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ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration

ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted iniiotNo Comments
ML-KEM (FIPS 203) and ML-DSA (FIPS 204) on Cortex-M IoT devices: key and signature sizes, RAM and flash cost, handshake impact and migration plan.
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Brownfield Modbus Retrofit to Unified Namespace: Edge Gateway Options Compared

Brownfield Modbus Retrofit to Unified Namespace: Edge Gateway Options Compared

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiot3 Comments
Retrofit Modbus RTU and TCP machines into a Unified Namespace: gateway options, polling vs report-by-exception, data modeling, and failure modes in brownfield plants.
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Sovereign Industrial AI Cloud: A Reference Architecture for Physical AI in Europe

Sovereign Industrial AI Cloud: A Reference Architecture for Physical AI in Europe

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiotNo Comments
What sovereign industrial AI cloud means for physical AI: data residency, GPU capacity, edge-to-cloud flows, and a reference architecture with trade-offs.
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SUIT (RFC 9124) vs Uptane vs Mender, RAUC and SWUpdate: IoT OTA Update Comparison

SUIT (RFC 9124) vs Uptane vs Mender, RAUC and SWUpdate: IoT OTA Update Comparison

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiotNo Comments
OTA update stacks compared: IETF SUIT manifests, Uptane, Mender, RAUC and SWUpdate. Threat models, A/B partitioning, delta updates, rollback, and which.
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EU CRA vs NIS2 vs IEC 62443: Compliance Mapping for IoT and OT Vendors

EU CRA vs NIS2 vs IEC 62443: Compliance Mapping for IoT and OT Vendors

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiot3 Comments
How the EU Cyber Resilience Act, NIS2 and IEC 62443 overlap for IoT and OT vendors: scope, obligations, deadlines, evidence, and a control-mapping.
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CoAP Protocol Deep Dive: Constrained Application Protocol for Low-Power IoT in 2026

CoAP Protocol Deep Dive: Constrained Application Protocol for Low-Power IoT in 2026

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiot1 Comment
CoAP protocol explained for 2026: message format, Observe, block-wise transfer, DTLS 1.3, OSCORE, EDHOC, LwM2M and when to pick MQTT instead.
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IoT Device Monitoring: Observability Architecture, Metrics and Fleet Management (2026)

IoT Device Monitoring: Observability Architecture, Metrics and Fleet Management (2026)

Posted by By mprcba October 3, 2026Posted iniiot1 Comment
IoT device monitoring for fleets in 2026: presence, OpenTelemetry on constrained devices, twin drift, SLO alerts and cardinality budgets, with verified sources.
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AVEVA and Snowflake: IT/OT Data Unification Architecture for Industrial AI

AVEVA and Snowflake: IT/OT Data Unification Architecture for Industrial AI

Posted by By MPRAUTO MPRAUTO October 2, 2026Posted iniiot2 Comments
AVEVA and Snowflake announced a collaboration to unify IT/OT data for industrial AI. What is confirmed, a reference data flow, and alternatives.
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PROFINET vs EtherCAT vs OPC UA FX with TSN: The 2026 Deterministic Ethernet Decision

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

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted iniiot2 Comments
PROFINET vs EtherCAT vs OPC UA FX over TSN compared on cycle time, jitter, topology, ecosystem and migration. A decision matrix for 2026 machine networks.
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Visual Components FactoryLens: NVIDIA-Powered Industrial Digital Twins Explained

Visual Components FactoryLens: NVIDIA-Powered Industrial Digital Twins Explained

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted iniiotNo Comments
Visual Components launched FactoryLens on NVIDIA tech for industrial digital twins. What is confirmed, the OpenUSD stack under it, and factory workflows.
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Posts pagination

