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Posts by mprcba

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About mprcba
Thread vs Matter: IoT Connectivity Protocols Compared (2026)

Thread vs Matter: IoT Connectivity Protocols Compared (2026)

Posted by By mprcba April 24, 2026Posted iniiot2 Comments
Thread vs Matter — network layer vs application layer. Mesh routing, OpenThread border router, Matter clusters, IPv6, and the 2026 smart-home interop story explained.
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PLM for Digital Transformation: 10 PLM Tools (2026 Update)

PLM for Digital Transformation: 10 PLM Tools (2026 Update)

Posted by By mprcba April 24, 2026Posted inPLMNo Comments
Updated 2026 PLM landscape — Teamcenter, Windchill, 3DEXPERIENCE, Aras, OpenBOM, Duro, PTC Pure-SaaS — features, pricing tiers, and digital thread architecture trends.
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Cloud IoT Device Monitoring Solutions: 2026 Architecture Guide

Cloud IoT Device Monitoring Solutions: 2026 Architecture Guide

Posted by By mprcba April 23, 2026Posted iniotNo Comments
AWS IoT Device Management vs Azure IoT Hub Device Update vs Google Cloud IoT vs HiveMQ Cloud — architecture, telemetry pipelines, and cost comparison for 2026.
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Idempotent API Design: The Complete Engineering Guide

Idempotent API Design: The Complete Engineering Guide

Posted by By mprcba April 23, 2026Posted inArchitectureNo Comments
Idempotency keys, conditional requests, dedup stores, and natural idempotent operations — the production blueprint for safely retryable APIs in 2026 at scale.
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Saga Pattern for Distributed Transactions: Architecture Guide

Saga Pattern for Distributed Transactions: Architecture Guide

Posted by By mprcba April 23, 2026Posted inArchitectureNo Comments
Saga pattern in production — choreography vs orchestration, compensating actions, idempotency, saga log durability, and how Temporal and Camunda reshape sagas in 2026.
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AsyncAPI 3.0: Event-Driven API Specification Complete Guide

AsyncAPI 3.0: Event-Driven API Specification Complete Guide

Posted by By mprcba April 23, 2026Posted inArchitectureNo Comments
AsyncAPI 3.0 architecture — channels, operations, and messages for MQTT, Kafka, AMQP, and WebSocket APIs. Full example spec, code-gen, and governance pattern for 2026.
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IoT in Electric Vehicles 2026: Battery Telematics, OTA, and V2G Architecture

IoT in Electric Vehicles 2026: Battery Telematics, OTA, and V2G Architecture

Posted by By mprcba April 22, 2026Posted iniiotNo Comments
How IoT powers modern EVs — battery telematics, OTA updates, V2G architecture, charging networks, and 2026 benchmarks across Tesla, BYD, Rivian.
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Predictive Maintenance with IoT and Machine Learning: Complete Architecture Guide

Predictive Maintenance with IoT and Machine Learning: Complete Architecture Guide

Posted by By mprcba April 22, 2026Posted iniiotNo Comments
Complete predictive maintenance architecture — vibration/current signatures, feature engineering, RUL models, Condition Monitoring reference design, and ROI.
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PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus

PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus

Posted by By mprcba April 22, 2026Posted iniiotNo Comments
Complete PROFIBUS reference — DP vs PA, RS-485 physics, telegram structure, GSD files, cyclic/acyclic services, diagnostics, and PROFINET migration paths.
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ISA-95 and ISA-99: The Complete Technical Guide to Industrial Automation Standards

ISA-95 and ISA-99: The Complete Technical Guide to Industrial Automation Standards

Posted by By mprcba April 22, 2026Posted iniiotNo Comments
ISA-95 and ISA-99: The Complete Technical Guide to Industrial Automation Standards - updated October 2026 with verified facts, diagrams and FAQ.
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Posts pagination

