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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
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 inArchitectureNo Comments
Decision matrix comparing InfluxDB 3.0, TimescaleDB 2.17, and ClickHouse 24 for IoT time-series workloads — ingestion rates, compression, query latency, and TCO at scale.
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Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)

Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inArchitectureNo Comments
Apache Polaris vs Project Nessie vs Unity Catalog OSS — branching, multi-engine federation, AuthN/AuthZ, and the right Iceberg catalog for production lakehouses in 2026.
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Building an MQTT-to-Kafka Bridge with Kafka Connect: Production Tutorial

Building an MQTT-to-Kafka Bridge with Kafka Connect: Production Tutorial

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
Step-by-step production tutorial for bridging MQTT to Kafka with the Lenses MQTT Source connector — schema mapping, QoS handling, Sparkplug B decoding, and HA topology.
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Crossplane Composition Functions: Internal Developer Platform Guide

Crossplane Composition Functions: Internal Developer Platform Guide

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inArchitectureNo Comments
Crossplane Composition Functions (v1.14+) deep dive — Pipeline Mode, KCL/Python/Go runtimes, building self-service IDP abstractions, and when functions beat raw patches.
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OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison

OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
OPC UA Pub/Sub architecture compared — UDP UADP for deterministic LAN delivery vs MQTT for cloud-friendly fan-out. Mappings, message security, and when each wins.
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ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared

ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
ISA-100.11a vs WirelessHART head-to-head — TSCH MAC, 802.15.4 PHY, security architecture, gateway models, and how to choose for process automation networks.
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Edge LLM Benchmark Q2 2026: Llama 3.3, Phi-4, Gemma 3 on Jetson Orin

Edge LLM Benchmark Q2 2026: Llama 3.3, Phi-4, Gemma 3 on Jetson Orin

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inAINo Comments
Living benchmark — Llama 3.3 8B, Phi-4 14B, and Gemma 3 9B running on Jetson Orin AGX 64GB. Tokens/sec, time-to-first-token, memory, power. Updated quarterly.
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IO-Link Wireless: Industrial Sensor Network Architecture

IO-Link Wireless: Industrial Sensor Network Architecture

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
IO-Link Wireless reference architecture — 2.4 GHz time-slotted protocol, 5 ms cycle time, master–device topology, coexistence with Wi-Fi/BT, and IODD device descriptions.
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Real-Time Asset Tracking with MQTT 5.0 and InfluxDB 3.0 Tutorial

Real-Time Asset Tracking with MQTT 5.0 and InfluxDB 3.0 Tutorial

Posted by By MPRAUTO MPRAUTO April 23, 2026Posted iniotNo Comments
Working tutorial — build a production-grade real-time asset tracking system with MQTT 5.0, InfluxDB 3.0, and a lightweight geofencing engine. Code, Docker, Grafana included.
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Asset Administration Shell: Industry 4.0 Submodels Guide

Asset Administration Shell: Industry 4.0 Submodels Guide

Posted by By MPRAUTO MPRAUTO April 23, 2026Posted inDigital TwinNo Comments
AAS architecture — how Asset Administration Shell submodels, IDTA specs, and Industry 4.0 digital nameplates standardize digital twins across OEMs, PLCs, and ERP systems.
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Posts pagination

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  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)
  • d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)
  • Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026
  • Dapr for Distributed Microservices: A 2026 Tool Deep-Dive and Tutorial
  • PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • RAG Evaluation Architecture: Faithfulness, Context Precision, and RAGAS-Style Metrics (2026)
  • Industrial World Models: How Physical AI Is Reshaping Factory Autonomy in 2026
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • Isaac Sim vs Gazebo vs MuJoCo: Choosing a Robot Simulator in 2026
  • Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)
  • Qwen3.6 Explained: Hybrid MoE Architecture, 1M Context, and Benchmarks
  • Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation
  • Qualcomm Buys Modular: The CUDA Moat and the Portable AI Compiler Play
  • How Superconductors Actually Work (and Why They Levitate)
  • Quantum Error Correction Explained: Surface Codes and the Path to Fault Tolerance
  • AML with Graph Neural Networks: Detecting Laundering Rings and Synthetic Identity
  • MPC Wallet Custody Architecture: Threshold Signatures and Key Sharding (2026)
  • Internal Developer Platform Comparison: Backstage vs Port vs Cortex (2026)
  • AIOps Incident Response Architecture: Agentic SRE and Alert Correlation (2026)
  • Feature Store Architecture: Online/Offline Parity and Point-in-Time Correctness
  • Confidential AI Inference: TEEs and GPU Confidential Computing (2026)
  • W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)
  • Llama 4 Explained: Scout, Maverick, and Behemoth (MoE)
  • How MRI Actually Works: The Physics of Magnetic Resonance
  • Optogenetics: Engineering Light-Controlled Neurons
  • Micron’s AI Memory Supercycle: Why HBM Is the Bottleneck
  • Vector Database Benchmarks 2026: Pinecone, Weaviate, Qdrant
  • Low-Latency Market Data Feed Handler: Engineering Guide
  • NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)
  • SCADA vs OPC vs IoT Platform vs Data Historian (2026)
  • IoT in Clinical Trials: Architecture for Efficiency
  • RWA Tokenization Architecture: Issuance to Settlement
  • Confidential Containers on Kubernetes: A 2026 Guide
  • Multi-Region Active-Active Database Architecture (2026)

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