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  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)
  • Kubernetes Default-Deny Network Policy: Microsegmentation Rollout with Cilium vs Calico (2026)
  • Spot and Preemptible Instance Architecture: Interruption-Tolerant Kubernetes, GPU Training and Checkpointing (2026)
  • Multi-LoRA Serving Architecture: Serving Hundreds of Fine-Tuned Adapters on One GPU with vLLM and S-LoRA (2026)
  • Offline Batch LLM Inference Architecture: Provider Batch APIs vs Self-Hosted vLLM on Cost and Throughput (2026)
  • Semantic Layer for LLM Analytics: MetricFlow vs Cube, Governed Metrics and Text-to-SQL That Does Not Lie (2026)
  • Marketplace Payments Architecture: Split Payments, Payouts, Escrow and KYB for Connected Accounts (2026)
  • Portfolio Optimization Engine: Mean-Variance, Black-Litterman, Risk Parity and Covariance Shrinkage (2026)
  • Yield Curve Construction Engine: Bootstrapping OIS/SOFR Curves, Interpolation and Real-Time Risk (2026)
  • Genesis vs MuJoCo Playground vs Isaac Lab: GPU Robot Simulation for Sim-to-Real (2026)
  • NERC CIP and IEC 62443 Mapping: OT Security Compliance for Electric Utilities (2026)
  • IFC 4.3 and openBIM for Digital Twins: Connecting BIM Models to Live IoT Data (2026)
  • Koopman Operator and SINDy for Digital Twins: Data-Driven System Identification (2026)
  • Wi-Fi 7 (802.11be) vs Wi-Fi HaLow (802.11ah) for Industrial IoT: MLO, Latency and Range (2026)
  • Unikernels vs MicroVMs vs Containers for Edge IoT: Isolation, Boot Time and Attack Surface (2026)
  • ROCm vs CUDA in 2026: AMD Instinct MI300X/MI350 for LLM Training and Inference
  • RWKV vs Mamba vs Linear Attention: Recurrent LLM Architectures Compared (2026)
  • Diffusion Transformers (DiT) Explained: Architecture, adaLN and Scaling for Image and Video (2026)
  • Container Supply-Chain Security: Trivy vs Grype Scanning and Cosign Signing (2026)
  • Terragrunt vs OpenTofu vs Terraform Stacks: Infrastructure-as-Code at Scale (2026)
  • Continuous Profiling in Production: Parca vs Pyroscope vs eBPF Profilers (2026)
  • Component Obsolescence Management: DMSMS, Lifecycle Risk Scoring, BOM Health and Last-Time-Buy Decisions in PLM (2026)
  • Visual-Inertial Odometry: VINS-Mono vs OpenVINS vs ORB-SLAM3 and MSCKF vs Optimization-Based Estimation (2026)
  • Bluetooth Mesh Architecture: Managed Flooding, Provisioning, Friend Nodes and Security (2026)
  • EU Financial Data Access (FiDA) and Open Finance Architecture: Consent, Data Schemes and What Changes From PSD2 (2026)
  • EUDI Wallet Architecture: OpenID4VCI, OpenID4VP, SD-JWT VC and mdoc Under eIDAS 2.0 (2026)
  • Backtest Overfitting: Walk-Forward Validation, Purged Cross-Validation and the Deflated Sharpe Ratio (2026)
  • ACME and the 47-Day TLS Certificate Era: Automating Short-Lived Certificates at Scale (2026)
  • DNSSEC Explained: Chain of Trust, DS Records, Key Rollover and NSEC3 in Production (2026)
  • Cloud Cost Anomaly Detection Architecture: Billing Data, Seasonality Models and Alert Routing (2026)
  • Chunked Prefill and Prefill-Decode Interference: How Sarathi-Serve, vLLM and SGLang Schedule LLM Requests (2026)
  • LLM Evaluation Harness Architecture: lm-eval-harness, HELM, Inspect and Benchmark Contamination (2026)
  • Mixture-of-Experts Routing: Top-k Gating, Load Balancing and Aux-Loss-Free Balancing (2026)
  • IFRS 9 Expected Credit Loss Engine Architecture: PD, LGD, EAD, Staging and Forward-Looking Scenarios (2026)
  • MQTT 5 Shared Subscriptions: Consumer Groups, Load Balancing and Backpressure at Scale (2026)
  • CPQ and Product Configurators: Constraint Solving, 150% BOM and Variant Management (2026)

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