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  • RisingWave vs Materialize vs Flink SQL: Streaming SQL and Materialized Views for IoT Telemetry
  • Digital Twin Verification, Validation and Uncertainty Quantification (VVUQ)
  • Satellite IoT: NB-IoT NTN vs LoRa Satellite vs Direct-to-Device Selection Guide
  • VEX, CSAF and OpenVEX: Turning SBOM Noise into Exploitability Decisions
  • Kelly Criterion Position Sizing: Math, Fractional Kelly and a Risk-Engine Implementation
  • Triple-Barrier Labeling and Meta-Labeling: A Financial ML Pipeline in Python
  • Chaos Engineering on Kubernetes: Chaos Mesh, LitmusChaos and Steady-State Hypotheses
  • DORA Metrics and SPACE: Measuring Engineering Productivity Without Gaming It
  • OpenTelemetry Tail Sampling: Cutting Trace Costs Without Losing the Slow and Broken Requests
  • Mem0 vs Letta vs Zep: Agent Memory Frameworks Compared
  • HNSW vs DiskANN vs IVF-PQ: Vector Index Internals, Quantization and Recall Trade-offs
  • Test-Time Compute Scaling: Reasoning Budgets, Best-of-N and Process Reward Models
  • 3MF vs STEP AP242 vs glTF vs JT: Choosing Lightweight CAD Formats for Digital Twins and PLM
  • CRDTs for Digital Twin Synchronization: Offline-First State Replication at the Edge
  • Wi-Fi HaLow (802.11ah) vs LoRaWAN vs LTE-M: Long-Range IoT Selection Guide
  • TigerBeetle vs PostgreSQL for Financial Ledgers: Debit-Credit Database Design
  • FDX API vs PSD3: Open Banking Data-Sharing Architectures in the US and EU
  • dbt vs SQLMesh: Data Transformation, Virtual Environments and CI for Analytics Engineering
  • Kubernetes User Namespaces and Pod Hardening: Containing Container Escapes in 2026
  • Ingress-NGINX Retirement: A Step-by-Step Migration Playbook to Kubernetes Gateway API
  • GGUF vs AWQ vs GPTQ vs FP8: LLM Quantization Formats Compared
  • Multi-Head Latent Attention vs GQA vs MQA: KV-Cache Compression Explained
  • Mamba and State Space Models vs Transformers: Hybrid Architectures Explained
  • GRPO and RLVR Explained: How Reasoning Models Are Trained with Reinforcement Learning
  • SLOs and Error Budgets for IoT Platforms: Burn-Rate Alerting with OpenSLO and Sloth
  • Robot Description Formats Compared: URDF vs SDF vs MJCF vs OpenUSD for Digital Twins
  • UWB Real-Time Location Systems in Factories: IEEE 802.15.4z vs BLE Channel Sounding
  • 5G RedCap for Industrial IoT: Reduced Capability Devices, Power and Deployment Guide
  • Digital Euro vs e-CNY vs Digital Rupee: CBDC Architecture Compared
  • Velero 1.18 Kubernetes Backup and Disaster Recovery: Velero vs Kasten vs CloudCasa
  • Kepler 0.12: Kubernetes Pod Energy and Carbon Metrics Including GPU MIG Power Attribution
  • Falco 0.45 vs Tetragon vs Tracee: Kubernetes Runtime Threat Detection with eBPF
  • etcd 3.7 Explained: Raft Consensus, Kubernetes Control Plane Impact and Upgrade Guide
  • EU Cyber Resilience Act and SBOMs for IoT Firmware: CycloneDX vs SPDX in Practice
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls and AI Agents
  • Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks
  • Sodium-Ion vs LFP Batteries for Grid Storage: Chemistry, Cost and Cycle Life
  • eBOM to mBOM Transformation: PLM-ERP Bill of Materials Architecture
  • Digital Twin State Estimation: Kalman vs Particle Filter vs EnKF for Twin Synchronization

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