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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Sparkplug B vs OPC UA PubSub: 2026 Decision Matrix

Sparkplug B vs OPC UA PubSub: 2026 Decision Matrix

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted iniiotNo Comments
Sparkplug B vs OPC UA PubSub head-to-head for industrial namespaces in 2026 — payload design, security, broker semantics, and a decision matrix.
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ROS2 Jazzy on Jetson Orin: Warehouse Robotics Tutorial (2026)

ROS2 Jazzy on Jetson Orin: Warehouse Robotics Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
Hands-on tutorial for setting up ROS2 Jazzy on Jetson Orin for warehouse robotics in 2026 — install, Nav2, Isaac ROS, deployment, telemetry.
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OPC UA FX in 2026: Field-Level Communications Goes Open

OPC UA FX in 2026: Field-Level Communications Goes Open

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted iniiotNo Comments
Why OPC UA FX is replacing proprietary field buses in 2026 — TSN integration, adoption among Siemens/Rockwell, and migration paths for brownfield.
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Speculative Decoding for LLM Inference: Architecture (2026)

Speculative Decoding for LLM Inference: Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inAINo Comments
How speculative decoding cuts LLM latency in 2026 — draft/target models, EAGLE-2, Medusa heads, and when speculation wins vs hurts.
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vLLM vs SGLang vs TensorRT-LLM (2026): H100 tok/s Tested

vLLM vs SGLang vs TensorRT-LLM (2026): H100 tok/s Tested

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inAINo Comments
Reproducible 2026 benchmark of vLLM, SGLang, and TensorRT-LLM on H100 for Llama 70B and Mixtral — methodology, throughput, TTFT, recommendations.
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Iceberg vs Delta vs Hudi for Industrial Lakehouse: 2026 ADR

Iceberg vs Delta vs Hudi for Industrial Lakehouse: 2026 ADR

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
ADR-style 2026 guide picking between Apache Iceberg, Delta Lake, and Apache Hudi for industrial IoT data lakehouse — trade-offs and decision matrix.
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eBPF Observability with Pixie + Cilium: Tutorial (2026)

eBPF Observability with Pixie + Cilium: Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
Step-by-step 2026 tutorial — install Pixie and Cilium Hubble, capture HTTP/gRPC/DB traces with eBPF, and design auto-instrumented Kubernetes observability.
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Real-Time Risk Engine for Crypto Derivatives: Architecture (2026)

Real-Time Risk Engine for Crypto Derivatives: Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
How to architect a real-time risk engine for crypto perpetuals and options in 2026 — funding, mark price, VaR, liquidations, and circuit breakers.
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Arm Neoverse V3 Reshapes Enterprise Server Design (2026)

Arm Neoverse V3 Reshapes Enterprise Server Design (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
How Arm Neoverse V3 (Graviton 4, Cobalt 100, NVIDIA Grace) is rewriting enterprise server design in 2026 — performance, software ecosystem, migration patterns.
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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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