Blog - IoT Digital Twin PLM

Industrial Robotic Systems Architecture: Future Reference (2026)

By mprcba May 16, 2026TechNo Comments

Industrial robotic systems architecture for 2026 — ROS 2 Jazzy fleets, foundation models for robots, VLA stacks, sim-to-real, and a reference architecture for factories shipping today.

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