Roboflow Inference with Enterprise Offline Mode lets organizations run computer vision models and Workflows on their own hardware with no public internet access, keeping camera feeds, inference, and p…
Roboflow published a guide detailing how manufacturers should run computer vision inference at the edge rather than in the cloud, citing a standard cloud round trip of 100-300 ms, roughly 1.49 Gbit/s …
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…