• Real-time monitoring of Disparate Impact & Equalized Odds metrics• Predictive forecasting of fairness violations using ARIMA/Holt-Winters• Counterfactual loss estimation & surgical unbiasing interventions• Real-time monitoring of Disparate Impact & Equalized Odds metrics• Predictive forecasting of fairness violations using ARIMA/Holt-Winters• Counterfactual loss estimation & surgical unbiasing interventions