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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 iniiot4 Comments
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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OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide

OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide

Posted by By MPRAUTO MPRAUTO September 23, 2026Posted inTech1 Comment
OPC Foundation ends OPC UA 1.03 certification at end of 2026. What 1.04/1.05 changed (ECC, JSON, roles, GDS) and how to migrate your products.
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OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84

OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTech1 Comment
UAFX v1.00.04 updates Part 81 ConnectionManager and Part 84 conformance units. What changed, and which version your stack really implements.
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OPC UA FX Controller-to-Device vs Controller-to-Controller: What C2D Adds in 2026

OPC UA FX Controller-to-Device vs Controller-to-Controller: What C2D Adds in 2026

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
OPC UA FX finished C2C and is extending to Controller-to-Device. How C2D differs from C2C, what Parts 81 and 84 add, and what it means for IIoT.
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OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)

OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTechNo Comments
OPC UA has 400+ companion specifications of industrial semantics. How to expose them to AI agents as MCP tools and RAG corpora - architecture, pitfalls and safety.
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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 iniiot3 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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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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Industrial Protocol Gateway Architecture: OT/IT Translation (2026)

Industrial Protocol Gateway Architecture: OT/IT Translation (2026)

Posted by By mprcba June 24, 2026Posted iniiotNo Comments
A 2026 reference architecture for industrial protocol gateways: Modbus, OPC UA, MQTT and Profinet translation, edge buffering, security zones, and redundancy.
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MTConnect vs OPC UA for Machine Tool Data (2026)

MTConnect vs OPC UA for Machine Tool Data (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted iniiotNo Comments
MTConnect vs OPC UA for machine tool and CNC data in 2026: data models, semantics, agents, write-back, and a decision matrix for shop-floor connectivity.
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OPC UA over TSN: Deterministic IIoT Reference Architecture

OPC UA over TSN: Deterministic IIoT Reference Architecture

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted iniiot1 Comment
A deep reference architecture for OPC UA over TSN in 2026 — TSN scheduling, OPC UA PubSub, converged motion + data networks, and failure modes.
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  • Module Type Package (MTP) and Modular Production: VDI 2658, POL Orchestration and OPC UA Process Modules (2026)
  • Sandboxing AI Agent Code Execution: Firecracker microVMs, gVisor, WebAssembly and Container Isolation Compared (2026)
  • Kafka KRaft in Production: Migrating Off ZooKeeper — A Hands-On Guide (2026)
  • RWA Tokenization Architecture: Issuance to Settlement
  • Iceberg vs Delta vs Hudi for Lakehouses: 2026 ADR
  • Building an MQTT-to-Kafka Bridge with Kafka Connect: Production Tutorial
  • Azure Time Series Databases: Data Explorer & Cosmos DB Architecture (2026)
  • Product Carbon Footprint Data Exchange: ISO 14067, PACT Network and PCF Roll-Ups Through the BOM (2026)
  • Design-to-Cost and Should-Cost Modeling in PLM: Parametric Costing, BOM Cost Rollups and Supplier Quote Analysis (2026)
  • Prompt Management and Versioning for LLM Apps: Registries, Eval Gates, Rollouts and Rollback (2026)
  • Digital Twin Consortium Reference Architecture: Capabilities Periodic Table, Maturity and How It Maps to Real Platforms (2026)
  • Industrial DataOps Architecture: Contextualization, Data Models and Pipelines Between OT and the Enterprise (2026)
  • Embedded Finance and Banking-as-a-Service Architecture: Sponsor Bank Ledgers, Program Management and Compliance Boundaries (2026)
  • Tokenized Deposits vs Stablecoins vs CBDC: Bank Money on Programmable Rails, Architecture and Settlement (2026)
  • Software Catalog and Service Scorecards: Ownership Metadata, Backstage catalog-info and Engineering Standards at Scale (2026)
  • Postgres Analytics Offload: pg_duckdb vs CDC to ClickHouse vs HTAP Extensions for Reporting Queries (2026)
  • AI Model Licenses Explained: Apache 2.0, MIT, Llama Community, OpenRAIL and What Commercial Use Really Allows (2026)
  • Kubernetes Native Sidecar Containers: Lifecycle, Startup Ordering and Job Shutdown Explained (2026)
  • OPC UA Robotics Companion Specification (OPC 40010): Robot Information Model, Skills and Integration (2026)
  • Digital Twin Verification and Validation: ASME V&V 40, Credibility Evidence and Model Fidelity Levels (2026)
  • PLM Graph Database Impact Analysis: Where-Used, Change Propagation and Neo4j vs Relational BOM Queries (2026)
  • Passkeys for Payments: FIDO2, WebAuthn and Secure Payment Confirmation in Checkout Flows (2026)
  • Data Versioning for ML: lakeFS vs DVC vs Delta Lake Time Travel for Reproducible Training (2026)
  • LLM API Prompt Caching Economics: Explicit vs Implicit Caching, TTLs and Break-Even Math Across Providers (2026)
  • The June 2026 Open-Weight Model Flood, Explained
  • Samsungs All-AI Factories by 2030: An Analysis
  • Intel-Foxconn Rack-Scale AI Infrastructure: 2026 Analysis
  • Rust Embedded Development: How to Build no_std Firmware for Microcontrollers (2026)
  • How Tokamak Fusion Reactors Actually Work: The Physics of Confining a 150-Million-Degree Plasma
  • Payment Orchestration Architecture: Smart Routing, Retries, Cascading and Failover Across PSPs (2026)
  • Zero-Downtime Database Schema Migrations: Expand-Contract, pgroll, gh-ost and Online DDL Trade-offs (2026)
  • UCIe Chiplets and HBM4 for AI Accelerators: Die-to-Die Interconnect, Packaging and Bandwidth Math (2026)
  • Aliro Digital Key Standard Explained: CSA Smart Lock Protocol, UWB, NFC and BLE Credentials (2026)
  • Cloudflare Durable Objects Explained: Stateful Edge Architecture, Storage, Alarms and Limits (2026)
  • Teamcenter 2606: Copilot for CAD and PMI, New Active Workspace, SAP and Polarion Links (2026)
  • Isaac Sim 6.2: Newton 1.6.1, Cortex Removal and Breaking Changes Before You Upgrade (2026)
  • Matter 1.6 and 1.6.1: Groupcast, NFC Setup, Joint Fabric, Product Security 1.1 (2026)
  • Linux 7.1 Mainline PREEMPT_RT on 32-bit ARM: Build, Measure Latency, Compare With Zephyr (2026)
  • Qualcomm Dragonwing Q-2390 vs IQ-2390: A78, 1.1 TOPS NPU, TSN, RISC-V Core (2026)

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