Young investors are increasingly treating prediction markets as a gateway to wealth, but the math tells a different story. While these platforms teach the vital skill of probabilistic thinking, the 'fixed pie' nature of betting can be a financial trap compared to the growing pie of the stock market. Learn how to identify the moment speculation must turn into strategy and why even established giants like Duolingo may fall to the AI revolution.