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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Build an OPC UA Server in Python with asyncua (Tutorial)

Build an OPC UA Server in Python with asyncua (Tutorial)

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted iniiotNo Comments
Hands-on tutorial: building a production-ready OPC UA server in Python with asyncua — address space modeling, security policies, subscriptions, and Docker packaging for IIoT in 2026.
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AlphaProteo: De Novo Protein Binder Design with AI

AlphaProteo: De Novo Protein Binder Design with AI

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted inScienceNo Comments
How DeepMind AlphaProteo designs de novo protein binders — diffusion + structure prediction, target-conditioning, in vitro hit rates, and the 2026 outlook for AI-designed therapeutics.
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Anthropic Claude Opus 4.6: Architecture & Capabilities (2026)

Anthropic Claude Opus 4.6: Architecture & Capabilities (2026)

Posted by By MPRAUTO MPRAUTO April 26, 2026Posted inAINo Comments
What is publicly known about Anthropic Claude Opus 4.6 — capability tier, agentic coding, computer use, MCP integration, and how it positions against GPT-5 and Gemini 3 in 2026.
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Anthropic Cowork Mode: Desktop AI Agent Architecture Explained

Anthropic Cowork Mode: Desktop AI Agent Architecture Explained

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inAINo Comments
Inside Anthropic Cowork mode — desktop agent architecture, MCP plugin model, sandboxed shell, computer use tier system, and how it differs from Claude Code in 2026.
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NVIDIA Spectrum-X: Ethernet Fabric for 100K-GPU AI Clusters

NVIDIA Spectrum-X: Ethernet Fabric for 100K-GPU AI Clusters

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inAINo Comments
How NVIDIA Spectrum-X re-architects Ethernet for AI training fabrics — adaptive routing, congestion control, BlueField-3 DPUs, and why it competes with InfiniBand at 100K-GPU scale.
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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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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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Posts pagination

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  • 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
  • NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR
  • On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX
  • Jetson Thor vs Hailo-10H vs Coral (2026): Edge Inference Pick
  • Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom
  • OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS
  • AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)
  • Diffusion Policy for Robot Manipulation: Imitation Learning (2026)
  • Request to Pay and Account-to-Account Payments: An Architecture (2026)
  • Kubernetes Secrets Management with External Secrets Operator (2026)
  • LLM Function Calling and Tool Use: A Production Architecture (2026)
  • Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)
  • Brain-Computer Interface Neural Decoding Architecture (2026)
  • 6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)
  • Network Tokenization Architecture for Card Payments (2026)
  • Durable Execution Architecture: Temporal, Restate and DBOS (2026)
  • ColPali and Visual Document Retrieval: Late-Interaction RAG (2026)

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