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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
AI Data Centers and the Power Crunch: A 2026 Analysis

AI Data Centers and the Power Crunch: A 2026 Analysis

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inNewsbeatNo Comments
AI data center power demand analyzed for 2026: grid constraints, nuclear and gas deals, efficiency limits, and what the energy crunch means for AI compute.
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How LiDAR Actually Works: The Physics Explained

How LiDAR Actually Works: The Physics Explained

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inScienceNo Comments
How LiDAR actually works, from first principles: time-of-flight vs FMCW, the laser and detector chain, point clouds, solid-state designs, and LiDAR vs radar.
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Spatial Transcriptomics Explained (2026)

Spatial Transcriptomics Explained (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inScienceNo Comments
Spatial transcriptomics explained in 2026: how Visium, Xenium, and MERFISH map gene expression in tissue, the data pipeline, trade-offs, and applications.
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PTC NEXT 2026: Is Intelligent PLM Real?

PTC NEXT 2026: Is Intelligent PLM Real?

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inTechNo Comments
An analysis of PTC NEXT 2026: Orbit, Jetstream, 12 AI agents, and whether 'Intelligent PLM' is a genuine architecture shift or a rebrand of the digital thread.
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VWAP Execution Algorithm: System Architecture (2026)

VWAP Execution Algorithm: System Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inBusinessNo Comments
A 2026 system-design walkthrough of a VWAP execution algorithm: volume curve forecasting, scheduling, the slicing engine, and transaction cost analysis.
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Catena-X Automotive Data Space: Reference Architecture

Catena-X Automotive Data Space: Reference Architecture

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inDigital TwinNo Comments
A 2026 reference architecture for the Catena-X automotive data space: Eclipse Dataspace Connector, data sovereignty, the digital thread, and use cases.
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MTConnect vs OPC UA for Machine Tool Data (2026)

MTConnect vs OPC UA for Machine Tool Data (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted iniiotNo Comments
MTConnect vs OPC UA for machine tool and CNC data in 2026: data models, semantics, agents, write-back, and a decision matrix for shop-floor connectivity.
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Samsung’s All-AI Factories by 2030: An Analysis

Samsung’s All-AI Factories by 2030: An Analysis

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inNewsbeatNo Comments
Samsung's pledge to run all-AI factories by 2030, analyzed: digital twins, AI agents for quality and logistics, and what escaping pilot purgatory really takes.
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Robot Fleet Orchestration with Open-RMF: A Tutorial

Robot Fleet Orchestration with Open-RMF: A Tutorial

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inTechNo Comments
A hands-on 2026 tutorial for robot fleet orchestration with Open-RMF: traffic management, task allocation, the fleet adapter, and a working multi-AMR demo.
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LLM Semantic Router: An Inference Routing Pattern

LLM Semantic Router: An Inference Routing Pattern

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inAINo Comments
The LLM semantic router pattern in 2026: route requests by intent and cost to the right model, with vLLM Semantic Router, embeddings, and a reference design.
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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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