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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 inTechNo Comments
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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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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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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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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Healthcare Technology for Better Patient Outcomes: 2026 Update

Healthcare Technology for Better Patient Outcomes: 2026 Update

Posted by By mprcba June 19, 2026Posted inTechNo Comments
Healthcare technology for better patient outcomes, updated for 2026: remote monitoring, FHIR interoperability, ambient AI documentation, and digital health ROI.
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Asset Administration Shell: Reference Architecture (2026)

Asset Administration Shell: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inDigital TwinNo Comments
Asset Administration Shell architecture for Industry 4.0 — AAS submodels, IEC 63278, type vs instance, repositories, and a deployment reference.
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  • Neural Operators (FNO, DeepONet) vs PINNs for Engineering Surrogate Models (2026)
  • Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026)
  • Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026)
  • Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026)
  • Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)
  • umati vs MTConnect vs OPC UA for Machine Tools (2026)
  • OCPP 2.0.1 vs OCPP 1.6 vs ISO 15118: EV Charging Architecture (2026)
  • Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026)
  • Kubernetes Dynamic Resource Allocation (DRA) for GPU Scheduling Explained (2026)
  • Serverless Cold Starts: Lambda SnapStart vs Cloudflare Workers vs Cloud Run (2026)
  • Cell-Based Architecture: Bulkheads and Blast-Radius Containment (2026)
  • Prometheus Long-Term Storage: Thanos vs Mimir vs VictoriaMetrics (2026)
  • HART Protocol Deep Dive: Field Device Integration with 4-20mA Loops
  • Anthropic Claude Opus 4.6: Architecture & Capabilities (2026)
  • OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison
  • DDS Data Distribution Service: Real-Time Pub-Sub Protocol Complete Guide
  • AI/ML Predictive Maintenance Careers in 2026: Skills, Roles, Stack, and Salaries
  • Ring Attention and Context Parallelism: How Long-Context LLMs Are Trained Across GPUs (2026)
  • Document AI in 2026: OCR Pipelines vs Vision-Language Models (Docling, olmOCR, Mistral OCR)
  • Model Merging for LLMs: mergekit, TIES, DARE, SLERP and Evolutionary Merging (2026)
  • NGSI-LD and FIWARE Context Brokers vs Unified Namespace: Which Data Model Fits Your Twin? (2026)
  • Modelica vs Simulink for Physics-Based Digital Twins: OpenModelica, FMI and Co-Simulation (2026)
  • 3D Gaussian Splatting for Digital Twins: A Reality-Capture Pipeline (2026)
  • BCBS 239 Risk Data Aggregation Architecture: Lineage, Controls and Reporting (2026)
  • Cross-Border Payments Architecture: SWIFT gpi vs Correspondent Banking vs Stablecoin Rails (2026)
  • Credit Decisioning Architecture: How BNPL Underwriting Engines Decide in Milliseconds (2026)
  • Transactional Outbox Pattern: Reliable Event Publishing with CDC and Idempotent Consumers (2026)
  • API Gateway Comparison: Kong vs Envoy Gateway vs Apache APISIX (2026)
  • Distributed Rate Limiting Architecture: Token Bucket, GCRA, Redis and Envoy (2026)
  • OpenTelemetry Profiling Signal: Continuous Profiling with eBPF and OTLP (2026)
  • Private 5G vs Wi-Fi 7 vs TSN: Factory Floor Wireless Decision (2026)
  • WireGuard vs Tailscale vs NetBird vs Headscale: Edge Fleet Networking (2026)
  • TPM 2.0, Secure Boot and Remote Attestation for IoT Fleets (2026)
  • OPC UA Security Explained: Certificates, GDS, Security Policies and Hardening (2026)
  • pgvectorscale vs pgvector: StreamingDiskANN vs HNSW in Postgres (2026)
  • NVIDIA Dynamo and LMCache: Disaggregated LLM Serving and KV Cache Offload (2026)
  • Arm Ethos-U85 and Cortex-M85: TinyML NPU Architecture for Edge AI (2026)
  • BehaviorTree.CPP vs State Machines vs SMACC2: Robot Task Logic Compared (2026)
  • micro-ROS on Microcontrollers: XRCE-DDS Agent Architecture and Tutorial (2026)

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