MPR CB, Author at IoT Digital Twin PLM

AI Agents in the Enterprise 2026: Past the Trough of Disillusionment, What Actually Ships

By MPRAUTO MPRAUTO April 16, 2026AINo Comments

AI agents in the enterprise in 2026: why most pilots stalled, the patterns that actually reach production, evaluation and guardrails, ROI, and a deployment maturity model.

Physical AI in Robotics: How Vision-Language-Action Models Are Enabling General-Purpose Robots

By MPRAUTO MPRAUTO April 16, 2026TechNo Comments

Deep technical explainer on Physical AI and VLA models powering the next generation of autonomous robots. Architecture, training pipelines, sim-to-real transfer, and real-world deployment.

Closed-Loop PLM: Feeding Field Data Back into Product Lifecycle Management for Continuous Improvement

By MPRAUTO MPRAUTO April 16, 2026PLMNo Comments

How closed-loop PLM architectures feed real-world sensor and usage data back into engineering, enabling continuous product improvement. Digital thread, data pipelines, and integration patterns.

AI-Driven Digital Twins: How Machine Learning Transforms Static Models into Autonomous Decision Engines

By MPRAUTO MPRAUTO April 16, 2026Digital TwinNo Comments

How machine learning and real-time inference transform digital twins from passive mirrors into proactive decision-making systems. Architecture, data pipelines, and industrial case studies.

MindSphere vs AWS IoT SiteWise vs Azure IoT Hub: Choosing the Right Industrial IoT Platform in 2026

By MPRAUTO MPRAUTO April 16, 2026iiotNo Comments

Deep-dive comparison of Siemens MindSphere, AWS IoT SiteWise, and Azure IoT Hub for industrial IoT deployments. Architecture, data ingestion, edge capabilities, and cost analysis.

TSMC 2nm and the AI Chip Race in 2026: N2 Ramp, Samsung, Intel 18A, and the $576B Korea Bet

By MPRAUTO MPRAUTO April 16, 2026TechNo Comments

TSMC 2nm (N2) in 2026: gate-all-around ramp, yields, Samsung SF2 and Intel 18A competition, HBM4, and South Koreas $576B fab investment reshaping the AI chip supply chain.

K3s at the Edge: A Production Kubernetes Guide for 2026

By MPRAUTO MPRAUTO April 16, 2026KubernetesNo Comments

A production K3s edge Kubernetes guide: lightweight control plane, datastore options, HA topologies, GitOps fleet management, GPU at the edge, and hardening K3s for remote sites.

Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough

By MPRAUTO MPRAUTO April 16, 2026AINo Comments

Four agentic RAG patterns — planner-retriever, router, graph-RAG agent, reflective RAG. When each is worth it and the failure modes each introduces.