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The brief was small on paper. Collect a few hundred short vertical clips for a captioning experiment, no watermarks, consistent MP4, and the whole thing reproducible from a Python script so a teammate could rerun it next quarter. TikTok was the source. I write Python for a living, so my instinct was the obvious one. […]
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