Listen to a clip, then score it against the learned baseline. Normal valves click strongly and regularly — failing ones click weakly or erratically. Hear it first, then let the engine agree with you.
one pass through every item in the library
server-side sensor stream: a reading every few seconds, mostly
normal, for 5 minutes — keeps running if you close this tab
Held-out normal clips
Suspect clips
Session
0items scored
0flagged anomalous
0.50verdict threshold
Live IoT feed
Start the live feed to watch
readings arrive from the sound and amperage rigs.
Latest verdict
Score an item to see its signal and verdict.
Monitoring agent
The agent watches the event stream and posts observations here.