Building anomaly detection methods and datasets that actually ship.
SingleBungles is a small research & engineering team focused on anomaly detection techniques and open, practical datasets — starting with a 3D printer + sound anomaly detection dataset.
What we do
We design reproducible protocols, record data under controlled scenarios, build strong baselines, and release datasets with documentation that other teams can actually use.
audio anomaly detection
dataset engineering
reproducible evaluation
Core mission
Create a 3D printer anomaly detection + sound anomaly detection dataset. This shared mission is what brought the team together.
3D printing
machine monitoring
open baselines