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When Programmatic SEO Works (and 3 Signs It Won't)

When programmatic SEO works, it turns a spreadsheet of structured data into thousands of ranking pages that attract real search traffic, without a content team. But the line between a traffic engine and a domain-burning liability is thinner than most…

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Give Your Document OCR Pipeline a Memory

After OCR, most pipelines throw the layout away and re-discover the same form from scratch every time. textract-field-memory is a small, zero-dependency Python layer that remembers where fields sit, checks they landed in the right place, tells you which layout…

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How to cut a video by its transcript with ffmpeg

Any transcriber that returns word timestamps works. Whisper does, and so do most hosted speech-to-text APIs when asked. The clip here is a NASA interview with astronaut Christina Koch, 640×360 at 30 fps, and its transcript is 119 words: Words are addressed by…

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