Catcher Diarization — Streaming Sortformer v2.1, MLX INT8

MLX affine INT8 (group 128) conversion of NVIDIA Streaming Sortformer Diarizer 4spk v2.1 for the Catcher/Tippi on-device speech runtime. Detects up to 4 speakers with 80 ms frame resolution at 16 kHz. Converted with sortformer-convert; inference runs on MLX-C/Metal with no Python, PyTorch, NeMo, or ONNX Runtime.

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