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TimeSeriesWindow -> Tuple<ScaledWindow, ScaleFactor>
Normalize a local time-series window by its mean absolute value to scale arbitrary inputs into a standard range, returning the scaled series and the scale factor.
Problem it solves
Time-series data from different domains has highly variable scales, preventing a single model from generalizing zero-shot.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.