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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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The WebAssembly Component Model & wasmCloud at the Edge (2026)

The WebAssembly Component Model & wasmCloud at the Edge (2026)

Posted by By MPRAUTO MPRAUTO July 28, 2026Posted inDevelopmentNo Comments
WebAssembly Component Model explained: WIT interfaces, WASI Preview 2, composition and wasmCloud's actor/lattice runtime for portable edge workloads - architecture, cold starts and trade-offs in 2026.
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Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
Why software-defined manufacturing and the virtual PLC are reshaping the plant floor in 2026: containerized control, real-time Linux, IEC 61499, and vendor moves.
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NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)

NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)

Posted by By mprcba June 28, 2026Posted inKubernetesNo Comments
A hands-on NVIDIA Jetson and K3s edge AI cluster tutorial: provision nodes, enable GPU scheduling, deploy a vision model, and run inference at the edge.
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WebAssembly vs Containers for Edge Functions: An ADR

WebAssembly vs Containers for Edge Functions: An ADR

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inArchitectureNo Comments
An architecture decision record comparing WebAssembly and containers for edge functions in 2026: cold starts, isolation, WASI maturity, and when to pick each.
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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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KubeEdge vs K3s vs MicroK8s: Edge Kubernetes (2026)

KubeEdge vs K3s vs MicroK8s: Edge Kubernetes (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inKubernetesNo Comments
A 2026 deep-dive comparing KubeEdge, K3s, and MicroK8s for edge Kubernetes: architecture, offline autonomy, footprint, and a production setup walkthrough.
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IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks

IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiotNo Comments
Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
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What Is IoT? The Internet of Things Explained from First Principles (2026)

What Is IoT? The Internet of Things Explained from First Principles (2026)

Posted by By mprcba June 2, 2026Posted iniotNo Comments
What is IoT? A deep, first-principles guide to the Internet of Things in 2026 — architectures, protocols, edge AI, security, and where the field is going.
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Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026)

Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments
Kubernetes vs Nomad for edge workloads — weighted decision matrix across footprint, scheduling, multi-cloud, ecosystem, and operational realities.
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  • Claude Opus 5.5: Anthropic’s New Flagship, Benchmarked
  • MCP Goes Stateless: Migrating to the 2026-07-28 Spec
  • DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry
  • Karmada Graduates: A Multi-Cluster K8s ADR
  • Jetson T3000 vs T5000: JetPack 7.2.1 Compared
  • Digit 5 Safety Architecture: Reference Design for 2026
  • ISO 23247-5 Digital Thread Reference Architecture 2026
  • 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

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