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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
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About MPRAUTO MPRAUTO
GraphRAG Architecture Patterns: Building Knowledge-Graph-Enhanced Retrieval for Enterprise LLM Applications

GraphRAG Architecture Patterns: Building Knowledge-Graph-Enhanced Retrieval for Enterprise LLM Applications

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inAINo Comments
Deep-dive into GraphRAG architecture patterns — knowledge graph construction, community detection, graph-enhanced retrieval, and when GraphRAG outperforms naive vector RAG. Benchmarks and trade-offs.
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ROS 2 Nav2 in Production: How Autonomous Mobile Robots Navigate Complex Warehouse Environments

ROS 2 Nav2 in Production: How Autonomous Mobile Robots Navigate Complex Warehouse Environments

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted iniiotNo Comments
How ROS 2's Nav2 stack powers production AMR fleets in warehouses — behavior trees, SLAM, costmaps, path planning, and fleet orchestration. Architecture deep-dive with failure modes.
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SysML v2 Hands-On Tutorial: Building Your First MBSE Model with PLM Integration

SysML v2 Hands-On Tutorial: Building Your First MBSE Model with PLM Integration

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inPLMNo Comments
Step-by-step SysML v2 tutorial covering KerML metamodel, textual notation, API-driven PLM integration, and practical MBSE workflows for systems engineers moving from SysML v1.
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FMI/FMU Co-Simulation for Digital Twins: Model Exchange vs Co-Simulation and When to Use Each

FMI/FMU Co-Simulation for Digital Twins: Model Exchange vs Co-Simulation and When to Use Each

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inDigital TwinNo Comments
Architectural deep-dive into FMI 3.0, FMU co-simulation, and model exchange for digital twins. When to choose each mode, multi-solver orchestration, and real-world integration patterns.
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OPC UA FX Field Exchange: The Complete Reference Architecture for Deterministic Industrial Communication

OPC UA FX Field Exchange: The Complete Reference Architecture for Deterministic Industrial Communication

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted iniiotNo Comments
Deep-dive into OPC UA FX (UAFX) architecture — pub/sub, TSN integration, controller-to-controller communication, and migration from legacy fieldbus. End-to-end reference design with failure modes.
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The Quantum Threat to Cryptography: How Close Are Quantum Computers to Breaking Elliptic-Curve Encryption

The Quantum Threat to Cryptography: How Close Are Quantum Computers to Breaking Elliptic-Curve Encryption

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inScienceNo Comments
Deep explainer on the quantum threat to modern cryptography. Shor's algorithm, elliptic-curve vulnerability timeline, Google's latest findings, and the race to deploy post-quantum standards.
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Cell-Free Biomanufacturing: Engineering Protein Production Without Living Cells

Cell-Free Biomanufacturing: Engineering Protein Production Without Living Cells

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inScienceNo Comments
How cell-free biomanufacturing systems produce proteins and enzymes without living organisms. TX-TL systems, lysate preparation, reaction engineering, and industrial scale-up challenges.
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Amazon’s $11.5B Globalstar Acquisition: What Project Kuiper’s Satellite Strategy Means for the Tech Stack

Amazon’s $11.5B Globalstar Acquisition: What Project Kuiper’s Satellite Strategy Means for the Tech Stack

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inTechNo Comments
Deep analysis of Amazon's acquisition of Globalstar for Project Kuiper. Satellite constellation architecture, direct-to-device connectivity, spectrum strategy, and implications for LEO internet.
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Real-Time Payment Infrastructure Engineering: Event-Driven Architecture Behind FedNow, UPI, and SEPA Instant

Real-Time Payment Infrastructure Engineering: Event-Driven Architecture Behind FedNow, UPI, and SEPA Instant

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inTechNo Comments
Deep engineering dive into real-time payment systems. Event-driven architecture, streaming fraud detection, ISO 20022 message flows, and how FedNow, UPI, and SEPA Instant process billions of transactions.
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Edge AI Inference at Scale: NVIDIA Jetson, Intel, and Arm NPUs (Updated 2026)

Edge AI Inference at Scale: NVIDIA Jetson, Intel, and Arm NPUs (Updated 2026)

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inAINo Comments
Edge AI inference at scale, updated for 2026: NVIDIA Jetson Thor, Hailo and Arm Ethos NPUs, INT4/FP8 quantization, runtimes, and how to pick edge accelerators by TOPS-per-watt.
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Posts pagination

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  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring
  • Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared
  • Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs
  • MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
  • Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
  • TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
  • Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
  • Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

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