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The previous commit restored production's sentence so the example is attributed to Geneva. This brings back the newer page's customer-facing framing, that feature engineering costs nothing until it is used and never copies the dataset or touches the videos, while keeping the Geneva link and naming the API the code calls: @udf, add_columns and backfill. The code and its timings, measured with Geneva, are unchanged.