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From OPC UA to Digital Twin: Time-Series Ingestion Architecture

From OPC UA to Digital Twin: Time-Series Ingestion Architecture

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted iniiot1 Comment
Reference architecture for moving OPC UA and MQTT plant data into a digital twin: buffering, store-and-forward, schema, late data, and twin state sync.
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Post-Quantum Cryptography for OT and IIoT: CNSA 2.0 and NIST IR 8547 Deadlines

Post-Quantum Cryptography for OT and IIoT: CNSA 2.0 and NIST IR 8547 Deadlines

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inSecurityNo Comments
ML-KEM and ML-DSA on 15-year-lifespan PLCs, gateways and sensors: what CNSA 2.0 and NIST IR 8547 deadlines mean for industrial firmware and PKI.
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EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration

EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
EMQX 6.3 is the new LTS. Strict MQTT parsing, Feature Gates, locked Prometheus and ACL defaults: every breaking change vs 5.8 LTS and a safe upgrade plan.
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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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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 iniiot3 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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K3s at the Edge: A Production Kubernetes Guide for 2026

K3s at the Edge: A Production Kubernetes Guide for 2026

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inKubernetes1 Comment
K3s at the edge in 2026: production-hardened deployment patterns, HA datastore choices, and lessons from real IIoT rollouts.
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NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR

NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted inKubernetes2 Comments
NATS JetStream vs Kafka for edge and IIoT telemetry: footprint, delivery guarantees, leaf nodes vs partitions, back-pressure and cost - a 2026 architecture decision record.
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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 iniiot1 Comment
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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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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  • 3MF vs STEP AP242 vs glTF vs JT: Choosing Lightweight CAD Formats for Digital Twins and PLM
  • CRDTs for Digital Twin Synchronization: Offline-First State Replication at the Edge
  • Wi-Fi HaLow (802.11ah) vs LoRaWAN vs LTE-M: Long-Range IoT Selection Guide
  • TigerBeetle vs PostgreSQL for Financial Ledgers: Debit-Credit Database Design
  • FDX API vs PSD3: Open Banking Data-Sharing Architectures in the US and EU
  • dbt vs SQLMesh: Data Transformation, Virtual Environments and CI for Analytics Engineering
  • Kubernetes User Namespaces and Pod Hardening: Containing Container Escapes in 2026
  • Ingress-NGINX Retirement: A Step-by-Step Migration Playbook to Kubernetes Gateway API
  • GGUF vs AWQ vs GPTQ vs FP8: LLM Quantization Formats Compared
  • Multi-Head Latent Attention vs GQA vs MQA: KV-Cache Compression Explained
  • Mamba and State Space Models vs Transformers: Hybrid Architectures Explained
  • GRPO and RLVR Explained: How Reasoning Models Are Trained with Reinforcement Learning
  • SLOs and Error Budgets for IoT Platforms: Burn-Rate Alerting with OpenSLO and Sloth
  • Robot Description Formats Compared: URDF vs SDF vs MJCF vs OpenUSD for Digital Twins
  • UWB Real-Time Location Systems in Factories: IEEE 802.15.4z vs BLE Channel Sounding
  • 5G RedCap for Industrial IoT: Reduced Capability Devices, Power and Deployment Guide
  • Digital Euro vs e-CNY vs Digital Rupee: CBDC Architecture Compared
  • Velero 1.18 Kubernetes Backup and Disaster Recovery: Velero vs Kasten vs CloudCasa
  • Kepler 0.12: Kubernetes Pod Energy and Carbon Metrics Including GPU MIG Power Attribution
  • Falco 0.45 vs Tetragon vs Tracee: Kubernetes Runtime Threat Detection with eBPF
  • etcd 3.7 Explained: Raft Consensus, Kubernetes Control Plane Impact and Upgrade Guide
  • EU Cyber Resilience Act and SBOMs for IoT Firmware: CycloneDX vs SPDX in Practice
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls and AI Agents
  • Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks
  • Sodium-Ion vs LFP Batteries for Grid Storage: Chemistry, Cost and Cycle Life
  • eBOM to mBOM Transformation: PLM-ERP Bill of Materials Architecture
  • Digital Twin State Estimation: Kalman vs Particle Filter vs EnKF for Twin Synchronization
  • OPC UA Companion Specifications for Robotics and Machinery: Interoperability in Practice
  • ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration
  • x402 and HTTP 402: Machine-to-Machine Payments for AI Agents with Stablecoins
  • Passkeys and FIDO2 for Payment Authentication: PSD2 SCA Architecture Guide
  • Container Runtime Security Hardening in 2026: containerd 2.3, CRI-O and Podman 6 CVE Response
  • Istio 1.31 Explained: What Changed and How to Upgrade Your Service Mesh
  • Speculative Decoding Explained: EAGLE-3 vs Medusa vs Lookahead for LLM Inference Speedup
  • Perceptron Mk1.5 Explained: Vision-Language Model Capabilities and Pricing
  • MiniMax M3.1 Flash Preview Explained: Architecture, Pricing and Benchmarks
  • LTX Video Model Explained: Lightricks Architecture, Open Weights and Hardware
  • Brownfield Modbus Retrofit to Unified Namespace: Edge Gateway Options Compared
  • Sovereign Industrial AI Cloud: A Reference Architecture for Physical AI in Europe

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