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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 inDevelopmentNo Comments
TimescaleDB internals explained: hypertables and chunk partitioning, columnar compression, continuous aggregates, retention, and tuning Postgres for time-series at scale.
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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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Sparkplug B 3.0 Protocol: The Complete Technical Guide for Unified Namespace

Sparkplug B 3.0 Protocol: The Complete Technical Guide for Unified Namespace

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted iniiotNo Comments
Deep Sparkplug B 3.0 reference — topic structure, NBIRTH/DBIRTH/NDATA, sequence numbers, state machine, Eclipse Tahu, and UNS deployment patterns.
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DDS Data Distribution Service: Real-Time Pub-Sub Protocol Complete Guide

DDS Data Distribution Service: Real-Time Pub-Sub Protocol Complete Guide

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted iniiotNo Comments
Deep DDS guide — RTPS wire protocol, QoS policies, DataReader/DataWriter semantics, discovery, security, ROS 2 integration, and real deployments.
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Fact-Check: Viral ‘AGI in 2026’ Videos vs What Frontier Models Actually Do

Fact-Check: Viral ‘AGI in 2026’ Videos vs What Frontier Models Actually Do

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
Fact-check of viral AGI countdown videos — what frontier models like GPT-5 and Claude Opus 4.6 actually do, where they fail, and the real 2026 timeline.
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Apple On-Device AI 2026: Neural Engine, Private Cloud Compute Architecture

Apple On-Device AI 2026: Neural Engine, Private Cloud Compute Architecture

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
How Apple Intelligence works — A19 Neural Engine, Private Cloud Compute, attested ML servers, model routing, and the privacy-preserving AI architecture.
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Model Context Protocol (MCP) Explained: How It Works (2026)

Model Context Protocol (MCP) Explained: How It Works (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
Complete MCP architecture guide — JSON-RPC transport, capabilities negotiation, tool discovery, server design, security model, and production patterns.
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IoT in Electric Vehicles 2026: Battery Telematics, OTA, and V2G Architecture

IoT in Electric Vehicles 2026: Battery Telematics, OTA, and V2G Architecture

Posted by By mprcba April 22, 2026Posted iniiotNo Comments
How IoT powers modern EVs — battery telematics, OTA updates, V2G architecture, charging networks, and 2026 benchmarks across Tesla, BYD, Rivian.
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Predictive Maintenance with IoT and Machine Learning: Complete Architecture Guide

Predictive Maintenance with IoT and Machine Learning: Complete Architecture Guide

Posted by By mprcba April 22, 2026Posted iniiotNo Comments
Complete predictive maintenance architecture — vibration/current signatures, feature engineering, RUL models, Condition Monitoring reference design, and ROI.
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PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus

PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus

Posted by By mprcba April 22, 2026Posted iniiotNo Comments
Complete PROFIBUS reference — DP vs PA, RS-485 physics, telegram structure, GSD files, cyclic/acyclic services, diagnostics, and PROFINET migration paths.
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  • Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026
  • AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026
  • Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)
  • STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026
  • MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle
  • Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026
  • EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)
  • IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026
  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Jetson Thor vs Jetson Orin AGX: 2026 Edge AI Upgrade Guide
  • OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline
  • ROS 2 Kilted Kaiju to Lyrical Luth Migration (2026): What Breaks
  • Karpenter vs Cluster Autoscaler for GPU Nodes: 2026 Cost Guide
  • Postgres 18 vs TimescaleDB vs ClickHouse for IoT Time-Series (2026)
  • LangGraph vs CrewAI vs OpenAI Agents SDK vs Pydantic AI (2026)
  • Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack
  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK

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