Critical anomalies often don’t appear where we expect them
Early signs may be hidden in parameters that aren’t typically in focus. In many cases, slow but consistent changes in sensor readings can start months or even years before a major failure occurs.
The data is there. The signal is present. Yet it may go unnoticed; not due to lack of expertise, but because attention is naturally directed elsewhere.
Early detection doesn’t always prevent failure, but it can make a difference. A quiet, autonomous observer monitoring all parameters and tracking long-term trends could raise an early flag. That alert might prompt timely investigation and lead to more informed decisions.
