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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 iniiot4 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 iniiot5 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 iniiot2 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 inKubernetes2 Comments
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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Posts pagination

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  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Digital Product Passport Architecture: The EU ESPR Data Model (2026)
  • TWAP Execution Algorithm Architecture: Design & Slippage (2026)
  • Q2 2026 LLM Inference Benchmark: vLLM vs TGI vs SGLang vs Triton
  • Multi-Agent Orchestration 2026: MCP vs A2A vs LangGraph
  • RT-DETR vs YOLO: NMS-Free Transformer Object Detection, Latency and Edge Deployment with TensorRT (2026)
  • Model Predictive Control (MPC) vs PID: Constraints, Prediction Horizons and a Hands-On OSQP and acados Tutorial (2026)
  • IO-Link and IO-Link Wireless: Master Architecture, IODD, Process Data and Integration with OPC UA and MQTT (2026)
  • Credit Scoring and Underwriting ML Architecture: Scorecards, Gradient Boosting, Adverse Action Explainability and Monitoring (2026)
  • Basel III Endgame Risk-Weighted Assets Engine: Standardised Approach Calculation Architecture and Data Lineage (2026)
  • 3-D Secure 2 (EMV 3DS) Architecture: PSD2 SCA, Frictionless vs Challenge Flows and Risk-Based Authentication (2026)
  • Polars vs DuckDB vs DataFusion: Apache Arrow Analytical Engines Compared for 2026 Workloads
  • S3-Compatible Object Storage: Ceph RGW vs MinIO vs SeaweedFS vs Garage Architecture Decision Record (2026)
  • Slurm vs Kubernetes for AI Training: Kueue, Volcano, Slinky and the 2026 GPU Scheduling Decision Guide
  • NVLink vs InfiniBand vs RoCE: NCCL All-Reduce, Collectives and GPU Cluster Network Design for AI Training (2026)
  • OpenAI Triton GPU Kernel Programming Tutorial: Block-Level Tiling, Fused Kernels and When to Choose CUDA, CUTLASS or CuTe (2026)
  • FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FlashAttention-3/4 on Modern GPUs (2026)
  • Impedance vs Admittance Control: Compliant Robot Manipulation, Force Control and Contact-Rich Tasks (2026)
  • Virtual Power Plant Architecture: DER Aggregation, OpenADR 3, IEEE 2030.5 and Grid Services (2026)
  • MITRE ATT&CK for ICS: OT Threat Detection, Passive Network Monitoring and Zeek-Based Architecture (2026)
  • io_uring Explained: Linux Async I/O, Submission and Completion Rings and High-Performance Servers (2026)
  • Kubernetes Operators in Depth: Controller-Runtime, Reconciliation Loops, CRD Design and Finalizers (2026)
  • QUIC and HTTP/3 Deep Dive: Handshake, Streams, Loss Recovery and Congestion Control (2026)
  • Vision Transformer vs ConvNeXt vs Swin: Choosing a Vision Backbone for Industrial Inspection and Edge Deployment (2026)
  • Speech Recognition Architecture: CTC vs RNN-T vs Attention Encoder-Decoder, Whisper and Streaming ASR (2026)
  • Flow Matching and Rectified Flow vs Diffusion Models: How Modern Generative Models Sample (2026)
  • XVA and CVA: Counterparty Credit Risk, Monte Carlo Exposure Simulation and GPU Architecture (2026)
  • Trade Surveillance Architecture: Detecting Spoofing, Layering and Wash Trading Under MAR and Dodd-Frank (2026)
  • Options Pricing Engine Architecture: Black-Scholes, Greeks, SABR/Heston Calibration and Real-Time Risk (2026)
  • Hawkes Processes for Order Flow: Self-Exciting Intensity Models in Market Microstructure (2026)
  • Remaining Useful Life Prediction: Prognostics with Weibull, Survival Analysis, LSTM and Particle Filters (2026)
  • Time-Series Compression for IoT Telemetry: Gorilla, Delta-of-Delta, XOR and Swinging-Door (2026)
  • MiFID II RTS 25 Clock Synchronization: Trade Timestamping, PTP, GPS and Audit Architecture (2026)
  • Model Risk Management for ML Credit Models: SR 11-7, Validation, Explainability and Monitoring (2026)
  • Avellaneda-Stoikov Market Making: Inventory Risk, Reservation Price and System Architecture (2026)
  • Parquet vs ORC vs Lance vs Vortex: Columnar File Formats Compared for 2026
  • Overload Control: Backpressure, Load Shedding, Adaptive Concurrency Limits and CoDel (2026)
  • XDP and eBPF Layer-4 Load Balancing: Katran, Cilium and Maglev Hashing Explained (2026)
  • LLM Pretraining Data Curation: Deduplication, MinHash LSH, Quality Filters and Data Mixtures (2026)

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