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Sparkplug B 3.0 Edge of Network Architecture: Production Reference

Sparkplug B 3.0 Edge of Network Architecture: Production Reference

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo Comments
Sparkplug B 3.0 edge of network architecture for production IIoT — topic namespaces, primary/secondary hosts, store-and-forward, MQTT 5 mapping, and 2026 deployment patterns.
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UNS vs Data Mesh vs Data Fabric for Industrial Data (2026)

UNS vs Data Mesh vs Data Fabric for Industrial Data (2026)

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo Comments
Unified Namespace vs Data Mesh vs Data Fabric for industrial data in 2026 — semantics, governance, ownership, edge vs cloud, and a decision matrix for OT/IT convergence.
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OPC UA PubSub over MQTT 5: A Production Implementation Tutorial

OPC UA PubSub over MQTT 5: A Production Implementation Tutorial

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo Comments
Step-by-step OPC UA PubSub over MQTT 5 implementation — DataSetMessage mapping, JSON vs UADP, security profiles, and a working aiomqtt + asyncua tutorial for 2026.
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Why Industrial AI Pilots Fail in 2026 — The Data Maturity Problem

Why Industrial AI Pilots Fail in 2026 — The Data Maturity Problem

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo Comments
Industrial AI pilots are failing at an 80% rate in 2026 — the root cause is not model quality but data maturity. Honest analysis with architecture-level remediation patterns.
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IoT Use Cases in Automotive 2026: Architecture and Real Deployments

IoT Use Cases in Automotive 2026: Architecture and Real Deployments

Posted by By mprcba April 29, 2026Posted iniiotNo Comments
IoT in automotive 2026 — connected vehicle telematics, predictive maintenance, V2X, factory MES integration, and a production reference architecture from OEM and Tier-1 deployments.
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Vehicle-to-Vehicle (V2V) Communication: 2026 Update

Vehicle-to-Vehicle (V2V) Communication: 2026 Update

Posted by By mprcba April 29, 2026Posted iniiotNo Comments
Vehicle-to-vehicle (V2V) communication in 2026 — DSRC vs C-V2X (Release 18 sidelink), latency benchmarks, FCC band updates, OEM rollouts, and what changed since 2023.
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DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiotNo Comments
DDS vs MQTT vs OPC UA in 2026 — QoS, discovery, security, broker vs brokerless, and a decision matrix for picking the right industrial messaging protocol by use case.
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MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiotNo Comments
MQTT 5.0 features that actually move the needle — shared subscriptions, topic aliases, flow control, user properties, reason codes, and the 2026 production patterns to use them.
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Communication Protocols for IoT & Industrial Systems (2026 Guide)

Communication Protocols for IoT & Industrial Systems (2026 Guide)

Posted by By mprcba April 27, 2026Posted iniiotNo Comments
The 2026 map of IoT and industrial communication protocols — MQTT, OPC UA, Modbus, CAN, Ethernet/IP, BACnet, LoRaWAN — and how to pick the right stack by layer and use case.
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OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted iniiotNo Comments
OpenPLC v3 reference architecture with Modbus TCP — runtime internals, IEC 61131-3 languages, hardware targets, and a production deployment pattern for open-source PLCs 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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