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DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry

DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted iniiotNo Comments
DuckDB v2.0 brings a new PEG parser and async I/O: 2-3x faster Parquet/CSV scans, 40x faster recursive CTEs vs 1.5.5. Benchmarked for IIoT telemetry.
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Digit 5 Safety Architecture: Reference Design for 2026

Digit 5 Safety Architecture: Reference Design for 2026

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted iniiotNo Comments
Agility Digit 5 ships with an independent safety controller that passed OSHA field evaluation - a reference architecture for coming ISO 25785-1 rules.
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Ignition 8.1 vs 8.3: 2026 Migration Guide Update

Ignition 8.1 vs 8.3: 2026 Migration Guide Update

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted iniiotNo Comments
Ignition 8.3.9 (Aug 2026) fixes real 8.1-to-8.3 upgrade bugs: SMTP settings loss, alarm-journal filters, MQTT module bumps, and more. What to check before you upgrade.
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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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Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiot2 Comments
Sparkplug B 3.0 vs plain MQTT topic design in 2026: a decision guide on when the extra schema, state, and tooling actually pay off.
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PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision

PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiot1 Comment
PROFINET, EtherCAT, and OPC UA FX over TSN compared for 2026 deterministic industrial networks: cycle times, convergence, and migration cost.
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Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiot4 Comments
The Unified Namespace reference architecture for industrial IoT in 2026: MQTT Sparkplug B backbone, ISA-95 mapping, and rollout patterns.
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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 iniiotNo 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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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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OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS

OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted iniiot1 Comment
OPC UA FX vs MQTT Sparkplug B compared for the Unified Namespace: machine-level field exchange vs enterprise event bus, TSN, payloads, when to bridge. 2026 decision guide.
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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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