A new arXiv preprint (2608.21418v1) presents a composable trust infrastructure for manufacturing knowledge graphs that integrates SHACL validation, PROV-O provenance, domain-aware bi-temporal versioni…
Nodeblue, an applied research lab, built Nexus, a system that parses industrial control code instead of embedding it, to ensure accurate answers about live machinery. In tests, eleven frontier models …
Roboflow explains that a unified namespace (UNS) is a single hierarchical data model, typically carried over MQTT, where every system in a plant publishes its current state once and consumers subscrib…
A developer built Limen Edge, a middleware agent that converts PLC data from protocols like Modbus TCP, OPC UA, and EtherNet/IP into REST and gRPC APIs, aiming to simplify industrial data access for w…
Roboflow released a guide for integrating its computer vision workflows with OPC UA servers, enabling detection data to be written as live tags accessible to PLCs, SCADA, and dashboards. The process r…