sparkplug B backbone, ISA-95 mapping, and rollout patterns.
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OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)

OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
OPC UA vs MQTT Sparkplug B compared for 2026 industrial connectivity: semantic modeling, state management, and when to run both together.
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Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom

Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted iniiotNo Comments
Digital Product Passport data model options compared: GS1 Digital Link vs Asset Administration Shell vs custom JSON-LD, EU ESPR deadlines, interop gaps. 2026 guide.
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OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS

OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted iniiotNo Comments
OPC UA FX vs MQTT Sparkplug B compared for the Unified Namespace: machine-level field exchange vs enterprise event bus, TSN, payloads, when to bridge. 2026 decision guide.
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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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MQTT Sparkplug B Reference Architecture for IIoT (2026)

MQTT Sparkplug B Reference Architecture for IIoT (2026)

Posted by By MPRAUTO MPRAUTO July 24, 2026Posted iniiotNo Comments
MQTT Sparkplug B reference architecture: the payload spec, edge nodes and devices, birth and death certificates, state management, primary host application and how Sparkplug brings interoperability to industrial IoT in 2026.
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Industrial IoT Time-Series Data Platform Architecture (2026)

Industrial IoT Time-Series Data Platform Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 23, 2026Posted iniiotNo Comments
Industrial IoT time-series data platform architecture: high-rate telemetry ingestion, TSDB selection, downsampling and rollups, retention tiers, compression and the query layer feeding dashboards and digital twins in 2026.
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Condition Monitoring and Machinery Health Architecture (2026)

Condition Monitoring and Machinery Health Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 22, 2026Posted iniiotNo Comments
Condition monitoring architecture for rotating machinery: vibration and acoustic sensing, ISO 20816 thresholds, edge spectral analysis (FFT, envelope), ISO 13374 data pipeline and the alarm/diagnosis layer behind machinery health in 2026.
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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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