Bottom-up design covering data integrity (leakage prevention, dynamic slippage), walk-forward robustness (degradation curves, noise injection), risk auto-enforcement (drawdown→position reduction, kill switch→liquidation), and end-to-end pipeline integration with operating mode transitions. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>