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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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  • 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
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK
  • NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR
  • On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX
  • Jetson Thor vs Hailo-10H vs Coral (2026): Edge Inference Pick
  • Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom
  • OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS
  • AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)
  • Diffusion Policy for Robot Manipulation: Imitation Learning (2026)
  • Request to Pay and Account-to-Account Payments: An Architecture (2026)
  • Kubernetes Secrets Management with External Secrets Operator (2026)
  • LLM Function Calling and Tool Use: A Production Architecture (2026)
  • Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)
  • Brain-Computer Interface Neural Decoding Architecture (2026)
  • 6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)
  • Network Tokenization Architecture for Card Payments (2026)
  • Durable Execution Architecture: Temporal, Restate and DBOS (2026)
  • ColPali and Visual Document Retrieval: Late-Interaction RAG (2026)

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