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Eclipse Ditto Digital Twin: Hands-On Tutorial (2026)

Eclipse Ditto Digital Twin: Hands-On Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inDigital Twin1 Comment
Hands-on Eclipse Ditto digital twin tutorial — model a Thing, wire MQTT connectivity, query the twin, and expose a live API with working code.
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Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture

Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inAINo Comments
Federated learning for IoT — FedAvg vs FedProx vs FedOpt aggregation, secure aggregation, differential privacy budgets, and a 2026 deployment blueprint for edge fleets.
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MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiot1 Comment
MQTT 5.0 features that actually move the needle — shared subscriptions, topic aliases, flow control, user properties, reason codes, and the 2026 production patterns to use them.
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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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Communication Protocols for IoT & Industrial Systems (2026 Guide)

Communication Protocols for IoT & Industrial Systems (2026 Guide)

Posted by By mprcba April 27, 2026Posted iniiotNo Comments
The 2026 map of IoT and industrial communication protocols — MQTT, OPC UA, Modbus, CAN, Ethernet/IP, BACnet, LoRaWAN — and how to pick the right stack by layer and use case.
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Digital Twin: The 2026 Architecture Guide for Industrial Systems

Digital Twin: The 2026 Architecture Guide for Industrial Systems

Posted by By mprcba April 24, 2026Posted inDigital TwinNo Comments
Definitive 2026 guide to digital twin architecture — ISO 23247, DTDL v3, FMI co-simulation, asset vs process twins, and the reference stack used in production today.
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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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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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