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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 inTechNo Comments
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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AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
IDTA-01003-b v3.0 redirects DataSpecificationIec61360 unitId from external dictionaries to a ConceptDescription. What breaks and how to migrate.
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ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated

ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTechNo Comments
ISO 23247-6 published July 2026 names three ways to compose digital twins: integrated, unified, federated. What each means and when to pick it.
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AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech1 Comment
IDTA shipped AAS metamodel v3.2 in July 2026. AssetKind gains Batch, AdministrationInformation gains timestamps, plus a new EN 18223 DPP annex. What to migrate.
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Asset Administration Shell Submodels in Practice (2026 Guide)

Asset Administration Shell Submodels in Practice (2026 Guide)

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted iniiot1 Comment
How Asset Administration Shell (AAS) submodels work in practice for 2026: digital nameplate, submodel templates, IDTA specs, serialization and interop gaps.
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Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom

Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted iniiotNo Comments
Digital Product Passport data model options compared: GS1 Digital Link vs Asset Administration Shell vs custom JSON-LD, EU ESPR deadlines, interop gaps. 2026 guide.
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Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
Why software-defined manufacturing and the virtual PLC are reshaping the plant floor in 2026: containerized control, real-time Linux, IEC 61499, and vendor moves.
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IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
IEC 61499 vs IEC 61131-3 compared: event-driven function blocks vs scan-cycle PLC logic, portability, distribution, tooling, and a decision matrix for modern control.
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Industrial Machine Vision Defect Detection: Edge AI 2026

Industrial Machine Vision Defect Detection: Edge AI 2026

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted iniiotNo Comments
A reference architecture for industrial machine vision defect detection: edge AI inference, camera-to-PLC pipelines, model training, and MLOps on the factory floor.
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Asset Administration Shell Architecture: The I4.0 Digital Twin

Asset Administration Shell Architecture: The I4.0 Digital Twin

Posted by By MPRAUTO MPRAUTO June 27, 2026Posted iniiotNo Comments
A reference architecture for the Asset Administration Shell (AAS): submodels, the Industry 4.0 digital twin metamodel, AASX, repositories, and PLM integration.
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  • Claude Opus 5.5: Anthropic’s New Flagship, Benchmarked
  • MCP Goes Stateless: Migrating to the 2026-07-28 Spec
  • DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry
  • Karmada Graduates: A Multi-Cluster K8s ADR
  • Jetson T3000 vs T5000: JetPack 7.2.1 Compared
  • Digit 5 Safety Architecture: Reference Design for 2026
  • ISO 23247-5 Digital Thread Reference Architecture 2026
  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

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