Retrofit Modbus RTU and TCP machines into a Unified Namespace: gateway options, polling vs report-by-exception, data modeling, and failure modes in brownfield plants.
What sovereign industrial AI cloud means for physical AI: data residency, GPU capacity, edge-to-cloud flows, and a reference architecture with trade-offs.
IoT device monitoring for fleets in 2026: presence, OpenTelemetry on constrained devices, twin drift, SLO alerts and cardinality budgets, with verified sources.
PROFINET vs EtherCAT vs OPC UA FX over TSN compared on cycle time, jitter, topology, ecosystem and migration. A decision matrix for 2026 machine networks.
Visual Components launched FactoryLens on NVIDIA tech for industrial digital twins. What is confirmed, the OpenUSD stack under it, and factory workflows.