Blog - IoT Digital Twin PLM

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.

Why Humanoid Robotics Is Having Its ‘iPhone Moment’ in 2026

By MPRAUTO MPRAUTO April 16, 2026TechNo Comments

VLA models + falling actuator costs + labor constraints — why humanoid robotics hit an inflection point in 2026 and who ships first.

Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

By MPRAUTO MPRAUTO April 15, 2026iiotNo Comments

A production-grade UNS reference architecture for industrial IoT — Sparkplug B, broker topology, schema governance, ISA-95 alignment, and failure modes.

OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)

By MPRAUTO MPRAUTO April 15, 2026iiotNo Comments

OPC UA vs MQTT Sparkplug B compared for industrial IoT: information modelling, report-by-exception, the Unified Namespace, latency, security, and a decision matrix for OT architects.

Building a Digital Twin with DTDL v3 and Azure Digital Twins: End-to-End Tutorial

By MPRAUTO MPRAUTO April 15, 2026Digital TwinNo Comments

Full walk-through: model in DTDL v3, deploy Azure Digital Twins, ingest telemetry, query the twin graph, and build a dashboard.

ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record

By MPRAUTO MPRAUTO April 15, 2026TechNo Comments

ArgoCD vs Flux for GitOps at scale: UI and multi-tenancy vs GitOps Toolkit modularity, ApplicationSets vs Kustomize, scaling limits, and a decision matrix updated for 2026.

Prime Editing 3.0: How the Newest CRISPR Variant Works (and Why It Matters)

By MPRAUTO MPRAUTO April 15, 2026ScienceNo Comments

A plain-English walk-through of Prime Editing 3.0 — what PE3 fixes vs base editing, how pegRNAs work, and where it still fails.

Technical Product Manager in 2026: Roles, Responsibilities, and the Modern Stack

By mprcba March 28, 2023BusinessNo Comments

A 2026 guide to the technical product manager role: responsibilities across discovery to delivery, AI-era workflows, metrics, artifacts, and how PM differs from PO and TPM.

IoT Digital Twin PLM