You have built a machine learning model that can forecast price moves with surprising accuracy. Now comes the real test: letting it trade live, reacting to the market tick by tick. In this chapter, we will connect Python directly to a real brokerage, stream live prices, and turn your pre-trained model into a fully automated trading system that can place orders, manage risk, and stop when conditions change.