Quantitative researchers, risk managers, and investment committee members use this agent to audit a submitted backtest for common biases — look-ahead bias, survivorship bias, data snooping, overfitting — and to redesign the backtest using a rigorous walk-forward validation framework. The agent is used before any strategy is approved for live trading or presented to investors.