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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Fact-Check: ‘AI Replaced 40% of Coding Jobs’ — What 2026 Studies Show

Fact-Check: ‘AI Replaced 40% of Coding Jobs’ — What 2026 Studies Show

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inAINo Comments
Dissecting viral 2026 claims that AI replaced 40% of software jobs — Stack Overflow survey, Anthropic Economic Index, BLS data, and what's hype vs reality.
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BACnet/IP and BACnet Secure Connect: Building Automation Deep Dive

BACnet/IP and BACnet Secure Connect: Building Automation Deep Dive

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
BACnet/IP architecture, BACnet Secure Connect (BACnet/SC), object model, BBMD broadcasting, hub-and-spoke topology, and the 2026 cybersecurity migration story.
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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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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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Posts pagination

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  • How CMOS Image Sensors Actually Work: Photons to Pixels (2026)
  • AlphaFold 3 Protein-Ligand Co-Folding: Architecture & Use Cases
  • AMD MI400 Instinct Architecture for AI Training (2026)
  • TWAP Execution Algorithm Architecture: Design & Slippage (2026)
  • Apache Pulsar Geo-Replication Architecture for Multi-Region (2026)
  • OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters
  • Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026)
  • LLM Tokenization Deep Dive: BPE, SentencePiece, Tiktoken (2026)
  • Aras Innovator Architecture: Open-Source PLM Reference (2026)
  • Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit
  • Claude 4.6 Agent Tool Use Patterns for Production (2026)
  • Tesla Optimus Gen 3 Architecture: Compute, Battery, Actuators
  • IEC 61850 Substation Automation: GOOSE, MMS, Sampled Values (2026)
  • Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)
  • Kling O1 (Updated 2026): Unified AI Video Model for Editing
  • Kling AI: The Video Model Taking on Sora and Veo (2026)
  • Digital Twin Components: Anatomy of a Production Twin (2026)
  • How Heat Pumps Actually Work (and Why They Beat 100%)
  • mRNA Beyond Vaccines: Programmable Therapeutics Explained
  • Silicon Photonics & Co-Packaged Optics: 2026 Analysis
  • ISO 20022 Migration: A Payments Architecture Guide (2026)
  • OpenTofu in Production: Migrating from Terraform (2026)
  • Istio Ambient Mesh vs Linkerd: Service Mesh ADR (2026)
  • MoveIt 2 vs Tesseract: Robot Motion Planning Compared
  • KV Cache Optimization for LLM Inference: A Deep Dive
  • The Digital Thread in PLM: Architecture & Implementation
  • Fact-Check: 6 Digital Twin Claims That Break in Production
  • Mixture-of-Experts (MoE) LLM Architecture Explained (2026)
  • NVIDIA Jetson Thor: Humanoid Robot Compute Architecture
  • Digital Twins in Oil & Gas: Offshore Predictive Maintenance
  • NVIDIA L4 + VMware for AI Inference (2026 Update)
  • DMZ and Port Forwarding: Secure Remote Access Architecture
  • The IoT Protocol Stack: A Modular Architecture Guide (2026)
  • Vehicle-to-Infrastructure (V2I): Architecture & Implementation
  • How Lithium-Ion Batteries Work (and Why They Catch Fire)
  • AlphaFold 3 and Protein Structure Prediction Explained
  • Why Hyperscalers Build Custom AI Chips (2026 Analysis)
  • Order Management System Architecture for Trading (2026)
  • OpenTelemetry for Industrial IoT Observability (2026)

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