Robustness tests

Test edge retention and sequence sensitivity before trusting a backtest.

Forward Outlook uses anchored expanding folds to show whether the system retains its edge outside earlier training periods. The Permutation Test compares the observed result with randomized orderings of the same trade sequence.

Both diagnostics keep the original trades intact while testing different ways a convincing backtest can fail.