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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks

IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiotNo Comments
Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
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Cloud-Native Asset Performance Management (APM): 2026 Architecture

Cloud-Native Asset Performance Management (APM): 2026 Architecture

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments
A cloud-native asset performance management architecture for 2026 — telemetry ingest, twin services, anomaly ML, ServiceNow/SAP loop, observability.
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Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison

Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiotNo Comments
Head-to-head SCADA comparison — Ignition 8.3, AVEVA System Platform (Wonderware), and FactoryTalk View. Architecture, licensing, edge, and TCO.
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SCADA Historian Architecture: 2026 Design Patterns from First Principles

SCADA Historian Architecture: 2026 Design Patterns from First Principles

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiotNo Comments
First-principles guide to SCADA historian design — tag ingest, compression, retention, query patterns, and modern stacks (PI, InfluxDB, Timescale).
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Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture

Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAINo Comments
Production-grade edge MLOps pipeline for industrial IoT — training, packaging, OTA delivery, drift detection, and rollback under network constraints.
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Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial

Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments
Step-by-step tutorial to build a working CNC machine digital twin — MTConnect ingestion, physics-informed model, dashboard, anomaly alerts.
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ROS 2 Jazzy to Kilted Migration Guide (2026)

ROS 2 Jazzy to Kilted Migration Guide (2026)

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments
Practical ROS 2 Jazzy → Kilted Kaiju migration guide — breaking changes, rclcpp updates, DDS/Iceoryx options, and a step-by-step rollover.
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Time-Series Forecasting at the Edge: 2026 Production Patterns

Time-Series Forecasting at the Edge: 2026 Production Patterns

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAINo Comments
Production patterns for time-series forecasting at the edge — Chronos-Bolt, TimesFM, TFT, quantization, and real-world latency budgets.
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Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark

Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAINo Comments
A living 2026 benchmark of the carbon and energy cost of industrial AI inference — at the edge, in regional clouds, and per business outcome.
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How Flow Batteries Actually Work: A Deep Explainer (2026)

How Flow Batteries Actually Work: A Deep Explainer (2026)

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inScienceNo Comments
How flow batteries actually work — vanadium, iron, and zinc-bromine chemistries, scaling math, grid economics, and where they beat lithium.
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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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