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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiotNo Comments
DDS vs MQTT vs OPC UA in 2026 — QoS, discovery, security, broker vs brokerless, and a decision matrix for picking the right industrial messaging protocol by use case.
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Time-Sensitive Networking (TSN): IEEE 802.1Q Architecture Guide

Time-Sensitive Networking (TSN): IEEE 802.1Q Architecture Guide

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inNetworkNo Comments
Time-Sensitive Networking architecture — IEEE 802.1Qbv scheduling, 802.1AS time sync, 802.1Qbu preemption, CNC/CUC roles, and a 2026 deployment blueprint for OT factories.
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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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GitOps for Industrial Fleets: ArgoCD vs Flux Production Tutorial

GitOps for Industrial Fleets: ArgoCD vs Flux Production Tutorial

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inKubernetesNo Comments
GitOps for industrial fleets in 2026 — ArgoCD vs Flux step-by-step, ApplicationSets for thousands of edges, sync waves, and how to handle disconnected sites and rollbacks.
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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 iniiotNo Comments
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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Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference

Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inDigital TwinNo Comments
Digital twin standards in 2026 — ISO 23247, ISO/IEC 30173, the Digital Twin Consortium reference, ISA-95 mappings, and how to pick the right standard for your domain.
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Q2 2026 LLM Inference Benchmark: vLLM vs TGI vs SGLang vs Triton

Q2 2026 LLM Inference Benchmark: vLLM vs TGI vs SGLang vs Triton

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inAINo Comments
Q2 2026 LLM inference benchmark across vLLM, TGI, SGLang, and Triton — throughput, p50/p99 TTFT/TPOT, KV-cache efficiency, and which engine wins per workload class.
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Apache Pulsar Geo-Replication for Industrial IoT Telemetry

Apache Pulsar Geo-Replication for Industrial IoT Telemetry

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted inArchitectureNo Comments
Apache Pulsar geo-replication for industrial IoT — segment storage on BookKeeper, async vs sync replication, multi-region clusters, and a 2026 reference architecture for global telemetry.
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ROS 2 Jazzy Jalisco: Migration Guide from Humble (2026)

ROS 2 Jazzy Jalisco: Migration Guide from Humble (2026)

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted inTechNo Comments
Step-by-step ROS 2 Jazzy Jalisco migration from Humble — Ubuntu 24.04 jump, rclcpp/rclpy API changes, DDS profile updates, and the 2026 LTS roadmap for fleet upgrades.
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Build an OPC UA Server in Python with asyncua (Tutorial)

Build an OPC UA Server in Python with asyncua (Tutorial)

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted iniiotNo Comments
Hands-on tutorial: building a production-ready OPC UA server in Python with asyncua — address space modeling, security policies, subscriptions, and Docker packaging for IIoT in 2026.
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Posts pagination

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  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)
  • d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)
  • Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026
  • Dapr for Distributed Microservices: A 2026 Tool Deep-Dive and Tutorial
  • PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • RAG Evaluation Architecture: Faithfulness, Context Precision, and RAGAS-Style Metrics (2026)
  • Industrial World Models: How Physical AI Is Reshaping Factory Autonomy in 2026
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • Isaac Sim vs Gazebo vs MuJoCo: Choosing a Robot Simulator in 2026
  • Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)
  • Qwen3.6 Explained: Hybrid MoE Architecture, 1M Context, and Benchmarks
  • Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation
  • Qualcomm Buys Modular: The CUDA Moat and the Portable AI Compiler Play
  • How Superconductors Actually Work (and Why They Levitate)
  • Quantum Error Correction Explained: Surface Codes and the Path to Fault Tolerance
  • AML with Graph Neural Networks: Detecting Laundering Rings and Synthetic Identity
  • MPC Wallet Custody Architecture: Threshold Signatures and Key Sharding (2026)
  • Internal Developer Platform Comparison: Backstage vs Port vs Cortex (2026)
  • AIOps Incident Response Architecture: Agentic SRE and Alert Correlation (2026)
  • Feature Store Architecture: Online/Offline Parity and Point-in-Time Correctness
  • Confidential AI Inference: TEEs and GPU Confidential Computing (2026)
  • W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)
  • Llama 4 Explained: Scout, Maverick, and Behemoth (MoE)
  • How MRI Actually Works: The Physics of Magnetic Resonance
  • Optogenetics: Engineering Light-Controlled Neurons
  • Micron’s AI Memory Supercycle: Why HBM Is the Bottleneck
  • Vector Database Benchmarks 2026: Pinecone, Weaviate, Qdrant
  • Low-Latency Market Data Feed Handler: Engineering Guide
  • NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)
  • SCADA vs OPC vs IoT Platform vs Data Historian (2026)
  • IoT in Clinical Trials: Architecture for Efficiency
  • RWA Tokenization Architecture: Issuance to Settlement
  • Confidential Containers on Kubernetes: A 2026 Guide
  • Multi-Region Active-Active Database Architecture (2026)

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