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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
Sparkplug B 3.0 vs plain MQTT topic design in 2026: a decision guide on when the extra schema, state, and tooling actually pay off.
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PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision

PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
PROFINET, EtherCAT, and OPC UA FX over TSN compared for 2026 deterministic industrial networks: cycle times, convergence, and migration cost.
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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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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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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 inKubernetes1 Comment
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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Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough

Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inAINo Comments
Agentic RAG architecture patterns for 2026: planner-executor retrieval loops, tool-augmented search, and when plain RAG breaks down.
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OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)

OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments
OPC UA vs MQTT Sparkplug B compared for 2026 industrial connectivity: semantic modeling, state management, and when to run both together.
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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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Posts pagination

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  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring
  • Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared
  • Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs
  • MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
  • Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
  • TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
  • Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
  • Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

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