High-Frequency Trading (HFT) relies on making thousands of trades in milliseconds, and success depends on speed, precision, and adaptability. Reinforcement Learning (RL), a subset of machine learning, has emerged as a powerful tool in this space. What is Reinforcement Learning? Reinforcement Learning trains an AI agent to make decisions based on