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"Training labels are policy-dependent baseline trades; classifier probabilities are not calibrated profit forecasts or causal explanations.", "Fixed BTC/ETH/SOL sample has survivorship and regime bias; dynamic 12-pair universe is not historically validated.", "Historical periods can have been inspected previously; no claim of pristine out-of-sample discovery.", "Daily block bootstrap is an uncertainty diagnostic, not a guarantee or protection against repeated researcher selection.", "Global inputs are not backfilled. No historical global-data performance claim is possible." ] }