Data Center Reliability in the AI Era: Five Systems Operators Cannot Ignore
A practical checklist for the plant behind the IT load: cooling, electrical distribution, pumps, backup power and environment, and what to watch in each.
Research
Research notes from AFFERENT explaining the ideas behind machine health intelligence and how physical failure can be recognized early.
Research articles
What a Machine Health Score Could Mean for Insurance, Maintenance and Asset Finance
Lending scores made financial risk legible. How a machine health score could work for maintenance, insurance and asset finance, and what it must prove first.
Industrial AI Buyers Don't Buy Models. They Buy Reliability.
Industrial buyers judge monitoring on reliability, not models. How they decide, why pilots stall, and how to build an honest ROI case with your own numbers.
What Makes Industrial AI Defensible? Data, Deployment and Trust
Data alone protects less than many assume. A framework for what makes industrial AI hard to copy: the right data, deployment, workflow and earned trust.
From Pipelines to Pump Stations: Monitoring Distributed Industrial Assets
Pipelines and water networks spread small, unattended machines over huge areas. What makes them hard to monitor, and how a distributed sensing network works.
Remote Infrastructure Monitoring: The Economics of Sending People vs. Sending Data
What a routine site visit really costs, a worked comparison of scheduled visits with continuous monitoring, and why distance and alert precision matter.
Monitoring Renewable Energy Assets Beyond the Inverter Dashboard
Inverter dashboards track a plant's output, not its machines. Where trackers, cooling, transformers and battery plant hide risk, and where visibility pays.
The Grid Should Be Able to Feel Itself
The grid senses voltage and flow in fine detail but knows little about the condition of its equipment. Where that gap sits, why it matters now, and what helps.
The Modern Factory as a Living System
A factory behaves like a body: organs, circulation and nerves. How its systems depend on each other, a compressor failure worked through, and what to monitor.