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Argo Rollouts vs Flagger: Progressive Delivery ADR for 2026

Argo Rollouts vs Flagger: Progressive Delivery ADR for 2026

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inKubernetesNo Comments
Argo Rollouts vs Flagger compared on traffic shaping, metrics analysis, GitOps fit, Gateway API support and failure modes, with a decision record.
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OpenTelemetry Kubernetes Attributes Processor v1.0: Migration Guide

OpenTelemetry Kubernetes Attributes Processor v1.0: Migration Guide

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inKubernetes1 Comment
The k8sattributes processor hit v1.0.0 on Sept 16, 2026 with stable semantic conventions v1.42. Breaking changes, config migration, and rollout plan.
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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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eBPF for Kubernetes Observability: An Architecture Decision Record

eBPF for Kubernetes Observability: An Architecture Decision Record

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inKubernetesNo Comments
ADR on replacing APM agents with eBPF for Kubernetes observability: coverage, overhead, limits, OpenTelemetry eBPF instrumentation, decision guide.
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llm-d on Kubernetes: Prefill/Decode Disaggregation for LLM Inference

llm-d on Kubernetes: Prefill/Decode Disaggregation for LLM Inference

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inKubernetesNo Comments
llm-d explained: disaggregated prefill and decode, KV-cache-aware routing and vLLM on Kubernetes, with cost math, an install path and where it beats a plain vLLM deployment.
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Istio Ambient Multicluster and Gateway API Inference Extension for LLM Serving

Istio Ambient Multicluster and Gateway API Inference Extension for LLM Serving

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inKubernetes1 Comment
How Istio ambient multicluster and the Gateway API Inference Extension route LLM traffic by KV-cache and queue depth, with a reference architecture and failure modes.
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Argo CD 3.x Upgrade Guide: What Changed vs v2 for Production

Argo CD 3.x Upgrade Guide: What Changed vs v2 for Production

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inKubernetesNo Comments
A production upgrade guide from Argo CD v2 to 3.x: RBAC and logs defaults, annotation tracking, ApplicationSet changes, sharding and a rollback-safe rollout plan.
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Kubernetes 1.37: Stable Metrics API and Rootless Kubelet in Beta

Kubernetes 1.37: Stable Metrics API and Rootless Kubelet in Beta

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inKubernetesNo Comments
Kubernetes 1.37 Garhwal graduates the Metrics API to stable and moves the rootless kubelet to beta. What changes for autoscaling, security, and upgrades.
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Karmada Graduates: A Multi-Cluster K8s ADR

Karmada Graduates: A Multi-Cluster K8s ADR

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inKubernetesNo Comments
Karmada graduated CNCF on Sept 8, 2026. We break down v1.19's priority scheduling and memory fixes, plus when to pair it with Cluster API in production.
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KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes

KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inKubernetes1 Comment
KEDA 2.21 patches a TriggerAuthentication CVE and removes deprecated Temporal and Azure Pipelines scaler settings. The safe upgrade path from 2.20, which just went EOL.
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Posts pagination

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  • 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
  • OPC UA Companion Specifications for Robotics and Machinery: Interoperability in Practice
  • ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration
  • x402 and HTTP 402: Machine-to-Machine Payments for AI Agents with Stablecoins
  • Passkeys and FIDO2 for Payment Authentication: PSD2 SCA Architecture Guide
  • Container Runtime Security Hardening in 2026: containerd 2.3, CRI-O and Podman 6 CVE Response
  • Istio 1.31 Explained: What Changed and How to Upgrade Your Service Mesh
  • Speculative Decoding Explained: EAGLE-3 vs Medusa vs Lookahead for LLM Inference Speedup
  • Perceptron Mk1.5 Explained: Vision-Language Model Capabilities and Pricing
  • MiniMax M3.1 Flash Preview Explained: Architecture, Pricing and Benchmarks
  • LTX Video Model Explained: Lightricks Architecture, Open Weights and Hardware
  • Brownfield Modbus Retrofit to Unified Namespace: Edge Gateway Options Compared
  • Sovereign Industrial AI Cloud: A Reference Architecture for Physical AI in Europe

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