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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
OpenTofu in Production: Migrating from Terraform (2026)

OpenTofu in Production: Migrating from Terraform (2026)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inKubernetesNo Comments
Migrate from Terraform to OpenTofu in production — drop-in compatibility, state encryption, CI changes, and a safe step-by-step cutover plan.
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ISO 20022 Migration: A Payments Architecture Guide (2026)

ISO 20022 Migration: A Payments Architecture Guide (2026)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inTechNo Comments
ISO 20022 migration as a systems-design problem — the MX message model, MT coexistence, translation layers, validation, and a reference architecture.
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Silicon Photonics & Co-Packaged Optics: 2026 Analysis

Silicon Photonics & Co-Packaged Optics: 2026 Analysis

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inTechNo Comments
Why co-packaged optics and silicon photonics are reshaping AI data centers in 2026 — the bandwidth wall, power math, incumbents, and what it means.
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mRNA Beyond Vaccines: Programmable Therapeutics Explained

mRNA Beyond Vaccines: Programmable Therapeutics Explained

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inScienceNo Comments
mRNA beyond vaccines — how programmable therapeutics work, lipid nanoparticle delivery, the manufacturing platform, and the real limits today.
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How Heat Pumps Actually Work (and Why They Beat 100%)

How Heat Pumps Actually Work (and Why They Beat 100%)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inScienceNo Comments
How heat pumps actually work, explained — the refrigeration cycle, why COP can exceed 100% efficiency, cold-climate limits, and the real physics.
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K3s vs MicroK8s vs KubeEdge: Edge K8s ADR (2026)

K3s vs MicroK8s vs KubeEdge: Edge K8s ADR (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inKubernetesNo Comments
K3s vs MicroK8s vs KubeEdge for edge clusters — an ADR weighing footprint, offline behavior, device management, and operational cost.
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OpenTelemetry for Industrial IoT Observability (2026)

OpenTelemetry for Industrial IoT Observability (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inKubernetesNo Comments
OpenTelemetry for industrial IoT observability — instrument edge services, run the OTel Collector, and ship traces, metrics, and logs end to end.
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AlphaFold 3 and Protein Structure Prediction Explained

AlphaFold 3 and Protein Structure Prediction Explained

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inScienceNo Comments
AlphaFold 3 explained — how the diffusion-based model predicts protein, DNA, and ligand structures, why it matters, and its real limitations.
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How Lithium-Ion Batteries Work (and Why They Catch Fire)

How Lithium-Ion Batteries Work (and Why They Catch Fire)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inScienceNo Comments
How lithium-ion batteries work, explained — ions, cathodes, anodes, the SEI layer, and the chemistry of thermal runaway that makes them catch fire.
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LLM Agent Memory Architecture for Production (2026)

LLM Agent Memory Architecture for Production (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inAINo Comments
LLM agent memory architecture for production — short-term, long-term, and episodic memory patterns, retrieval, decay, and where they break.
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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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