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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
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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RFdiffusion 2: How AI Now Designs Functional Proteins (2026)

RFdiffusion 2: How AI Now Designs Functional Proteins (2026)

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inScienceNo Comments
RFdiffusion 2 explained — what changed, how it pairs with ProteinMPNN, success rates on real binder campaigns, and the open problems.
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NVIDIA Blackwell Ultra Ramp & Q2 2026 Earnings: What It Signals

NVIDIA Blackwell Ultra Ramp & Q2 2026 Earnings: What It Signals

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inTechNo Comments
Deep analysis of NVIDIA Q2 2026 results — Blackwell Ultra ramp, networking attach rates, China headwinds, and the AMD/Intel response.
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Streaming Trade Data into Iceberg: 2026 Architecture for Fintech

Streaming Trade Data into Iceberg: 2026 Architecture for Fintech

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inTechNo Comments
An Iceberg-first architecture for streaming trade data — Kafka Tableflow, compaction, time travel for surveillance, and cost trade-offs.
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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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