Cardiag Pipeline Uses CLAP Embeddings for Mechanical Fault Triage

Cardiag implements an end-to-end audio pipeline that cleans noisy field recordings and uses frozen CLAP embeddings with linear heads for fault classification. The system achieves 0.93 AUROC on clean engine audio and provides ranked part shortlists with uncertainty calibration for low-quality phone recordings.