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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
FIX Protocol Modernization: Binary FIX & SBE Architecture (2026)

FIX Protocol Modernization: Binary FIX & SBE Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
2026 system design — modernizing FIX trading infrastructure with FIXP, Simple Binary Encoding, and asynchronous order-flow architectures.
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KubeEdge in Production: Architecture & Tutorial (2026)

KubeEdge in Production: Architecture & Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
Deep dive 2026 — KubeEdge production architecture: CloudCore vs EdgeCore, device twin, MQTT bridge, real-deployment lessons, and a working tutorial.
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Cilium vs Calico for Industrial Kubernetes Networking — ADR (2026)

Cilium vs Calico for Industrial Kubernetes Networking — ADR (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
ADR-style decision in 2026 — Cilium vs Calico for industrial Kubernetes networking: eBPF, BGP, encryption, observability, identity, and the call.
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Llama 4 vs DeepSeek V3 vs Claude Sonnet: Industrial-Reasoning Benchmark (2026)

Llama 4 vs DeepSeek V3 vs Claude Sonnet: Industrial-Reasoning Benchmark (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inAINo Comments
Reproducible 2026 benchmark — Llama 4, DeepSeek V3, and Claude Sonnet 4 on industrial reasoning tasks (RAG, OPC UA Q&A, root-cause). Methodology + charts.
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GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)

GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inAINo Comments
Applied 2026 pattern — GraphRAG combined with hybrid retrieval (BM25+vector) on enterprise knowledge graphs: when it wins, when it doesn't, with code.
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Omniverse Replicator: Synthetic Data for Industrial AI (2026)

Omniverse Replicator: Synthetic Data for Industrial AI (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
Why NVIDIA Omniverse Replicator is becoming the default synthetic-data pipeline for industrial AI in 2026 — pipelines, domain randomization, ROI.
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Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
Hands-on 2026 tutorial — implementing OPC UA companion specifications (Machinery, Pumps) on open62541 with full server and client code.
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Zenoh for Industrial IoT: Reference Architecture (2026)

Zenoh for Industrial IoT: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
2026 reference architecture for Zenoh in industrial IoT — routers, peers, storages, ROS2 bridge, MQTT/DDS interoperability, and capacity planning.
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TSN vs 5G URLLC: Deterministic Networking on the Factory Floor (2026)

TSN vs 5G URLLC: Deterministic Networking on the Factory Floor (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
TSN vs 5G URLLC compared for deterministic factory networking in 2026 — jitter, scheduling, integration cost, profiles, and a decision matrix.
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Cryo-EM at 1.2 Å: Atomic Resolution Milestone Explained (2026)

Cryo-EM at 1.2 Å: Atomic Resolution Milestone Explained (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inAINo Comments
Why cryo-EM hitting 1.2 Å atomic resolution in 2026 matters — the science, the Krios G5 microscope, AI-driven processing, and drug discovery implications.
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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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