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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 iniiot2 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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Microsoft MAI-Voice-2.1 and MAI-Transcribe-2 Explained: Speech Models, Pricing and Use Cases

Microsoft MAI-Voice-2.1 and MAI-Transcribe-2 Explained: Speech Models, Pricing and Use Cases

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
Microsoft AI released MAI-Voice-2.1, a Flash variant and MAI-Transcribe-2-Streaming. What is confirmed on languages, pricing and latency, and where speech.
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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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Rust in the Linux Kernel Goes Mainstream: What It Means for Embedded and IoT Drivers

Rust in the Linux Kernel Goes Mainstream: What It Means for Embedded and IoT Drivers

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetesNo Comments
Rust is no longer experimental in the Linux kernel. What changed, how Rust drivers work, and what embedded and IoT teams should do about out-of-tree.
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OpenTelemetry Specification 1.61 and Q3 2026 Changes: What Platform Teams Should Do

OpenTelemetry Specification 1.61 and Q3 2026 Changes: What Platform Teams Should Do

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetes1 Comment
OpenTelemetry Specification v1.61 and recent Collector, Rust 0.33 and Demo 3.1 releases: what changed in Q3 2026, migration risks, and a pragmatic upgrade.
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Time-Series Foundation Models for Industrial Sensors: TimesFM vs Chronos vs Moirai

Time-Series Foundation Models for Industrial Sensors: TimesFM vs Chronos vs Moirai

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
TimesFM, Chronos and Moirai compared for industrial sensor forecasting and anomaly detection: architectures, zero-shot limits, latency, and a practical.
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GPT-6.1 Sol Explained: What Changed, Pricing and Benchmarks

GPT-6.1 Sol Explained: What Changed, Pricing and Benchmarks

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
OpenAI GPT-6.1 Sol launched with a new pricing tier. What is confirmed on capabilities, pricing and benchmarks, how it differs from GPT-6 Sol, and when to.
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Bilibili Index-Translate-35B-A3B Explained: MoE Translation Model for 150 Languages

Bilibili Index-Translate-35B-A3B Explained: MoE Translation Model for 150 Languages

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
Bilibili Index-Translate-35B-A3B preview is a 35B MoE with 3B active parameters, Apache 2.0, 262K context. Architecture, translation quality caveats and.
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Posts pagination

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  • LCR and NSFR Calculation Engine: HQLA, Run-Off Rates and Basel III Liquidity Reporting Architecture (2026)
  • Visual Servoing for Robots: IBVS vs PBVS, the Interaction Matrix and Hybrid 2.5D Control (2026)
  • Digital FMEA: AIAG-VDA 7-Step Method, Knowledge Graphs and the PLM Digital Thread (2026)
  • Statistical Process Control in IIoT: Control Charts, Cpk, Western Electric and Nelson Rules in a Streaming Architecture (2026)
  • SAE J1939 Explained: PGN, SPN, Transport Protocol and a Heavy-Duty Vehicle Telematics Data Pipeline (2026)
  • MCP Server Security: Tool Poisoning, Confused Deputy, OAuth 2.1 Resource Indicators and a Threat Model (2026)
  • Envoy xDS Control Plane Architecture: LDS, CDS, EDS, RDS, Delta xDS and Building a Control Plane (2026)
  • ML Pipeline Orchestration: Kubeflow Pipelines vs Flyte vs Metaflow vs Argo Workflows vs Airflow (2026)
  • Pipeline Parallelism for LLM Training: GPipe, 1F1B, Interleaved, Zero-Bubble and DualPipe Schedules (2026)
  • Diffusion Language Models: LLaDA, Masked Discrete Diffusion and Parallel Decoding vs Autoregressive LLMs (2026)
  • Securities Lending and Repo Architecture: SFTR Reporting, Tri-Party Collateral and Optimization (2026)
  • CCP Initial Margin Models: SPAN vs VaR, the Default Waterfall and Procyclicality Controls (2026)
  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Digital Product Passport Architecture: The EU ESPR Data Model (2026)
  • TWAP Execution Algorithm Architecture: Design & Slippage (2026)
  • Q2 2026 LLM Inference Benchmark: vLLM vs TGI vs SGLang vs Triton
  • Multi-Agent Orchestration 2026: MCP vs A2A vs LangGraph
  • RT-DETR vs YOLO: NMS-Free Transformer Object Detection, Latency and Edge Deployment with TensorRT (2026)
  • Model Predictive Control (MPC) vs PID: Constraints, Prediction Horizons and a Hands-On OSQP and acados Tutorial (2026)
  • IO-Link and IO-Link Wireless: Master Architecture, IODD, Process Data and Integration with OPC UA and MQTT (2026)
  • Credit Scoring and Underwriting ML Architecture: Scorecards, Gradient Boosting, Adverse Action Explainability and Monitoring (2026)
  • Basel III Endgame Risk-Weighted Assets Engine: Standardised Approach Calculation Architecture and Data Lineage (2026)
  • 3-D Secure 2 (EMV 3DS) Architecture: PSD2 SCA, Frictionless vs Challenge Flows and Risk-Based Authentication (2026)
  • Polars vs DuckDB vs DataFusion: Apache Arrow Analytical Engines Compared for 2026 Workloads
  • S3-Compatible Object Storage: Ceph RGW vs MinIO vs SeaweedFS vs Garage Architecture Decision Record (2026)
  • Slurm vs Kubernetes for AI Training: Kueue, Volcano, Slinky and the 2026 GPU Scheduling Decision Guide
  • NVLink vs InfiniBand vs RoCE: NCCL All-Reduce, Collectives and GPU Cluster Network Design for AI Training (2026)
  • OpenAI Triton GPU Kernel Programming Tutorial: Block-Level Tiling, Fused Kernels and When to Choose CUDA, CUTLASS or CuTe (2026)
  • FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FlashAttention-3/4 on Modern GPUs (2026)
  • Impedance vs Admittance Control: Compliant Robot Manipulation, Force Control and Contact-Rich Tasks (2026)
  • Virtual Power Plant Architecture: DER Aggregation, OpenADR 3, IEEE 2030.5 and Grid Services (2026)
  • MITRE ATT&CK for ICS: OT Threat Detection, Passive Network Monitoring and Zeek-Based Architecture (2026)
  • io_uring Explained: Linux Async I/O, Submission and Completion Rings and High-Performance Servers (2026)
  • Kubernetes Operators in Depth: Controller-Runtime, Reconciliation Loops, CRD Design and Finalizers (2026)
  • QUIC and HTTP/3 Deep Dive: Handshake, Streams, Loss Recovery and Congestion Control (2026)
  • Vision Transformer vs ConvNeXt vs Swin: Choosing a Vision Backbone for Industrial Inspection and Edge Deployment (2026)
  • Speech Recognition Architecture: CTC vs RNN-T vs Attention Encoder-Decoder, Whisper and Streaming ASR (2026)
  • Flow Matching and Rectified Flow vs Diffusion Models: How Modern Generative Models Sample (2026)
  • XVA and CVA: Counterparty Credit Risk, Monte Carlo Exposure Simulation and GPU Architecture (2026)

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