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Posts by mprcba

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About mprcba
Advanced Manufacturing KPIs: 2026 Field Guide (OEE, FPY, Beyond)

Advanced Manufacturing KPIs: 2026 Field Guide (OEE, FPY, Beyond)

Posted by By mprcba May 18, 2026Posted iniiotNo Comments
Advanced manufacturing KPIs for 2026 smart factories — OEE, TEEP, FPY, MTBF, energy intensity — definitions, formulas, calculation pitfalls, and dashboards.
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Video Analytics Edge Architecture: Low-Latency Design (2026)

Video Analytics Edge Architecture: Low-Latency Design (2026)

Posted by By mprcba May 18, 2026Posted iniiot1 Comment
Reference 2026 architecture for low-latency video analytics at the edge — DeepStream, Triton, GStreamer pipelines, model partitioning, and cost models.
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Brownfield IoT: Legacy Machine Connectivity Playbook (2026)

Brownfield IoT: Legacy Machine Connectivity Playbook (2026)

Posted by By mprcba May 18, 2026Posted iniiotNo Comments
The 2026 playbook for connecting legacy machines to modern IoT — protocol bridging, retrofit sensors, edge gateways, OT/IT integration patterns, ROI math.
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Connected Vehicle V2X: Reference Architecture (2026)

Connected Vehicle V2X: Reference Architecture (2026)

Posted by By mprcba May 18, 2026Posted iniotNo Comments
Reference architecture for connected vehicle V2X in 2026 — C-V2X, telemetry pipelines, edge MEC, security PKI, and an end-to-end deployment blueprint.
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Matter Protocol 2.0 Smart Home Architecture: Deep Dive (2026)

Matter Protocol 2.0 Smart Home Architecture: Deep Dive (2026)

Posted by By mprcba May 16, 2026Posted iniot1 Comment
Matter Protocol 2.0 architecture deep dive — Thread vs Wi-Fi, fabrics, Multi-Admin, Eco mode, Matter Casting, and a production smart home reference architecture for 2026.
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Industrial Robotic Systems Architecture: Future Reference (2026)

Industrial Robotic Systems Architecture: Future Reference (2026)

Posted by By mprcba May 16, 2026Posted inTechNo Comments
Industrial robotic systems architecture for 2026 — ROS 2 Jazzy fleets, foundation models for robots, VLA stacks, sim-to-real, and a reference architecture for factories shipping today.
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Unified Namespace (UNS) for Industrial Data: 2026 State-of-the-Art Guide

Unified Namespace (UNS) for Industrial Data: 2026 State-of-the-Art Guide

Posted by By mprcba May 16, 2026Posted iniiotNo Comments
Unified Namespace (UNS) for industrial data in 2026 — Sparkplug B 3.0, ISA-95 alignment, HiveMQ vs EMQX vs NanoMQ benchmarks, and a fully refreshed UNS reference architecture.
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Azure IoT Akri: Kubernetes Resource Interface Deep Dive (Updated 2026)

Azure IoT Akri: Kubernetes Resource Interface Deep Dive (Updated 2026)

Posted by By mprcba May 16, 2026Posted inKubernetes3 Comments
Azure IoT Akri turns leaf devices into Kubernetes resources — discovery handlers, brokers, instance lifecycle, and a 2026 production setup walkthrough on AKS Edge Essentials.
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Digital Twin vs Simulation: Architecture Decision Guide (2026)

Digital Twin vs Simulation: Architecture Decision Guide (2026)

Posted by By mprcba May 16, 2026Posted inDigital TwinNo Comments
Digital twin vs simulation — the architectural differences that actually matter, state synchronization, data feedback loops, and a decision matrix for picking the right approach in 2026.
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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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Posts pagination

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  • Dagger vs GitHub Actions: Programmable, Container-Native CI/CD Pipelines (2026)
  • KubeVirt vs VMware vSphere: Running VMs on Kubernetes and Migration Architecture (2026)
  • OpenLineage and Marquez: Data Lineage Architecture, Column-Level Lineage and Impact Analysis (2026)
  • Engineering Change Management in PLM: ECR, ECO, ECN, Effectivity and the Digital Thread (2026)
  • CUDA Graphs and torch.compile for LLM Decode Latency: Killing Launch Overhead (2026)
  • Agentic Commerce Protocols: ACP vs AP2 vs UCP for AI Agent Payments (2026)
  • ACT Action Chunking Transformers and ALOHA: Bimanual Imitation Learning vs Diffusion Policy (2026)
  • LiDAR-Inertial Odometry: LIO-SAM vs FAST-LIO2 vs KISS-ICP for Robot Localization (2026)
  • Neural Text-to-Speech Architecture: VITS, Codec Language Models and Flow-Matching TTS (2026)
  • NVFP4 vs MXFP4: 4-Bit Floating Point for LLM Training and Inference (2026)
  • Tensor vs Expert vs Data Parallelism for LLM Inference: MoE Serving Design (2026)
  • ReBAC Authorization: Zanzibar, OpenFGA vs SpiceDB vs Cedar Architecture (2026)
  • 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)

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