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Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL

Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
Helm 4.3 shipped Sept 2026 and Helm 3.22 is the last v3 minor. Compare flags, server-side apply, post-renderer plugins and plan migration before Feb 2027.
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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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Kubernetes Multi-Cluster Management with Cluster API: A 2026 Reference Architecture

Kubernetes Multi-Cluster Management with Cluster API: A 2026 Reference Architecture

Posted by By MPRAUTO MPRAUTO July 10, 2026Posted inKubernetesNo Comments
A Kubernetes multi-cluster management reference architecture: Cluster API, hub-spoke fleets, GitOps rollout, cross-cluster networking, and fleet-wide policy at scale.
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Argo Rollouts: Progressive Delivery for Edge Fleets

Argo Rollouts: Progressive Delivery for Edge Fleets

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inKubernetesNo Comments
A 2026 tutorial on Argo Rollouts for edge fleets — canary and blue-green strategies, analysis templates, metric gates, and rollback for constrained sites.
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OpenTofu in Production: Migrating from Terraform (2026)

OpenTofu in Production: Migrating from Terraform (2026)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inKubernetes1 Comment
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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GitOps for Industrial Fleets: ArgoCD vs Flux Production Tutorial

GitOps for Industrial Fleets: ArgoCD vs Flux Production Tutorial

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inKubernetesNo Comments
GitOps for industrial fleets in 2026 — ArgoCD vs Flux step-by-step, ApplicationSets for thousands of edges, sync waves, and how to handle disconnected sites and rollbacks.
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Crossplane Composition Functions: Internal Developer Platform Guide

Crossplane Composition Functions: Internal Developer Platform Guide

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inArchitectureNo Comments
Crossplane Composition Functions (v1.14+) deep dive — Pipeline Mode, KCL/Python/Go runtimes, building self-service IDP abstractions, and when functions beat raw patches.
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Terraform vs Pulumi vs Crossplane: Infrastructure-as-Code Deep Comparison for 2026

Terraform vs Pulumi vs Crossplane: Infrastructure-as-Code Deep Comparison for 2026

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inTechNo Comments
Technical comparison of Terraform, Pulumi, and Crossplane — state models, language flexibility, Kubernetes-native vs imperative, drift detection, and real-world trade-offs.
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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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