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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
CODESYS vs TwinCAT: Soft-PLC Architecture Compared (2026)

CODESYS vs TwinCAT: Soft-PLC Architecture Compared (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inTechNo Comments
An engineer's 2026 comparison of CODESYS and TwinCAT soft-PLC runtimes: real-time determinism, fieldbus support, IEC 61131-3, EtherCAT, and a decision matrix.
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Does Edge AI Actually Cut Cloud Costs? A Fact-Check

Does Edge AI Actually Cut Cloud Costs? A Fact-Check

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted iniiotNo Comments
Fact-checking the claim that edge AI slashes cloud bills: where the savings are real, where they hide capital and ops costs, and the break-even math for 2026.
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Battery Passport and PLM: How EU Rules Reshape Product Data

Battery Passport and PLM: How EU Rules Reshape Product Data

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inPLMNo Comments
How the EU battery passport reshapes PLM: the data model, digital product passport schema, supply-chain traceability, and what engineering teams must build by 2027.
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Semantic Caching for LLM Applications: Architecture (2026)

Semantic Caching for LLM Applications: Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inAINo Comments
A 2026 architecture guide to semantic caching for LLM apps: embedding similarity lookup, cache invalidation, hit-rate tuning, and where it quietly breaks.
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RAG Reranker Benchmark: Cohere vs BGE vs Jina vs ColBERT

RAG Reranker Benchmark: Cohere vs BGE vs Jina vs ColBERT

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inAINo Comments
A reproducible 2026 RAG reranker benchmark: Cohere, BGE, Jina, and ColBERT on recall, latency, and cost, with methodology and a selection matrix.
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Apache Pinot vs Apache Druid: Real-Time OLAP ADR (2026)

Apache Pinot vs Apache Druid: Real-Time OLAP ADR (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inDevelopmentNo Comments
An ADR-style 2026 comparison of Apache Pinot and Apache Druid for real-time OLAP: ingestion, indexing, query latency, ops cost, and when to pick each.
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Cilium Tetragon Runtime Security: eBPF Hands-On (2026)

Cilium Tetragon Runtime Security: eBPF Hands-On (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inKubernetesNo Comments
A hands-on 2026 guide to Cilium Tetragon: eBPF runtime security, TracingPolicy, process and network enforcement, and how it differs from Falco.
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How Silicon Photonics Chips Move Data With Light

How Silicon Photonics Chips Move Data With Light

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inScienceNo Comments
How silicon photonics chips move data with light: waveguides, modulators, and why optics is reshaping AI data centers, explained from first principles.
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Zenoh vs MQTT vs DDS for Robotics Middleware (2026)

Zenoh vs MQTT vs DDS for Robotics Middleware (2026)

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inTechNo Comments
An engineer's 2026 comparison of Zenoh, MQTT, and DDS for robotics middleware: latency, discovery, QoS, edge fit, and a decision matrix.
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Does a Digital Twin Need Real-Time Data? A Fact-Check

Does a Digital Twin Need Real-Time Data? A Fact-Check

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inDigital TwinNo Comments
Fact-checking the biggest digital twin myth: does a twin require a live connection? We separate marketing claims from the actual architecture.
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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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