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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted iniiot1 Comment
OpenPLC v3 reference architecture with Modbus TCP — runtime internals, IEC 61131-3 languages, hardware targets, and a production deployment pattern for open-source PLCs in 2026.
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OpenUSD for Industrial Digital Twins: Architecture Guide

OpenUSD for Industrial Digital Twins: Architecture Guide

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted inDigital TwinNo Comments
Why OpenUSD is the emerging interchange format for industrial digital twins — composition arcs, payloads, schemas, and Omniverse pipelines for shop-floor and process twins in 2026.
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Apache Pulsar Geo-Replication for Industrial IoT Telemetry

Apache Pulsar Geo-Replication for Industrial IoT Telemetry

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted inArchitectureNo Comments
Apache Pulsar geo-replication for industrial IoT — segment storage on BookKeeper, async vs sync replication, multi-region clusters, and a 2026 reference architecture for global telemetry.
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ROS 2 Humble to Jazzy Migration (2026): What Breaks & Fixes

ROS 2 Humble to Jazzy Migration (2026): What Breaks & Fixes

Posted by By MPRAUTO MPRAUTO April 27, 2026Posted inTechNo Comments
Step-by-step ROS 2 Jazzy Jalisco migration from Humble — Ubuntu 24.04 jump, rclcpp/rclpy API changes, DDS profile updates, and the 2026 LTS roadmap for fleet upgrades.
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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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Posts pagination

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  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring
  • Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared
  • Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs
  • MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
  • Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
  • TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
  • Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
  • Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

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