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Sparkplug B 3.0 Edge of Network Architecture: Production Reference

Sparkplug B 3.0 Edge of Network Architecture: Production Reference

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo Comments
Sparkplug B 3.0 edge of network architecture for production IIoT — topic namespaces, primary/secondary hosts, store-and-forward, MQTT 5 mapping, and 2026 deployment patterns.
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UNS vs Data Mesh vs Data Fabric for Industrial Data (2026)

UNS vs Data Mesh vs Data Fabric for Industrial Data (2026)

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiot1 Comment
Unified Namespace vs Data Mesh vs Data Fabric for industrial data in 2026 — semantics, governance, ownership, edge vs cloud, and a decision matrix for OT/IT convergence.
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IoT Use Cases in Automotive 2026: Architecture and Real Deployments

IoT Use Cases in Automotive 2026: Architecture and Real Deployments

Posted by By mprcba April 29, 2026Posted iniiotNo Comments
IoT in automotive 2026 — connected vehicle telematics, predictive maintenance, V2X, factory MES integration, and a production reference architecture from OEM and Tier-1 deployments.
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Vehicle-to-Vehicle (V2V) Communication: 2026 Update

Vehicle-to-Vehicle (V2V) Communication: 2026 Update

Posted by By mprcba April 29, 2026Posted iniiotNo Comments
Vehicle-to-vehicle (V2V) communication in 2026 — DSRC vs C-V2X (Release 18 sidelink), latency benchmarks, FCC band updates, OEM rollouts, and what changed since 2023.
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DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiotNo Comments
DDS vs MQTT vs OPC UA in 2026 — QoS, discovery, security, broker vs brokerless, and a decision matrix for picking the right industrial messaging protocol by use case.
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MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiot1 Comment
MQTT 5.0 features that actually move the needle — shared subscriptions, topic aliases, flow control, user properties, reason codes, and the 2026 production patterns to use them.
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Communication Protocols for IoT & Industrial Systems (2026 Guide)

Communication Protocols for IoT & Industrial Systems (2026 Guide)

Posted by By mprcba April 27, 2026Posted iniiotNo Comments
The 2026 map of IoT and industrial communication protocols — MQTT, OPC UA, Modbus, CAN, Ethernet/IP, BACnet, LoRaWAN — and how to pick the right stack by layer and use case.
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OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted iniiot1 Comment
OpenPLC v3 reference architecture with Modbus TCP — runtime internals, IEC 61131-3 languages, hardware targets, and a production deployment pattern for open-source PLCs in 2026.
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Build an OPC UA Server in Python with asyncua (Tutorial)

Build an OPC UA Server in Python with asyncua (Tutorial)

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted iniiotNo Comments
Hands-on tutorial: building a production-ready OPC UA server in Python with asyncua — address space modeling, security policies, subscriptions, and Docker packaging for IIoT in 2026.
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BACnet/IP and BACnet Secure Connect: Building Automation Deep Dive

BACnet/IP and BACnet Secure Connect: Building Automation Deep Dive

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
BACnet/IP architecture, BACnet Secure Connect (BACnet/SC), object model, BBMD broadcasting, hub-and-spoke topology, and the 2026 cybersecurity migration story.
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Posts pagination

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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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