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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 April 15, 2026Posted iniiotNo Comments
A production-grade UNS reference architecture for industrial IoT — Sparkplug B, broker topology, schema governance, ISA-95 alignment, and failure modes.
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OPC UA vs MQTT Sparkplug B: Which Wins for Industrial Telemetry in 2026 (Updated April 2026)

OPC UA vs MQTT Sparkplug B: Which Wins for Industrial Telemetry in 2026 (Updated April 2026)

Posted by By MPRAUTO MPRAUTO April 15, 2026Posted iniiotNo Comments
Updated April 2026 — OPC UA vs MQTT Sparkplug B benchmarks, architecture trade-offs, UNS pattern, and when each wins for industrial telemetry in 2026.
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Building a Digital Twin with DTDL v3 and Azure Digital Twins: End-to-End Tutorial

Building a Digital Twin with DTDL v3 and Azure Digital Twins: End-to-End Tutorial

Posted by By MPRAUTO MPRAUTO April 15, 2026Posted inDigital TwinNo Comments
Full walk-through: model in DTDL v3, deploy Azure Digital Twins, ingest telemetry, query the twin graph, and build a dashboard.
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ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record

ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record

Posted by By MPRAUTO MPRAUTO April 15, 2026Posted inKubernetesNo Comments
A full ADR comparing ArgoCD and Flux for multi-cluster GitOps — context, options, weighted criteria, consequences, and revisit triggers.
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Prime Editing 3.0: How the Newest CRISPR Variant Works (and Why It Matters)

Prime Editing 3.0: How the Newest CRISPR Variant Works (and Why It Matters)

Posted by By MPRAUTO MPRAUTO April 15, 2026Posted inScienceNo Comments
A plain-English walk-through of Prime Editing 3.0 — what PE3 fixes vs base editing, how pegRNAs work, and where it still fails.
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Designing a Low-Latency Market Data Feed Handler: Engineering Guide

Designing a Low-Latency Market Data Feed Handler: Engineering Guide

Posted by By MPRAUTO MPRAUTO April 15, 2026Posted inTechNo Comments
Feed handler engineering — kernel bypass, lock-free ring buffers, A/B arbitration, timestamp sync, and the bad-design smells to avoid.
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A Comparative Analysis of State-of-the-Art Object Detection Models

Posted by By mprcba April 23, 2025Posted inAI, Architecture, cvNo Comments
1. Introduction 1.1 Object Detection: A Foundational Computer Vision Task Object detection stands as a cornerstone task within computer vision, aiming to identify and precisely locate object instances belonging to…
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A Technical Overview of AI/ML Segmentation Models: Types, Comparison, and Applications

Posted by By mprcba April 21, 2025Posted inAI, Architecture, BusinessNo Comments
Audio I. Introduction to AI/ML Segmentation A. Defining Segmentation in the AI/ML Landscape Segmentation, within the context of Artificial Intelligence (AI) and Machine Learning (ML), refers to the fundamental process…
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NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)

NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)

Posted by By mprcba February 24, 2025Posted inTechNo Comments
Hands-on 2026 tutorial — add NVIDIA Jetson Orin nodes to a k3s edge AI cluster: nvidia-container-runtime, taints, MIG, GPU operator, monitoring.
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Vector Search in CouchDB: 2026 Update & Alternatives

Vector Search in CouchDB: 2026 Update & Alternatives

Posted by By mprcba July 13, 2024Posted iniiotNo Comments
2026 update on vector search options for CouchDB — native extensions, hybrid PouchDB+SQLite-Vec, and when to move to a dedicated vector store.
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Posts pagination

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  • A Comparative Analysis of Advanced Machine Learning Models for Predictive Maintenance in Modern Manufacturing
  • Private Endpoint The Complete guide
  • SOLID Principles Explained: A Practical 2026 Guide
  • Zigbee Protocol: Architecture, Mesh Networking & IoT Applications
  • Conceptual vs Logical vs Physical Architecture — Comparison
  • How Tokamak Fusion Reactors Actually Work (2026)
  • Predicting Protein Conformational States with AI (2026)
  • Siemens + NVIDIA’s Industrial AI OS: A 2026 Analysis
  • Market Data Feed Handler: ITCH & Order Book (2026)
  • KubeEdge vs K3s vs MicroK8s: Edge Kubernetes (2026)
  • Edge Observability ADR: OpenTelemetry vs Prometheus+Loki
  • FP8 vs INT8 vs INT4 LLM Quantization Benchmark (2026)
  • LLM Output Validation: Structured Outputs & Guardrails
  • Humanoid Robots Hit the Factory Floor: 2026 Analysis
  • ThingsBoard IoT Platform Tutorial: Devices to Dashboards
  • LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)
  • Industrial Metaverse Reference Architecture (2026)
  • Asset Administration Shell Tutorial with Eclipse BaSyx
  • How Waves Actually Work: The Physics of Waves Explained
  • Digital Twin in Healthcare: Architecture, Applications & Clinical Impact
  • Anomaly Detection in Manufacturing: Algorithms, Architecture & ROI
  • AMQP vs MQTT: Protocol Architecture Comparison for IoT & Enterprise
  • EtherNet/IP Protocol: Complete Industrial Communication Guide
  • Why Lithium-Ion Batteries Catch Fire: Thermal Runaway
  • Cryo-EM Meets AI: Structure Prediction in Drug Discovery
  • Lights-Out Factories in 2026: What the Data Shows
  • Order Book Imbalance Features: A Microstructure Design
  • Argo Rollouts: Progressive Delivery for Edge Fleets
  • Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR
  • On-Device SLM Inference: A 2026 Edge GPU Benchmark
  • Context Engineering for Production LLM Agents (2026)
  • NVIDIA Omniverse for Factory Digital Twins: 2026 Analysis
  • Aras vs Teamcenter vs Windchill: PLM Compared (2026)
  • OPC UA over TSN: Deterministic IIoT Reference Architecture
  • Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark
  • Time-Series Forecasting at the Edge: 2026 Production Patterns
  • ROS 2 Jazzy to Kilted Migration Guide (2026)
  • Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial
  • Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture

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