Reduce speaker over-segmentation in auto clustering

Add pyannote-first diarization path and tune fallback clustering

Fix portability, model cache handling, and deploy token safety

Debug from_hparams signature

Add debug endpoint

Fix cache dir for HuggingFace Spaces

Initial commit: Speaker Diarization System