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.
Using LLMs to generate IEC 61131-3 Structured Text for PLCs: verification gates, simulation, IEC 61508 constraints, and where it is unsafe. Reference pipeline.
Reference architecture for moving OPC UA and MQTT plant data into a digital twin: buffering, store-and-forward, schema, late data, and twin state sync.