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Feature Flag Architecture: OpenFeature, Targeting Rules and Progressive Delivery at Scale

Feature Flag Architecture: OpenFeature, Targeting Rules and Progressive Delivery at Scale

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inTech1 Comment
Feature flag architecture explained: OpenFeature, flag evaluation models, targeting and bucketing, kill switches, flag debt and progressive delivery, with.
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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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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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CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes

CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
CODESYS 4 1.0 ships a browser-based, Git-friendly PLC IDE on the same compiler and runtime. What changes vs CODESYS 3, what is missing, who should switch.
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Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge

Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge

Posted by By MPRAUTO MPRAUTO September 23, 2026Posted inTech1 Comment
Terraform 1.16 adds store blocks, import-in-modules and destroy=false; OpenTofu 1.13 RC adds linting and drops WinRM. Feature-by-feature upgrade guide.
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Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared

Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTech1 Comment
Postgres 19 brings REPACK into core. How it compares to pg_repack and VACUUM FULL on locking, disk headroom, and failure recovery - plus what got cut from 19.
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Podman vs Docker (2026): Rootless, Daemonless & Compose Tested

Podman vs Docker (2026): Rootless, Daemonless & Compose Tested

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inKubernetesNo Comments
Podman vs Docker in 2026: rootless and daemonless architecture, pods, systemd/Quadlet, compose compatibility, security and CI. A practical 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 inTech1 Comment
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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Kafka KRaft in Production: Migrating Off ZooKeeper — A Hands-On Guide (2026)

Kafka KRaft in Production: Migrating Off ZooKeeper — A Hands-On Guide (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted inDevelopmentNo Comments
A hands-on Kafka KRaft tutorial: the metadata quorum, migrating a ZooKeeper cluster to KRaft, controller sizing, rollback, and operating KRaft in production in 2026.
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Edge Observability ADR: OpenTelemetry vs Prometheus+Loki

Edge Observability ADR: OpenTelemetry vs Prometheus+Loki

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inKubernetes3 Comments
An ADR-style 2026 decision on edge-fleet observability: OpenTelemetry vs Prometheus+Loki, collector topology, cost at the edge, and the consequences of each.
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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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