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Ambient IoT in 3GPP Release 19 vs Release 20: Battery-Free Device Architecture for 2026 and Beyond

Ambient IoT in 3GPP Release 19 vs Release 20: Battery-Free Device Architecture for 2026 and Beyond

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech1 Comment
3GPP Ambient IoT explained: Release 19 device types, backscatter and RF energy harvesting, what Release 20 adds, and where battery-free IoT actually fits.
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OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)

OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTechNo Comments
OPC UA has 400+ companion specifications of industrial semantics. How to expose them to AI agents as MCP tools and RAG corpora - architecture, pitfalls and safety.
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LeRobotDataset v3.0: Chunked Parquet, MP4 Shards and Streaming for Robot Learning Data at Scale (2026)

LeRobotDataset v3.0: Chunked Parquet, MP4 Shards and Streaming for Robot Learning Data at Scale (2026)

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech1 Comment
LeRobotDataset v3.0 replaces per-episode files with chunked Parquet and MP4 shards plus streaming. What changes for robot-learning data pipelines at OXE scale.
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Zephyr vs FreeRTOS vs NuttX in 2026: Choosing an RTOS for Industrial Edge Devices

Zephyr vs FreeRTOS vs NuttX in 2026: Choosing an RTOS for Industrial Edge Devices

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTechNo Comments
Zephyr, FreeRTOS and NuttX compared for industrial edge devices in 2026: driver model, release trains, security certification, toolchain and long-term maintenance.
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OpenUSD Core Specification 1.1 and v26.08: What CAD, PLM and Digital Twin Teams Decide in 2026

OpenUSD Core Specification 1.1 and v26.08: What CAD, PLM and Digital Twin Teams Decide in 2026

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTechNo Comments
AOUSD began ISO certification for OpenUSD Core Spec 1.1 and moved it to GitHub; v26.08 adds Profiles, Multi-LOD and Backplates. What CAD and PLM teams must decide.
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ExecuTorch 1.5 On-Device LLM Serving (2026): Batched Scheduling, Cancellation and Off-Graph KV Cache

ExecuTorch 1.5 On-Device LLM Serving (2026): Batched Scheduling, Cancellation and Off-Graph KV Cache

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech1 Comment
ExecuTorch 1.5 shipped multi-method export, batched request scheduling, bounded cancellation and off-graph KV cache. What it changes for on-device LLM apps.
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Apache Iceberg v4 vs v3 in 2026: Root Manifests, Single-File Commits, and What to Decide Now

Apache Iceberg v4 vs v3 in 2026: Root Manifests, Single-File Commits, and What to Decide Now

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech2 Comments
Iceberg v4 is unreleased but partly ratified. What changed in 2026, how v4 differs from v3, and which tables to upgrade - with the dev-list evidence.
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AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech2 Comments
IDTA shipped AAS metamodel v3.2 in July 2026. AssetKind gains Batch, AdministrationInformation gains timestamps, plus a new EN 18223 DPP annex. What to migrate.
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Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026

Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTechNo Comments
Newton, MuJoCo Warp and Isaac Lab compared for 2026 sim-to-real: solver choice, contact models, the Warp and OpenUSD dependency, and which layer you actually pick.
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AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
Running LLM-generated code safely in 2026: Firecracker, gVisor and Kata compared on isolation boundary, cold start, GPU passthrough and operational cost.
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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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