The Economics of Unplanned Downtime: What Operators Need to Measure
Unplanned downtime costs large firms about 11% of revenue, per Siemens. What makes up the total, how to estimate it for one plant, and what to measure.
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Why Machines Need a Nervous System
Infrastructure was built to act, not to feel. Sensors as receptors, networks as nerves and machine intelligence as the brain explain what comes next.
What Is Physical AI? A Practical Guide to Intelligence Beyond the Screen
Physical AI takes input from sensors and acts in the real world. A guide to its four families, the loop every system runs, and its uses in industry today.
The Next Great AI Companies Won't Live Entirely in the Cloud
The first wave of AI ran on data already sitting in data centers. The next depends on signals from physical machines, and most will never reach the cloud.
Introducing AFFERENT: Intelligence for the Physical World
AFFERENT is building NODE devices, edge AI and cloud software so machines and infrastructure can sense, communicate and understand their own condition.