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Search on train, evaluate once on holdout, never peek at the sealed tail.

An unattended loop that must not contaminate the last months of data.

Slow sky geometry as a continuous z-scored wave, tested against log returns — never raw price.

Lock the condition, market, horizon and train split before you look at holdout.