A step-by-step guide to setting up a fully local audio transcription pipeline using OpenAI's Whisper library and a Red Hat AI validated model (whisper-large-v3-turbo-FP8-dynamic) from HuggingFace. The setup uses the uv Python package manager, a virtual environment, and the hf CLI tool to download the ~1GB model. Once configured, transcription runs entirely offline with no audio data leaving the local machine, addressing privacy concerns with cloud-based transcription services.

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