Welcome to the Architect's Guide to Data Modeling in Manufacturing in UNS-based Architectures. This guide will provide a comprehensive exploration of data modeling in the manufacturing industry, focusing on the fundamental components of Unified Namespace (UNS) architecture.
Discover why most factory-floor LLM demos break apart in production - and how a generate → freeze → test workflow instead turns "AI" into reliable, audit-grade pipelines instead of costly surprises.
From Patented Robotics to Real-Time Dashboards—A Look at How Data-Driven Automation Drives Efficiency in Mushroom Farming
Most manufacturing software looks great in demos but fails on the shop floor -clunky interfaces, missing features, and frustrating workflows. In this 3-part series, we explain why and how UMH takes a different approach with open source, real IT/OT best practices, and a strong focus on user.
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