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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
RAG Evaluation Architecture: Faithfulness, Context Precision, and RAGAS-Style Metrics (2026)

RAG Evaluation Architecture: Faithfulness, Context Precision, and RAGAS-Style Metrics (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inAINo Comments
How to evaluate RAG systems in production: faithfulness, context precision/recall, answer relevancy, RAGAS-style metrics, golden sets, and an evaluation pipeline architecture.
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Industrial World Models: How Physical AI Is Reshaping Factory Autonomy in 2026

Industrial World Models: How Physical AI Is Reshaping Factory Autonomy in 2026

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inTechNo Comments
Industrial world models explained: how learned simulators and physical AI give robots and digital twins predictive foresight, and what it means for factory autonomy in 2026.
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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)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inDigital TwinNo Comments
A hands-on FMI 3.0 co-simulation tutorial using FMPy in Python: importing FMUs, master algorithms, clocks and terminals, and orchestrating a multi-FMU digital twin.
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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)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inDigital TwinNo Comments
A hands-on FMI 3.0 co-simulation tutorial using FMPy in Python: importing FMUs, master algorithms, clocks and terminals, and orchestrating a multi-FMU digital twin.
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Isaac Sim vs Gazebo vs MuJoCo: Choosing a Robot Simulator in 2026

Isaac Sim vs Gazebo vs MuJoCo: Choosing a Robot Simulator in 2026

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inTech1 Comment
Isaac Sim vs Gazebo vs MuJoCo compared for robotics: physics fidelity, GPU parallelism, photorealistic sensors, ROS 2 integration, sim-to-real, and a decision matrix for 2026.
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Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted iniiotNo Comments
A reference architecture for Module Type Package (MTP): the VDI/VDE/NAMUR 2658 model, MTP services, POL orchestration, and how modular automation decouples equipment from the DCS.
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Qwen3.6 Explained: Hybrid MoE Architecture, 1M Context, and Benchmarks

Qwen3.6 Explained: Hybrid MoE Architecture, 1M Context, and Benchmarks

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted inAINo Comments
Qwen3.6 explained: Alibaba's hybrid Gated DeltaNet MoE flagship, the open-weight 27B and 35B-A3B variants, 1M-token context, benchmarks, license, pricing, and how to deploy it.
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Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation

Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted inKubernetesNo Comments
A 2026 Kubernetes multi-tenancy decision record: soft vs hard isolation, namespaces, hierarchical namespaces, vCluster, Capsule, and Kata - choosing the right tenancy model for your platform.
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Qualcomm Buys Modular: The CUDA Moat and the Portable AI Compiler Play

Qualcomm Buys Modular: The CUDA Moat and the Portable AI Compiler Play

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted inTechNo Comments
Analysis of Qualcomm's acquisition of Modular: why the CUDA moat is a compiler problem, how MLIR and portable kernels threaten Nvidia lock-in, and what it means for AI hardware.
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How Superconductors Actually Work (and Why They Levitate)

How Superconductors Actually Work (and Why They Levitate)

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted inScienceNo Comments
How superconductors actually work: Cooper pairs, the BCS mechanism, the Meissner effect and flux pinning behind quantum levitation, and why room-temperature superconductivity is so hard.
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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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