Built and ran a 20K video whisper transcription pipeline for RE wholesaling content. Achieved 994 transcripts (33.1M chars) with 0% failure rate using MLX GPU acceleration, batch download/transcribe pattern, Chrome cookie auth, and guru first index ordering. Pipeline Engineering Built scripts/wholes