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Kubernetes

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Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy

Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTech1 Comment
Cilium 1.20 ships the Gateway API ExternalAuth filter from GEP-1494. How it compares with oauth2-proxy and Istio, and why Experimental matters.
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Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn

Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
Kubernetes 1.37 promotes PodGroup and gang scheduling to beta and adds CompositePodGroup. Do you still need Volcano, Kueue or YuniKorn?
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Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs

Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTech1 Comment
Gateway API v1.6 graduates TCPRoute and UDPRoute to Standard and v1. What that means for MQTT, Postgres and DNS traffic you used to route with vendor CRDs.
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Kubernetes Pod Certificates vs SPIFFE/SPIRE vs cert-manager: Choosing Workload mTLS in 2026

Kubernetes Pod Certificates vs SPIFFE/SPIRE vs cert-manager: Choosing Workload mTLS in 2026

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTech1 Comment
Pod certificates went stable in Kubernetes v1.37. How built-in pod certs compare with SPIFFE/SPIRE and cert-manager on trust, rotation and cost.
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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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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 inKubernetes1 Comment
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 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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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 inKubernetes2 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 inKubernetes1 Comment
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 inKubernetes2 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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  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Digital Product Passport Architecture: The EU ESPR Data Model (2026)
  • TWAP Execution Algorithm Architecture: Design & Slippage (2026)
  • Q2 2026 LLM Inference Benchmark: vLLM vs TGI vs SGLang vs Triton
  • Multi-Agent Orchestration 2026: MCP vs A2A vs LangGraph
  • RT-DETR vs YOLO: NMS-Free Transformer Object Detection, Latency and Edge Deployment with TensorRT (2026)
  • Model Predictive Control (MPC) vs PID: Constraints, Prediction Horizons and a Hands-On OSQP and acados Tutorial (2026)
  • IO-Link and IO-Link Wireless: Master Architecture, IODD, Process Data and Integration with OPC UA and MQTT (2026)
  • Credit Scoring and Underwriting ML Architecture: Scorecards, Gradient Boosting, Adverse Action Explainability and Monitoring (2026)
  • Basel III Endgame Risk-Weighted Assets Engine: Standardised Approach Calculation Architecture and Data Lineage (2026)
  • 3-D Secure 2 (EMV 3DS) Architecture: PSD2 SCA, Frictionless vs Challenge Flows and Risk-Based Authentication (2026)
  • Polars vs DuckDB vs DataFusion: Apache Arrow Analytical Engines Compared for 2026 Workloads
  • S3-Compatible Object Storage: Ceph RGW vs MinIO vs SeaweedFS vs Garage Architecture Decision Record (2026)
  • Slurm vs Kubernetes for AI Training: Kueue, Volcano, Slinky and the 2026 GPU Scheduling Decision Guide
  • NVLink vs InfiniBand vs RoCE: NCCL All-Reduce, Collectives and GPU Cluster Network Design for AI Training (2026)
  • OpenAI Triton GPU Kernel Programming Tutorial: Block-Level Tiling, Fused Kernels and When to Choose CUDA, CUTLASS or CuTe (2026)
  • FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FlashAttention-3/4 on Modern GPUs (2026)
  • Impedance vs Admittance Control: Compliant Robot Manipulation, Force Control and Contact-Rich Tasks (2026)
  • Virtual Power Plant Architecture: DER Aggregation, OpenADR 3, IEEE 2030.5 and Grid Services (2026)
  • MITRE ATT&CK for ICS: OT Threat Detection, Passive Network Monitoring and Zeek-Based Architecture (2026)
  • io_uring Explained: Linux Async I/O, Submission and Completion Rings and High-Performance Servers (2026)
  • Kubernetes Operators in Depth: Controller-Runtime, Reconciliation Loops, CRD Design and Finalizers (2026)
  • QUIC and HTTP/3 Deep Dive: Handshake, Streams, Loss Recovery and Congestion Control (2026)
  • Vision Transformer vs ConvNeXt vs Swin: Choosing a Vision Backbone for Industrial Inspection and Edge Deployment (2026)
  • Speech Recognition Architecture: CTC vs RNN-T vs Attention Encoder-Decoder, Whisper and Streaming ASR (2026)
  • Flow Matching and Rectified Flow vs Diffusion Models: How Modern Generative Models Sample (2026)
  • XVA and CVA: Counterparty Credit Risk, Monte Carlo Exposure Simulation and GPU Architecture (2026)
  • Trade Surveillance Architecture: Detecting Spoofing, Layering and Wash Trading Under MAR and Dodd-Frank (2026)
  • Options Pricing Engine Architecture: Black-Scholes, Greeks, SABR/Heston Calibration and Real-Time Risk (2026)
  • Hawkes Processes for Order Flow: Self-Exciting Intensity Models in Market Microstructure (2026)
  • Remaining Useful Life Prediction: Prognostics with Weibull, Survival Analysis, LSTM and Particle Filters (2026)
  • Time-Series Compression for IoT Telemetry: Gorilla, Delta-of-Delta, XOR and Swinging-Door (2026)
  • MiFID II RTS 25 Clock Synchronization: Trade Timestamping, PTP, GPS and Audit Architecture (2026)
  • Model Risk Management for ML Credit Models: SR 11-7, Validation, Explainability and Monitoring (2026)
  • Avellaneda-Stoikov Market Making: Inventory Risk, Reservation Price and System Architecture (2026)
  • Parquet vs ORC vs Lance vs Vortex: Columnar File Formats Compared for 2026
  • Overload Control: Backpressure, Load Shedding, Adaptive Concurrency Limits and CoDel (2026)
  • XDP and eBPF Layer-4 Load Balancing: Katran, Cilium and Maglev Hashing Explained (2026)
  • LLM Pretraining Data Curation: Deduplication, MinHash LSH, Quality Filters and Data Mixtures (2026)

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