Blog - IoT Digital Twin PLM

Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem

By MPRAUTO MPRAUTO July 2, 2026AINo Comments

Long-context LLM benchmarks in 2026: why 1M-token windows do not mean 1M-token reasoning, RULER, NIAH, effective context length, and how to test long-context models properly.

Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem

By MPRAUTO MPRAUTO July 2, 2026AINo Comments

Long-context LLM benchmarks in 2026: why 1M-token windows do not mean 1M-token reasoning, RULER, NIAH, effective context length, and how to test long-context models properly.

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

By MPRAUTO MPRAUTO July 2, 2026AINo Comments

How to evaluate RAG systems in production: faithfulness, context precision/recall, answer relevancy, RAGAS-style metrics, golden sets, and an evaluation pipeline architecture.

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

By MPRAUTO MPRAUTO July 2, 2026TechNo 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.

FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)

By MPRAUTO MPRAUTO July 2, 2026Digital 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.

FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)

By MPRAUTO MPRAUTO July 2, 2026Digital 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.

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

By MPRAUTO MPRAUTO July 2, 2026Tech1 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.

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

By MPRAUTO MPRAUTO July 2, 2026iiotNo 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.

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

By MPRAUTO MPRAUTO June 29, 2026AINo 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.

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

By MPRAUTO MPRAUTO June 29, 2026KubernetesNo 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.

IoT Digital Twin PLM

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

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