Validating a gold model runs in sequence: in-sample description, out-of-sample testing in a different volatility regime, cost realism with real XAUUSD spreads and slippage, perturbation checks, forward demo and small live.
Go-live criteria — minimum sample, minimum expectancy after costs, maximum acceptable drawdown in dollars per ounce and the size-reduction trigger — must be written before testing starts, not after results appear.