Blog - IoT Digital Twin PLM

Digital Twin vs Simulation: Architecture Decision Guide (2026)

By mprcba May 16, 2026Digital TwinNo Comments

Digital twin vs simulation — the architectural differences that actually matter, state synchronization, data feedback loops, and a decision matrix for picking the right approach in 2026.

Matter Protocol 2.0 Smart Home Architecture: Deep Dive (2026)

By mprcba May 16, 2026iotNo Comments

Matter Protocol 2.0 architecture deep dive — Thread vs Wi-Fi, fabrics, Multi-Admin, Eco mode, Matter Casting, and a production smart home reference architecture for 2026.

Unified Namespace (UNS) for Industrial Data: 2026 State-of-the-Art Guide

By mprcba May 16, 2026iiotNo Comments

Unified Namespace (UNS) for industrial data in 2026 — Sparkplug B 3.0, ISA-95 alignment, HiveMQ vs EMQX vs NanoMQ benchmarks, and a fully refreshed UNS reference architecture.

WebAssembly at the Edge: WASI Preview 3 Runtime Architecture (2026)

By MPRAUTO MPRAUTO April 29, 2026DevelopmentNo Comments

WebAssembly at the edge with WASI Preview 3 — async, components, capability-based security, and a 2026 reference architecture for sub-millisecond cold-starts on IoT gateways.

Q2 2026 LLM Inference Benchmark: vLLM vs TGI vs SGLang vs Triton

By MPRAUTO MPRAUTO April 29, 2026AINo Comments

Q2 2026 LLM inference benchmark across vLLM, TGI, SGLang, and Triton — throughput, p50/p99 TTFT/TPOT, KV-cache efficiency, and which engine wins per workload class.

Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference

By MPRAUTO MPRAUTO April 29, 2026Digital TwinNo Comments

Digital twin standards in 2026 — ISO 23247, ISO/IEC 30173, the Digital Twin Consortium reference, ISA-95 mappings, and how to pick the right standard for your domain.

MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

By MPRAUTO MPRAUTO April 29, 2026iiotNo Comments

MQTT 5.0 features that actually move the needle — shared subscriptions, topic aliases, flow control, user properties, reason codes, and the 2026 production patterns to use them.

GitOps for Industrial Fleets: ArgoCD vs Flux Production Tutorial

By MPRAUTO MPRAUTO April 29, 2026KubernetesNo Comments

GitOps for industrial fleets in 2026 — ArgoCD vs Flux step-by-step, ApplicationSets for thousands of edges, sync waves, and how to handle disconnected sites and rollbacks.

Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture

By MPRAUTO MPRAUTO April 29, 2026AINo Comments

Federated learning for IoT — FedAvg vs FedProx vs FedOpt aggregation, secure aggregation, differential privacy budgets, and a 2026 deployment blueprint for edge fleets.

Time-Sensitive Networking (TSN): IEEE 802.1Q Architecture Guide

By MPRAUTO MPRAUTO April 29, 2026NetworkNo Comments

Time-Sensitive Networking architecture — IEEE 802.1Qbv scheduling, 802.1AS time sync, 802.1Qbu preemption, CNC/CUC roles, and a 2026 deployment blueprint for OT factories.

IoT Digital Twin PLM