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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record

ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inKubernetesNo Comments
ArgoCD vs Flux GitOps decision record for 2026: multi-tenancy, progressive delivery, and which to pick for platform teams at scale.
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K3s at the Edge: A Production Kubernetes Guide for 2026

K3s at the Edge: A Production Kubernetes Guide for 2026

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inKubernetesNo Comments
K3s at the edge in 2026: production-hardened deployment patterns, HA datastore choices, and lessons from real IIoT rollouts.
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Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
The Unified Namespace reference architecture for industrial IoT in 2026: MQTT Sparkplug B backbone, ISA-95 mapping, and rollout patterns.
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Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared

Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inTechNo Comments
Ollama vs LM Studio vs Jan for running local LLMs in 2026: backends, model formats, OpenAI-compatible APIs, GPU support, privacy and developer workflow. Decision guide.
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containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide

containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inKubernetesNo Comments
containerd vs CRI-O for Kubernetes in 2026: CRI conformance, image handling, footprint, security posture, ecosystem and when each fits. A practical decision guide.
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Podman vs Docker (2026): Rootless, Daemonless & Compose Tested

Podman vs Docker (2026): Rootless, Daemonless & Compose Tested

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inKubernetesNo Comments
Podman vs Docker in 2026: rootless and daemonless architecture, pods, systemd/Quadlet, compose compatibility, security and CI. A practical decision guide.
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Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost

Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inKubernetesNo Comments
Karpenter vs Cluster Autoscaler for Kubernetes GPU node scaling: provisioning speed, bin-packing, consolidation, spot handling and cost. A 2026 decision guide.
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ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick

ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inTechNo Comments
ONNX Runtime vs TFLite (LiteRT) vs ExecuTorch vs Core ML compared for on-device inference: operator coverage, hardware backends, quantization and portability. 2026.
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Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested

Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inTechNo Comments
Hailo-10H vs Jetson Orin Nano head-to-head on the same computer-vision workload: TOPS/W, latency, framework support, memory and price. A 2026 edge-inference pick.
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ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inTechNo Comments
Migrating ROS 2 Kilted Kaiju to Lyrical Luth: breaking changes, ros2_control updates, Zenoh as the Tier-1 RMW, and a step-by-step upgrade path. 2026 guide.
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Posts pagination

Previous page 1 2 3 4 … 52 Next page
  • 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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