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Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTechNo Comments
Kubernetes 1.37 made DRA Extended Resources stable and device taints GA. What changes for GPU scheduling, and how to migrate off the device plugin.
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Karpenter vs Cluster Autoscaler for GPU Nodes: 2026 Cost Guide

Karpenter vs Cluster Autoscaler for GPU Nodes: 2026 Cost Guide

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted inKubernetesNo Comments
Karpenter vs Cluster Autoscaler for GPU node scaling in 2026: bin-packing, spot, cold-start, consolidation and the real cost difference for ML clusters.
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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 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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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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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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Kubernetes Secrets Management with External Secrets Operator (2026)

Kubernetes Secrets Management with External Secrets Operator (2026)

Posted by By MPRAUTO MPRAUTO July 30, 2026Posted inTechNo Comments
Kubernetes secrets management done right: External Secrets Operator vs the Secrets Store CSI Driver, Vault and cloud secret managers, rotation, sync patterns and failure modes.
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KEDA Event-Driven Autoscaling on Kubernetes: Architecture (2026)

KEDA Event-Driven Autoscaling on Kubernetes: Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 25, 2026Posted inDevelopmentNo Comments
KEDA event-driven autoscaling explained: how the scaler, metrics adapter and controller drive HPA from queue depth and event sources - scale-to-zero, cold starts, 60+ scalers and production tuning on Kubernetes in 2026.
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Kubernetes In-Place Pod Resize: Rightsizing Without Restarts (2026)

Kubernetes In-Place Pod Resize: Rightsizing Without Restarts (2026)

Posted by By MPRAUTO MPRAUTO July 10, 2026Posted inKubernetesNo Comments
Kubernetes in-place pod resize (v1.33 GA) changes CPU/memory without restarts. How it works, VPA integration, resize policies, cost impact, and production gotchas.
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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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  • Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026
  • AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026
  • Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)
  • STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026
  • MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle
  • Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026
  • EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)
  • IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026
  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Jetson Thor vs Jetson Orin AGX: 2026 Edge AI Upgrade Guide
  • OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline
  • ROS 2 Kilted Kaiju to Lyrical Luth Migration (2026): What Breaks
  • Karpenter vs Cluster Autoscaler for GPU Nodes: 2026 Cost Guide
  • Postgres 18 vs TimescaleDB vs ClickHouse for IoT Time-Series (2026)
  • LangGraph vs CrewAI vs OpenAI Agents SDK vs Pydantic AI (2026)
  • Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack
  • 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

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