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Crossplane Composition Functions: Internal Developer Platform

Crossplane Composition Functions: Internal Developer Platform

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inKubernetesNo Comments
Build an internal developer platform with Crossplane composition functions: XRDs, function pipelines, testing, and Terraform comparison, with code.
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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 inTech3 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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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 inKubernetes2 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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KEDA Event-Driven Autoscaling on Kubernetes: Architecture (2026)

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

Posted by By MPRAUTO MPRAUTO July 25, 2026Posted inDevelopment1 Comment
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 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 inKubernetes1 Comment
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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Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation

Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted inKubernetesNo Comments
A 2026 Kubernetes multi-tenancy decision record: soft vs hard isolation, namespaces, hierarchical namespaces, vCluster, Capsule, and Kata - choosing the right tenancy model for your platform.
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Internal Developer Platform Comparison: Backstage vs Port vs Cortex (2026)

Internal Developer Platform Comparison: Backstage vs Port vs Cortex (2026)

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted inTechNo Comments
A 2026 internal developer platform comparison: Backstage vs Port vs Cortex on catalog, scaffolding, scorecards, extensibility, and total cost - a decision matrix for platform engineering.
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  • RisingWave vs Materialize vs Flink SQL: Streaming SQL and Materialized Views for IoT Telemetry
  • Digital Twin Verification, Validation and Uncertainty Quantification (VVUQ)
  • Satellite IoT: NB-IoT NTN vs LoRa Satellite vs Direct-to-Device Selection Guide
  • VEX, CSAF and OpenVEX: Turning SBOM Noise into Exploitability Decisions
  • Kelly Criterion Position Sizing: Math, Fractional Kelly and a Risk-Engine Implementation
  • Triple-Barrier Labeling and Meta-Labeling: A Financial ML Pipeline in Python
  • Chaos Engineering on Kubernetes: Chaos Mesh, LitmusChaos and Steady-State Hypotheses
  • DORA Metrics and SPACE: Measuring Engineering Productivity Without Gaming It
  • OpenTelemetry Tail Sampling: Cutting Trace Costs Without Losing the Slow and Broken Requests
  • Mem0 vs Letta vs Zep: Agent Memory Frameworks Compared
  • HNSW vs DiskANN vs IVF-PQ: Vector Index Internals, Quantization and Recall Trade-offs
  • Test-Time Compute Scaling: Reasoning Budgets, Best-of-N and Process Reward Models
  • 3MF vs STEP AP242 vs glTF vs JT: Choosing Lightweight CAD Formats for Digital Twins and PLM
  • CRDTs for Digital Twin Synchronization: Offline-First State Replication at the Edge
  • Wi-Fi HaLow (802.11ah) vs LoRaWAN vs LTE-M: Long-Range IoT Selection Guide
  • TigerBeetle vs PostgreSQL for Financial Ledgers: Debit-Credit Database Design
  • FDX API vs PSD3: Open Banking Data-Sharing Architectures in the US and EU
  • dbt vs SQLMesh: Data Transformation, Virtual Environments and CI for Analytics Engineering
  • Kubernetes User Namespaces and Pod Hardening: Containing Container Escapes in 2026
  • Ingress-NGINX Retirement: A Step-by-Step Migration Playbook to Kubernetes Gateway API
  • GGUF vs AWQ vs GPTQ vs FP8: LLM Quantization Formats Compared
  • Multi-Head Latent Attention vs GQA vs MQA: KV-Cache Compression Explained
  • Mamba and State Space Models vs Transformers: Hybrid Architectures Explained
  • GRPO and RLVR Explained: How Reasoning Models Are Trained with Reinforcement Learning
  • SLOs and Error Budgets for IoT Platforms: Burn-Rate Alerting with OpenSLO and Sloth
  • Robot Description Formats Compared: URDF vs SDF vs MJCF vs OpenUSD for Digital Twins
  • UWB Real-Time Location Systems in Factories: IEEE 802.15.4z vs BLE Channel Sounding
  • 5G RedCap for Industrial IoT: Reduced Capability Devices, Power and Deployment Guide
  • Digital Euro vs e-CNY vs Digital Rupee: CBDC Architecture Compared
  • Velero 1.18 Kubernetes Backup and Disaster Recovery: Velero vs Kasten vs CloudCasa
  • Kepler 0.12: Kubernetes Pod Energy and Carbon Metrics Including GPU MIG Power Attribution
  • Falco 0.45 vs Tetragon vs Tracee: Kubernetes Runtime Threat Detection with eBPF
  • etcd 3.7 Explained: Raft Consensus, Kubernetes Control Plane Impact and Upgrade Guide
  • EU Cyber Resilience Act and SBOMs for IoT Firmware: CycloneDX vs SPDX in Practice
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls and AI Agents
  • Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks
  • Sodium-Ion vs LFP Batteries for Grid Storage: Chemistry, Cost and Cycle Life
  • eBOM to mBOM Transformation: PLM-ERP Bill of Materials Architecture
  • Digital Twin State Estimation: Kalman vs Particle Filter vs EnKF for Twin Synchronization

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