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Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture

Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inDevelopment1 Comment
Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture - updated October 2026 with verified facts, diagrams and FAQ.
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InfluxDB 3 vs TimescaleDB vs ClickHouse for IoT Time Series (2026)

InfluxDB 3 vs TimescaleDB vs ClickHouse for IoT Time Series (2026)

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inDevelopment1 Comment
InfluxDB 3 vs TimescaleDB vs ClickHouse for IoT Time Series (2026) - updated October 2026 with verified facts, diagrams and FAQ.
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Cloud IoT Device Monitoring Solutions: 2026 Architecture Guide

Cloud IoT Device Monitoring Solutions: 2026 Architecture Guide

Posted by By mprcba April 23, 2026Posted inDevelopmentNo Comments
Cloud IoT Device Monitoring Solutions: 2026 Architecture Guide - updated October 2026 with verified facts, diagrams and FAQ.
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Trino vs Presto vs Apache Spark: Lakehouse Query Engines Compared (2026)

Trino vs Presto vs Apache Spark: Lakehouse Query Engines Compared (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopmentNo Comments
Trino vs Presto vs Apache Spark for the lakehouse: MPP vs batch execution, latency, concurrency, Iceberg support, cost, and a decision matrix for query engines in 2026.
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TimescaleDB Internals: Hypertables, Chunks, Compression, and Continuous Aggregates (2026)

TimescaleDB Internals: Hypertables, Chunks, Compression, and Continuous Aggregates (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopment1 Comment
TimescaleDB internals explained: hypertables and chunk partitioning, columnar compression, continuous aggregates, retention, and tuning Postgres for time-series at scale.
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Cilium eBPF Service Mesh: L3-L7 Networking, Observability, Security (2026)

Cilium eBPF Service Mesh: L3-L7 Networking, Observability, Security (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopment1 Comment
Cilium eBPF service mesh explained: sidecar-free L3-L7 networking, Hubble observability, network policy, mTLS, and why eBPF is reshaping Kubernetes networking in 2026.
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Rust Embedded Development: How to Build no_std Firmware for Microcontrollers (2026)

Rust Embedded Development: How to Build no_std Firmware for Microcontrollers (2026)

Posted by By MPRAUTO MPRAUTO April 19, 2026Posted inDevelopment1 Comment
Step-by-step Rust embedded guide — no_std setup, Embassy async, RTIC, HAL crates, flashing ARM Cortex-M, and production firmware patterns.
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Apache Kafka Tiered Storage Architecture: How KIP-405 Unlocks Infinite Retention (2026)

Apache Kafka Tiered Storage Architecture: How KIP-405 Unlocks Infinite Retention (2026)

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inDevelopmentNo Comments
Apache Kafka tiered storage explained: KIP-405 remote log architecture, local vs remote segments, infinite retention economics, and what changed for Kafka 4.x in 2026.
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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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