By Wen Jun Learning Objectives: Discovering the memoryless property for Geometric Distributions Interactive Prompt: [Prompt generated using ChatGPT] Simulate two players, Alex and Ben, rolling a fair die until they get their first 6. Alex is starting fresh. Ben has already rolled 10 times without success. Let X X be the number of rolls until the first 6 appears, X tilde operator text Geometric end text not stretchy left parenthesis p equals 1 over 6 not stretchy right parenthesis X ∼ Geometric(p = 6 1​ ). Run many trials to find how many rolls each player needs. Plot histograms for Alex’s total rolls (X subscript A X A​ ) and Ben’s additional rolls after 10 failures (X subscript B minus 10 X B​ − 10). Goal: Show that both distributions are the same — the probability of success on the next roll is always 1 over 6 6 1​ , no matter how many times you’ve already failed. Key Interaction: Adjust number of past failures (slider). Run 1 or 1000 simulations. Compare histograms of X subscript A X A​ and X subscript B minus s X B​ − s. Display empirical probability of success each roll.