Whisper batch transcoder + diarization

The brief

Batch transcribe podcast episodes with Whisper-large-v3 + speaker diarization. GPU-efficient (we have 1 A10G), S3 in / S3 out, emit timestamped JSON. Throughput target: 20 hrs of audio / hr.

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