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Kubernetes Graceful Shutdown and PodDisruptionBudgets: Why Rollouts Still Drop Requests

Kubernetes Graceful Shutdown and PodDisruptionBudgets: Why Rollouts Still Drop Requests

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inKubernetes1 Comment
Kubernetes graceful shutdown explained: SIGTERM, preStop hooks, endpoint propagation races, terminationGracePeriod, PodDisruptionBudgets and readiness.
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Kubernetes ValidatingAdmissionPolicy and CEL: Admission Control Without Webhooks

Kubernetes ValidatingAdmissionPolicy and CEL: Admission Control Without Webhooks

Posted by By MPRAUTO MPRAUTO October 9, 2026Posted inKubernetes1 Comment
Kubernetes ValidatingAdmissionPolicy explained: CEL expressions, bindings, parameters, audit and warn actions, MutatingAdmissionPolicy status and when to.
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Istio 1.31 Explained: What Changed and How to Upgrade Your Service Mesh

Istio 1.31 Explained: What Changed and How to Upgrade Your Service Mesh

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted inKubernetesNo Comments
Istio 1.31 explained: ambient mesh changes, deprecations and upgrade notes, plus a safe revision-based canary upgrade plan for sidecar or ambient mode.
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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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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 inKubernetes1 Comment
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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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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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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Posts pagination

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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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