Template Matching, Not Time Learning — period aliasing, live

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Lomb–Scargle periodogram (sinusoidal)

Box Least Squares periodogram (boxy eclipses)

Two cycles shown. Fold at the true period → two clean eclipses; fold at P/2 or a daily alias → the eclipses smear or collapse. That is the aliasing the diagnostic accounts for.