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Posts by mprcba

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About mprcba
Vehicle-to-Infrastructure (V2I): Architecture & Implementation

Vehicle-to-Infrastructure (V2I): Architecture & Implementation

Posted by By mprcba May 25, 2026Posted iniotNo Comments
Vehicle-to-infrastructure (V2I) architecture and implementation — C-V2X vs DSRC, RSU design, the message set, latency budgets, and a deployment blueprint.
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Azure IoT Hub vs Event Hub: Architecture Comparison (2026)

Azure IoT Hub vs Event Hub: Architecture Comparison (2026)

Posted by By mprcba May 24, 2026Posted inAzureNo Comments
Azure IoT Hub vs Event Hub compared — device management, protocols, throughput, cost, and a decision matrix for your 2026 ingestion architecture.
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What Are IoT Devices? Architecture, Types & Examples (2026)

What Are IoT Devices? Architecture, Types & Examples (2026)

Posted by By mprcba May 24, 2026Posted iniotNo Comments
What are IoT devices? A 2026 deep dive into IoT device architecture, sensors, MCUs, connectivity, security, and real examples across industries.
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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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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 iniiotNo Comments
Reference 2026 architecture for low-latency video analytics at the edge — DeepStream, Triton, GStreamer pipelines, model partitioning, and cost models.
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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 inKubernetesNo 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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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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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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Posts pagination

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  • Which Small Language Models Actually Run on CPU in 2026: 11 Models Compared
  • Ambient IoT in 3GPP Release 19 vs Release 20: Battery-Free Device Architecture for 2026 and Beyond
  • OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)
  • LeRobotDataset v3.0: Chunked Parquet, MP4 Shards and Streaming for Robot Learning Data at Scale (2026)
  • Zephyr vs FreeRTOS vs NuttX in 2026: Choosing an RTOS for Industrial Edge Devices
  • OpenUSD Core Specification 1.1 and v26.08: What CAD, PLM and Digital Twin Teams Decide in 2026
  • ExecuTorch 1.5 On-Device LLM Serving (2026): Batched Scheduling, Cancellation and Off-Graph KV Cache
  • Apache Iceberg v4 vs v3 in 2026: Root Manifests, Single-File Commits, and What to Decide Now
  • AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026
  • Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026
  • AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026
  • Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)
  • STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026
  • MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle
  • Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026
  • EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)
  • IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026
  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Jetson Thor vs Jetson Orin AGX: 2026 Edge AI Upgrade Guide
  • OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline
  • ROS 2 Kilted Kaiju to Lyrical Luth Migration (2026): What Breaks
  • Karpenter vs Cluster Autoscaler for GPU Nodes: 2026 Cost Guide
  • Postgres 18 vs TimescaleDB vs ClickHouse for IoT Time-Series (2026)
  • LangGraph vs CrewAI vs OpenAI Agents SDK vs Pydantic AI (2026)
  • Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack
  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared

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