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VDA 5050 AMR Fleet Management: Reference Architecture (2026)

VDA 5050 AMR Fleet Management: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 25, 2026Posted iniiotNo Comments
VDA 5050 AMR fleet management explained: the MQTT-based interface between master control and mobile robots - order and state topics, node/edge graphs, traffic management and multi-vendor fleet orchestration in 2026.
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MQTT Sparkplug B Reference Architecture for IIoT (2026)

MQTT Sparkplug B Reference Architecture for IIoT (2026)

Posted by By MPRAUTO MPRAUTO July 24, 2026Posted iniiot1 Comment
MQTT Sparkplug B reference architecture: the payload spec, edge nodes and devices, birth and death certificates, state management, primary host application and how Sparkplug brings interoperability to industrial IoT in 2026.
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Industrial IoT Time-Series Data Platform Architecture (2026)

Industrial IoT Time-Series Data Platform Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 23, 2026Posted iniiot1 Comment
Industrial IoT time-series data platform architecture: high-rate telemetry ingestion, TSDB selection, downsampling and rollups, retention tiers, compression and the query layer feeding dashboards and digital twins in 2026.
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Condition Monitoring and Machinery Health Architecture (2026)

Condition Monitoring and Machinery Health Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 22, 2026Posted iniiot1 Comment
Condition monitoring architecture for rotating machinery: vibration and acoustic sensing, ISO 20816 thresholds, edge spectral analysis (FFT, envelope), ISO 13374 data pipeline and the alarm/diagnosis layer behind machinery health in 2026.
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Secure OTA Firmware Update Architecture for IoT Devices (2026)

Secure OTA Firmware Update Architecture for IoT Devices (2026)

Posted by By MPRAUTO MPRAUTO July 10, 2026Posted iniiotNo Comments
A secure OTA firmware update architecture for IoT fleets: SUIT/RFC 9019 manifests, A/B partitions, delta updates, secure boot, rollback, and staged rollout.
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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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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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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 iniiot1 Comment
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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Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiot1 Comment
An Ethernet-APL reference architecture for process plants: 10BASE-T1L physical layer, power over two wires, intrinsic safety zones, switches, and OPC UA field integration.
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Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted iniiotNo Comments
A reference architecture for Module Type Package (MTP): the VDI/VDE/NAMUR 2658 model, MTP services, POL orchestration, and how modular automation decouples equipment from the DCS.
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  • 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)
  • MQTT-SN vs MQTT vs CoAP: Protocol Choice for Constrained Sensors (2026)
  • CAN FD vs CAN XL vs CANopen: Industrial and Robot Bus Selection (2026)
  • cuRobo vs OMPL: GPU-Accelerated Motion Planning and Collision-Free Trajectory Optimization
  • PLM Product Compliance: Tracking RoHS, REACH and SCIP Substances Through the BOM
  • Reduced-Order and Surrogate Models for Real-Time Digital Twins: POD, PINNs and Neural Operators
  • ISO 8583 vs ISO 20022: Card Messaging, Payment Message Formats and Why Both Still Run
  • FAPI 2.0 Security Profile: OAuth 2.0 Hardening for Open Banking with PAR, DPoP and mTLS
  • Kubernetes Graceful Shutdown and PodDisruptionBudgets: Why Rollouts Still Drop Requests
  • Feature Flag Architecture: OpenFeature, Targeting Rules and Progressive Delivery at Scale
  • TinyML on Microcontrollers: TensorFlow Lite Micro, INT8 Quantization and CMSIS-NN Inference
  • Filtered Vector Search: Pre-Filtering, Post-Filtering and HNSW Metadata Filters That Do Not Break Recall
  • Constrained Decoding for LLMs: Grammar-Guided Generation with XGrammar, Outlines and llguidance
  • Event Sourcing and Bitemporal Data for Financial Audit Trails
  • PgBouncer vs PgCat vs RDS Proxy: PostgreSQL Connection Pooling Internals and Pitfalls
  • PLM Data Migration: Legacy to Cloud PLM with ETL, Validation and Cutover Strategy
  • 150% BOM and Variant Management: Configurable Product Architecture in PLM
  • Digital Twin Ontologies: Brick Schema, RDF and SHACL for Semantic Building and Asset Models

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