The market does not price options the way Black-Scholes assumes (with constant volatility). Instead, implied volatility varies sharply across strikes (the “smile”). We will construct candidate models, stress test them on volatile market days and by starving them of data, measure model quality with P&L consequences, and compare their results to a baseline Black-Scholes model.