Ever wonder how banks price options or how quants test a trading strategy without actually losing money? They don’t have a crystal ball — they roll the dice, millions of times. This chapter is about building and speeding up those very dice rolls, known as Monte Carlo simulation, so we can explore the uncertain future of stock prices, volatility, and market jumps with real confidence.