Overcast podcast app developer Marco Arment built a 48-Mac mini server cluster to run local AI transcription, avoiding unpredictable high costs of cloud services. The Apple Silicon fleet handles distributed processing, while audio fingerprinting and deduplication solve dynamic ad insertion challenges, making long-term operational expenses more controllable.





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